SVM

clear
导入数据
随机产生训练集和测试集
训练集――240个样本
测试集――30个样本
数据归一化
SVM创建/训练(RBF核函数)
寻找最佳c/g参数――交叉验证方法
创建/训练SVM模型
SVM仿真测试
绘图

clear

clear all
clc

导入数据

load heart_scale.mat

随机产生训练集和测试集

n = randperm(size(heart_scale_inst,1));

训练集――240个样本

train_matrix = heart_scale_inst(n(1:240),:);
train_label = heart_scale_label(n(1:240),:);

测试集――30个样本

test_matrix = heart_scale_inst(n(241:end),:);
test_label = heart_scale_label(n(241:end),:);

数据归一化

[Train_matrix,PS] = mapminmax(train_matrix');
Train_matrix = Train_matrix';
Test_matrix = mapminmax('apply',test_matrix',PS);
Test_matrix = Test_matrix';

SVM创建/训练(RBF核函数)

寻找最佳c/g参数――交叉验证方法

[c,g] = meshgrid(-10:0.2:10,-10:0.2:10);
[m,n] = size(c);
cg = zeros(m,n);
eps = 10^(-4);
v = 5;
bestc = 1;
bestg = 0.1;
bestacc = 0;
for i = 1:m
    for j = 1:n
        cmd = ['-v ',num2str(v),' -t 2',' -c ',num2str(2^c(i,j)),' -g ',num2str(2^g(i,j))];
        cg(i,j) = svmtrain(train_label,Train_matrix,cmd);
        if cg(i,j) > bestacc
            bestacc = cg(i,j);
            bestc = 2^c(i,j);
            bestg = 2^g(i,j);
        end
        if abs( cg(i,j)-bestacc )<=eps && bestc > 2^c(i,j)
            bestacc = cg(i,j);
            bestc = 2^c(i,j);
            bestg = 2^g(i,j);
        end
    end
end
cmd = [' -t 2',' -c ',num2str(bestc),' -g ',num2str(bestg)];

*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.166001, rho = 0.999622
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.166000, rho = 0.999679
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.166000, rho = 0.999578
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.166002, rho = 0.999613
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164047, rho = 0.999604
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190687, rho = 0.999566
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190686, rho = 0.999632
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190686, rho = 0.999515
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190688, rho = 0.999556
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188442, rho = 0.999545
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.219038, rho = 0.999501
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219036, rho = 0.999577
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219036, rho = 0.999443
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219039, rho = 0.999490
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216458, rho = 0.999478
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251602, rho = 0.999427
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251600, rho = 0.999514
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251599, rho = 0.999360
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251603, rho = 0.999414
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248638, rho = 0.999400
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.289008, rho = 0.999342
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.289006, rho = 0.999442
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.289005, rho = 0.999265
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.289010, rho = 0.999327
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285604, rho = 0.999311
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331971, rho = 0.999244
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331967, rho = 0.999359
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331966, rho = 0.999155
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331973, rho = 0.999226
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.328060, rho = 0.999208
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.381338, rho = 0.999131
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381333, rho = 0.999263
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381332, rho = 0.999030
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381341, rho = 0.999111
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376844, rho = 0.999091
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.438026, rho = 0.999002
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.438020, rho = 0.999154
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.438018, rho = 0.998885
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.438030, rho = 0.998979
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.432863, rho = 0.998956
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.503139, rho = 0.998854
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503130, rho = 0.999028
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503128, rho = 0.998720
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503144, rho = 0.998827
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.497207, rho = 0.998800
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.577932, rho = 0.998683
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.577924, rho = 0.998732
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577918, rho = 0.998529
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577938, rho = 0.998653
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.571115, rho = 0.998622
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.663847, rho = 0.998488
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.663836, rho = 0.998543
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663828, rho = 0.998311
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663855, rho = 0.998453
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.656014, rho = 0.998417
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.762511, rho = 0.998263
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.762497, rho = 0.998326
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762486, rho = 0.998059
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762522, rho = 0.998223
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.753510, rho = 0.998181
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.875840, rho = 0.998004
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.875822, rho = 0.998078
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875808, rho = 0.997771
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875855, rho = 0.997959
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.865496, rho = 0.997911
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -1.006020, rho = 0.997708
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.006002, rho = 0.997737
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.005978, rho = 0.997439
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.006040, rho = 0.997655
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.994132, rho = 0.997600
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -1.155530, rho = 0.997261
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.155500, rho = 0.997401
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.155468, rho = 0.997058
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.155549, rho = 0.997306
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -1.141860, rho = 0.997244
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -1.327236, rho = 0.996854
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.327195, rho = 0.997014
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.327153, rho = 0.996621
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.327261, rho = 0.996906
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -1.311521, rho = 0.996834
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -1.524449, rho = 0.996438
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.524403, rho = 0.996427
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.524338, rho = 0.996126
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.524474, rho = 0.996446
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -1.506374, rho = 0.996363
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -1.750993, rho = 0.995908
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.750932, rho = 0.995895
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.750856, rho = 0.995495
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.751026, rho = 0.995917
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.730218, rho = 0.995746
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.011124, rho = 0.995120
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.011032, rho = 0.995285
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.010931, rho = 0.994825
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -2.011156, rho = 0.995310
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.987220, rho = 0.995113
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.309680, rho = 0.994394
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.309559, rho = 0.994584
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.309426, rho = 0.994056
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.309735, rho = 0.994408
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -2.282186, rho = 0.994387
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.652739, rho = 0.993560
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.652580, rho = 0.993779
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.652405, rho = 0.993172
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.652812, rho = 0.993577
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -2.621108, rho = 0.993552
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -3.046528, rho = 0.992603
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.046318, rho = 0.992854
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.046086, rho = 0.992157
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -3.046624, rho = 0.992622
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -3.010128, rho = 0.992593
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -3.498778, rho = 0.991503
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.498518, rho = 0.991725
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.498195, rho = 0.990991
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -3.498904, rho = 0.991525
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -3.456879, rho = 0.991492
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.018066, rho = 0.990172
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.017702, rho = 0.990495
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.017276, rho = 0.989651
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -4.018212, rho = 0.990264
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -3.969802, rho = 0.990226
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.614235, rho = 0.988710
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.613756, rho = 0.989081
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.613193, rho = 0.988112
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.614452, rho = 0.988821
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.558665, rho = 0.988511
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.298494, rho = 0.987031
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.297862, rho = 0.987458
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.297149, rho = 0.986344
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.298780, rho = 0.987159
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.234464, rho = 0.986803
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.084009, rho = 0.985103
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.083174, rho = 0.985593
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.082234, rho = 0.984314
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.084418, rho = 0.985525
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.010196, rho = 0.984840
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.985564, rho = 0.982888
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.984463, rho = 0.983450
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.983222, rho = 0.981981
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.986103, rho = 0.983373
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.900429, rho = 0.982586
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -8.020043, rho = 0.980343
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.018623, rho = 0.980816
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.016953, rho = 0.979302
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.020755, rho = 0.980901
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.921795, rho = 0.979997
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -9.207073, rho = 0.977421
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.205199, rho = 0.977964
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.202995, rho = 0.976224
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.208012, rho = 0.978061
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -9.093615, rho = 0.977022
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -10.568976, rho = 0.974063
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.566503, rho = 0.974687
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.563596, rho = 0.972689
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.570216, rho = 0.974798
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -10.437855, rho = 0.973605
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -12.131056, rho = 0.970206
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -12.127793, rho = 0.970923
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -12.123984, rho = 0.968628
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.132691, rho = 0.971051
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -11.979390, rho = 0.969680
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -13.922229, rho = 0.965776
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.917882, rho = 0.966599
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.912857, rho = 0.963963
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.924346, rho = 0.966746
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.746645, rho = 0.965173
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -15.975786, rho = 0.960687
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -15.970099, rho = 0.961936
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -15.963420, rho = 0.958604
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.978580, rho = 0.961801
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.772275, rho = 0.959995
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -18.329635, rho = 0.954840
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -18.322132, rho = 0.955927
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -18.313318, rho = 0.952448
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -18.333322, rho = 0.956121
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -18.093460, rho = 0.954045
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -21.025999, rho = 0.948126
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -21.016098, rho = 0.949774
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -21.004468, rho = 0.945378
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -21.030864, rho = 0.949597
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -20.751542, rho = 0.947212
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -24.114718, rho = 0.940411
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -24.101653, rho = 0.942304
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -24.086307, rho = 0.937254
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -24.121138, rho = 0.942101
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -23.795265, rho = 0.939362
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -27.649785, rho = 0.931551
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -27.632570, rho = 0.933726
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -27.612297, rho = 0.927925
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.658255, rho = 0.933492
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -27.277321, rho = 0.930346
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -31.693606, rho = 0.921375
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -31.670892, rho = 0.923873
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -31.644143, rho = 0.917210
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -31.704782, rho = 0.923605
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -31.258500, rho = 0.919991
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -36.319742, rho = 0.909681
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -36.289768, rho = 0.912550
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -36.254471, rho = 0.904896
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -36.334490, rho = 0.912242
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -35.810319, rho = 0.908090
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -41.603997, rho = 0.896252
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -41.564447, rho = 0.899548
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -41.517981, rho = 0.890725
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -41.623456, rho = 0.899193
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -41.006167, rho = 0.894425
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -47.636654, rho = 0.880826
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -47.584470, rho = 0.884612
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -47.523160, rho = 0.874478
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -47.662331, rho = 0.884205
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -46.933231, rho = 0.878728
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -54.519539, rho = 0.863102
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -54.450678, rho = 0.867451
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -54.369775, rho = 0.855810
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -54.553421, rho = 0.866983
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -53.689444, rho = 0.860691
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -62.359616, rho = 0.842746
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -62.268754, rho = 0.847742
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -62.162003, rho = 0.834370
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -62.404323, rho = 0.847205
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -61.377001, rho = 0.839978
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -71.281367, rho = 0.819362
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -71.161473, rho = 0.825101
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -71.020611, rho = 0.809739
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -71.340359, rho = 0.824483
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -70.114236, rho = 0.816181
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -81.415987, rho = 0.792503
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -81.257789, rho = 0.799095
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -81.071925, rho = 0.781450
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -81.493826, rho = 0.798386
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -80.024667, rho = 0.788850
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -92.910353, rho = 0.761648
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -92.701609, rho = 0.769221
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -92.456360, rho = 0.748952
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -93.013062, rho = 0.768407
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -91.245302, rho = 0.757452
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -105.917446, rho = 0.726208
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -105.642010, rho = 0.734906
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -105.318407, rho = 0.711624
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -106.052969, rho = 0.733971
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -103.916627, rho = 0.721387
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -120.602263, rho = 0.685493
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -120.238817, rho = 0.695485
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -119.811814, rho = 0.668740
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -120.781090, rho = 0.694410
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -118.187523, rho = 0.679955
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -137.128948, rho = 0.638814
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -136.649252, rho = 0.650205
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -136.085820, rho = 0.619483
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -137.364781, rho = 0.648971
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -134.201461, rho = 0.632366
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -155.664116, rho = 0.585036
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -155.031155, rho = 0.598191
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -154.287702, rho = 0.562901
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -155.975303, rho = 0.596773
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -152.098670, rho = 0.577699
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -176.362633, rho = 0.523331
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -175.527434, rho = 0.538442
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -174.546441, rho = 0.497904
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -176.773248, rho = 0.536813
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -171.999609, rho = 0.514903
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -199.355075, rho = 0.452455
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -198.253040, rho = 0.469813
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -196.958630, rho = 0.423247
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -199.896877, rho = 0.467942
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -193.990508, rho = 0.442774
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 66.25%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -224.734517, rho = 0.371184
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -223.280377, rho = 0.390978
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -221.572410, rho = 0.337488
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -225.449411, rho = 0.388829
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -218.106735, rho = 0.359919
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 72.9167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -252.528795, rho = 0.277672
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -250.610006, rho = 0.300410
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -248.355570, rho = 0.239144
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -253.472123, rho = 0.297941
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -244.301043, rho = 0.264732
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 77.0833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -282.656481, rho = 0.170263
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -280.124620, rho = 0.196382
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -277.150813, rho = 0.125801
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -283.901211, rho = 0.193546
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -272.394679, rho = 0.155399
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.869918
obj = -315.014847, rho = 0.089196
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 84
nu = 0.869503
obj = -312.001742, rho = 0.133484
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 87
nu = 0.858247
obj = -308.431984, rho = 0.080567
nSV = 168, nBSV = 163
Total nSV = 168
*
optimization finished, #iter = 86
nu = 0.875000
obj = -316.741876, rho = 0.121485
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 82
nu = 0.858639
obj = -302.677658, rho = 0.120280
nSV = 164, nBSV = 164
Total nSV = 164
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.839378
obj = -351.023882, rho = 0.087210
nSV = 163, nBSV = 161
Total nSV = 163
*
optimization finished, #iter = 85
nu = 0.833333
obj = -347.519500, rho = 0.135488
nSV = 162, nBSV = 159
Total nSV = 162
*
optimization finished, #iter = 88
nu = 0.823619
obj = -343.614162, rho = 0.071676
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 95
nu = 0.843917
obj = -352.988162, rho = 0.119795
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 88
nu = 0.821173
obj = -336.463566, rho = 0.119493
nSV = 159, nBSV = 154
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.813630
obj = -391.129763, rho = 0.071575
nSV = 159, nBSV = 156
Total nSV = 159
*
optimization finished, #iter = 79
nu = 0.812500
obj = -387.394364, rho = 0.113597
nSV = 157, nBSV = 155
Total nSV = 157
*
optimization finished, #iter = 81
nu = 0.799572
obj = -383.157549, rho = 0.049016
nSV = 155, nBSV = 152
Total nSV = 155
*
optimization finished, #iter = 87
nu = 0.813069
obj = -394.077830, rho = 0.142185
nSV = 158, nBSV = 154
Total nSV = 158
*
optimization finished, #iter = 83
nu = 0.788744
obj = -374.723099, rho = 0.134069
nSV = 153, nBSV = 149
Total nSV = 153
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 78
nu = 0.787565
obj = -435.941699, rho = 0.073330
nSV = 153, nBSV = 151
Total nSV = 153
*
optimization finished, #iter = 78
nu = 0.786120
obj = -431.644969, rho = 0.131714
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 81
nu = 0.770343
obj = -427.512206, rho = 0.034353
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 82
nu = 0.792107
obj = -440.208905, rho = 0.142298
nSV = 154, nBSV = 151
Total nSV = 154
*
optimization finished, #iter = 79
nu = 0.772110
obj = -417.391342, rho = 0.137167
nSV = 148, nBSV = 145
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.762346
obj = -486.206171, rho = 0.056688
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 78
nu = 0.764109
obj = -481.011610, rho = 0.095161
nSV = 149, nBSV = 145
Total nSV = 149
*
optimization finished, #iter = 75
nu = 0.748852
obj = -477.457677, rho = 0.046826
nSV = 144, nBSV = 142
Total nSV = 144
*
optimization finished, #iter = 80
nu = 0.770833
obj = -491.504138, rho = 0.114757
nSV = 150, nBSV = 147
Total nSV = 150
*
optimization finished, #iter = 76
nu = 0.743602
obj = -464.618165, rho = 0.133074
nSV = 144, nBSV = 141
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.740353
obj = -542.226060, rho = 0.081318
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 85
nu = 0.741595
obj = -535.990323, rho = 0.088650
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 77
nu = 0.726764
obj = -533.133477, rho = 0.025578
nSV = 142, nBSV = 137
Total nSV = 142
*
optimization finished, #iter = 96
nu = 0.747991
obj = -548.667001, rho = 0.110002
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 75
nu = 0.718399
obj = -517.787550, rho = 0.121036
nSV = 138, nBSV = 135
Total nSV = 138
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 77
nu = 0.715858
obj = -605.177736, rho = 0.075787
nSV = 140, nBSV = 136
Total nSV = 140
*
optimization finished, #iter = 91
nu = 0.714253
obj = -597.388594, rho = 0.076291
nSV = 141, nBSV = 132
Total nSV = 141
*
optimization finished, #iter = 79
nu = 0.707891
obj = -595.339100, rho = 0.005654
nSV = 137, nBSV = 130
Total nSV = 137
*
optimization finished, #iter = 81
nu = 0.725128
obj = -613.000292, rho = 0.116233
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 93
nu = 0.695825
obj = -577.025776, rho = 0.106899
nSV = 136, nBSV = 130
Total nSV = 136
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.692081
obj = -676.146967, rho = 0.071094
nSV = 136, nBSV = 131
Total nSV = 136
*
optimization finished, #iter = 81
nu = 0.686354
obj = -667.125419, rho = 0.080119
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 85
nu = 0.680711
obj = -665.471844, rho = 0.024797
nSV = 134, nBSV = 128
Total nSV = 134
*
optimization finished, #iter = 84
nu = 0.705723
obj = -684.983555, rho = 0.122159
nSV = 137, nBSV = 134
Total nSV = 137
*
optimization finished, #iter = 79
nu = 0.669671
obj = -643.877684, rho = 0.117379
nSV = 130, nBSV = 124
Total nSV = 130
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.668430
obj = -756.105743, rho = 0.078454
nSV = 133, nBSV = 126
Total nSV = 133
*
optimization finished, #iter = 90
nu = 0.663344
obj = -745.987242, rho = 0.107143
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 72
nu = 0.658921
obj = -745.011568, rho = 0.016550
nSV = 129, nBSV = 125
Total nSV = 129
*
optimization finished, #iter = 74
nu = 0.681247
obj = -765.772828, rho = 0.143045
nSV = 133, nBSV = 130
Total nSV = 133
*
optimization finished, #iter = 76
nu = 0.645258
obj = -719.606341, rho = 0.160466
nSV = 126, nBSV = 122
Total nSV = 126
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.646162
obj = -846.683513, rho = 0.095324
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 75
nu = 0.645458
obj = -835.369635, rho = 0.093919
nSV = 125, nBSV = 121
Total nSV = 125
*
optimization finished, #iter = 75
nu = 0.640263
obj = -834.227920, rho = -0.004770
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 95
nu = 0.664933
obj = -856.578431, rho = 0.183521
nSV = 130, nBSV = 121
Total nSV = 130
*
optimization finished, #iter = 76
nu = 0.627027
obj = -804.814352, rho = 0.164570
nSV = 122, nBSV = 118
Total nSV = 122
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 75
nu = 0.628115
obj = -949.279815, rho = 0.111090
nSV = 123, nBSV = 120
Total nSV = 123
*
optimization finished, #iter = 81
nu = 0.627513
obj = -935.138994, rho = 0.093355
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 66
nu = 0.625000
obj = -934.885060, rho = -0.003362
nSV = 121, nBSV = 119
Total nSV = 121
*
optimization finished, #iter = 97
nu = 0.640324
obj = -959.110714, rho = 0.222593
nSV = 127, nBSV = 119
Total nSV = 127
*
optimization finished, #iter = 74
nu = 0.608782
obj = -900.690088, rho = 0.211481
nSV = 118, nBSV = 114
Total nSV = 118
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 92
nu = 0.610861
obj = -1064.760390, rho = 0.116095
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 90
nu = 0.608995
obj = -1047.388676, rho = 0.112511
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 79
nu = 0.607683
obj = -1047.763604, rho = 0.005585
nSV = 120, nBSV = 113
Total nSV = 120
*
optimization finished, #iter = 89
nu = 0.621199
obj = -1075.568552, rho = 0.250280
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 79
nu = 0.587932
obj = -1008.942988, rho = 0.222876
nSV = 116, nBSV = 110
Total nSV = 116
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 82
nu = 0.593917
obj = -1195.225392, rho = 0.116521
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 72
nu = 0.593323
obj = -1173.995178, rho = 0.127331
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 92
nu = 0.591830
obj = -1174.997052, rho = 0.010836
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 88
nu = 0.608648
obj = -1206.422703, rho = 0.236831
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 69
nu = 0.571504
obj = -1131.571603, rho = 0.256012
nSV = 112, nBSV = 106
Total nSV = 112
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 83
nu = 0.578306
obj = -1342.718386, rho = 0.110670
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 72
nu = 0.578182
obj = -1316.301249, rho = 0.119518
nSV = 112, nBSV = 106
Total nSV = 112
*
optimization finished, #iter = 94
nu = 0.573180
obj = -1318.875619, rho = 0.037756
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 80
nu = 0.590064
obj = -1353.365460, rho = 0.215366
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 79
nu = 0.556010
obj = -1270.258929, rho = 0.246391
nSV = 110, nBSV = 103
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 88
nu = 0.564042
obj = -1509.071398, rho = 0.123498
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 78
nu = 0.561666
obj = -1476.460509, rho = 0.171145
nSV = 110, nBSV = 104
Total nSV = 110
*
optimization finished, #iter = 110
nu = 0.558574
obj = -1481.912485, rho = 0.051034
nSV = 111, nBSV = 103
Total nSV = 111
*
optimization finished, #iter = 103
nu = 0.573822
obj = -1519.479189, rho = 0.205144
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 77
nu = 0.540073
obj = -1427.363533, rho = 0.260300
nSV = 105, nBSV = 101
Total nSV = 105
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 88
nu = 0.545370
obj = -1698.597365, rho = 0.171905
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 86
nu = 0.543238
obj = -1658.423243, rho = 0.229252
nSV = 107, nBSV = 101
Total nSV = 107
*
optimization finished, #iter = 94
nu = 0.542166
obj = -1666.604443, rho = 0.034601
nSV = 109, nBSV = 100
Total nSV = 109
*
optimization finished, #iter = 113
nu = 0.556953
obj = -1708.061661, rho = 0.205036
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 119
nu = 0.527355
obj = -1604.411849, rho = 0.272944
nSV = 104, nBSV = 94
Total nSV = 104
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 67
nu = 0.534196
obj = -1914.607112, rho = 0.231651
nSV = 106, nBSV = 101
Total nSV = 106
*
optimization finished, #iter = 86
nu = 0.528129
obj = -1865.568906, rho = 0.263655
nSV = 105, nBSV = 98
Total nSV = 105
*
optimization finished, #iter = 92
nu = 0.528102
obj = -1876.500799, rho = 0.038813
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 118
nu = 0.542387
obj = -1922.227151, rho = 0.203486
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 112
nu = 0.512619
obj = -1804.951408, rho = 0.305133
nSV = 103, nBSV = 94
Total nSV = 103
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.522547
obj = -2158.458855, rho = 0.302182
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 102
nu = 0.514841
obj = -2100.345476, rho = 0.253607
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 98
nu = 0.512931
obj = -2115.475153, rho = 0.082434
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 117
nu = 0.527956
obj = -2165.768250, rho = 0.236667
nSV = 107, nBSV = 99
Total nSV = 107
*
optimization finished, #iter = 155
nu = 0.498213
obj = -2033.613413, rho = 0.351914
nSV = 98, nBSV = 88
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 71
nu = 0.509314
obj = -2435.631021, rho = 0.361365
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 116
nu = 0.499351
obj = -2368.138889, rho = 0.254101
nSV = 102, nBSV = 92
Total nSV = 102
*
optimization finished, #iter = 84
nu = 0.501025
obj = -2388.492608, rho = 0.138359
nSV = 100, nBSV = 94
Total nSV = 100
*
optimization finished, #iter = 121
nu = 0.515920
obj = -2442.654498, rho = 0.281984
nSV = 103, nBSV = 95
Total nSV = 103
*.*
optimization finished, #iter = 249
nu = 0.486878
obj = -2293.260606, rho = 0.424045
nSV = 98, nBSV = 86
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 114
nu = 0.499624
obj = -2749.796228, rho = 0.348563
nSV = 99, nBSV = 92
Total nSV = 99
*
optimization finished, #iter = 129
nu = 0.489528
obj = -2673.356820, rho = 0.265937
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 81
nu = 0.492016
obj = -2698.037832, rho = 0.191934
nSV = 98, nBSV = 92
Total nSV = 98
*
optimization finished, #iter = 103
nu = 0.505452
obj = -2756.773247, rho = 0.295083
nSV = 101, nBSV = 92
Total nSV = 101
*
optimization finished, #iter = 135
nu = 0.473538
obj = -2589.657122, rho = 0.508234
nSV = 96, nBSV = 87
Total nSV = 96
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 111
nu = 0.486894
obj = -3107.914387, rho = 0.349669
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 93
nu = 0.476338
obj = -3020.671389, rho = 0.253137
nSV = 96, nBSV = 87
Total nSV = 96
*
optimization finished, #iter = 79
nu = 0.482498
obj = -3047.913608, rho = 0.204908
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 167
nu = 0.491951
obj = -3114.280227, rho = 0.340744
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 151
nu = 0.464574
obj = -2927.544680, rho = 0.565827
nSV = 92, nBSV = 82
Total nSV = 92
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 93
nu = 0.475180
obj = -3518.030398, rho = 0.368513
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 150
nu = 0.467257
obj = -3417.078721, rho = 0.218873
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 110
nu = 0.473163
obj = -3446.317768, rho = 0.211533
nSV = 94, nBSV = 86
Total nSV = 94
*
optimization finished, #iter = 134
nu = 0.480060
obj = -3523.459999, rho = 0.409705
nSV = 98, nBSV = 88
Total nSV = 98
*.*
optimization finished, #iter = 266
nu = 0.453681
obj = -3312.230268, rho = 0.574029
nSV = 92, nBSV = 80
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 120
nu = 0.468925
obj = -3985.756507, rho = 0.405247
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 127
nu = 0.456909
obj = -3869.136668, rho = 0.184989
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 92
nu = 0.463325
obj = -3898.238350, rho = 0.204972
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 108
nu = 0.471146
obj = -3991.088066, rho = 0.474243
nSV = 96, nBSV = 88
Total nSV = 96
*.*
optimization finished, #iter = 318
nu = 0.443652
obj = -3752.227866, rho = 0.600973
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 142
nu = 0.461643
obj = -4515.121318, rho = 0.414908
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 135
nu = 0.449285
obj = -4384.384182, rho = 0.168817
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 100
nu = 0.455315
obj = -4412.815124, rho = 0.209719
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 115
nu = 0.463865
obj = -4522.273446, rho = 0.472737
nSV = 95, nBSV = 87
Total nSV = 95
*.*
optimization finished, #iter = 226
nu = 0.434493
obj = -4256.412720, rho = 0.661980
nSV = 89, nBSV = 77
Total nSV = 89
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 151
nu = 0.453919
obj = -5115.951220, rho = 0.422871
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 180
nu = 0.440612
obj = -4972.188220, rho = 0.225273
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 163
nu = 0.447552
obj = -4997.264876, rho = 0.199289
nSV = 90, nBSV = 82
Total nSV = 90
*
optimization finished, #iter = 146
nu = 0.457557
obj = -5124.956317, rho = 0.507719
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 190
nu = 0.426227
obj = -4834.195663, rho = 0.720471
nSV = 88, nBSV = 77
Total nSV = 88
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 99
nu = 0.445514
obj = -5801.736205, rho = 0.472036
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 167
nu = 0.434966
obj = -5642.438912, rho = 0.264433
nSV = 87, nBSV = 77
Total nSV = 87
*
optimization finished, #iter = 113
nu = 0.439572
obj = -5662.001704, rho = 0.216636
nSV = 88, nBSV = 80
Total nSV = 88
*
optimization finished, #iter = 146
nu = 0.450992
obj = -5808.266685, rho = 0.561664
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 155
nu = 0.419676
obj = -5496.033104, rho = 0.797492
nSV = 86, nBSV = 76
Total nSV = 86
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 95
nu = 0.439328
obj = -6583.219695, rho = 0.502078
nSV = 87, nBSV = 81
Total nSV = 87
*
optimization finished, #iter = 173
nu = 0.427299
obj = -6405.761060, rho = 0.238198
nSV = 87, nBSV = 76
Total nSV = 87
*
optimization finished, #iter = 125
nu = 0.431567
obj = -6421.393945, rho = 0.194528
nSV = 87, nBSV = 79
Total nSV = 87
*
optimization finished, #iter = 130
nu = 0.444219
obj = -6584.983004, rho = 0.599132
nSV = 89, nBSV = 79
Total nSV = 89
*.*
optimization finished, #iter = 198
nu = 0.414247
obj = -6251.613366, rho = 0.884301
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 103
nu = 0.433382
obj = -7471.270295, rho = 0.524998
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 165
nu = 0.420713
obj = -7278.289626, rho = 0.209440
nSV = 86, nBSV = 76
Total nSV = 86
*
optimization finished, #iter = 150
nu = 0.425216
obj = -7286.709592, rho = 0.230416
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 150
nu = 0.437344
obj = -7467.021091, rho = 0.666660
nSV = 88, nBSV = 77
Total nSV = 88
*.*
optimization finished, #iter = 211
nu = 0.409196
obj = -7114.202370, rho = 0.955160
nSV = 82, nBSV = 72
Total nSV = 82
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 134
nu = 0.426821
obj = -8482.319927, rho = 0.523501
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 218
nu = 0.414883
obj = -8274.176565, rho = 0.190828
nSV = 85, nBSV = 74
Total nSV = 85
*
optimization finished, #iter = 145
nu = 0.419093
obj = -8271.586708, rho = 0.331847
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 201
nu = 0.429707
obj = -8473.619560, rho = 0.682678
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 218
nu = 0.404353
obj = -8099.473664, rho = 1.077963
nSV = 83, nBSV = 70
Total nSV = 83
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 110
nu = 0.420376
obj = -9636.486972, rho = 0.504644
nSV = 85, nBSV = 76
Total nSV = 85
*.*
optimization finished, #iter = 292
nu = 0.408458
obj = -9413.157132, rho = 0.310162
nSV = 85, nBSV = 73
Total nSV = 85
*
optimization finished, #iter = 163
nu = 0.413142
obj = -9393.514259, rho = 0.443836
nSV = 85, nBSV = 74
Total nSV = 85
*.*
optimization finished, #iter = 246
nu = 0.423746
obj = -9622.497345, rho = 0.725608
nSV = 86, nBSV = 75
Total nSV = 86
*..*
optimization finished, #iter = 407
nu = 0.398667
obj = -9227.528760, rho = 1.080419
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 164
nu = 0.414540
obj = -10954.034881, rho = 0.514121
nSV = 84, nBSV = 74
Total nSV = 84
*.*.*
optimization finished, #iter = 340
nu = 0.402886
obj = -10717.572904, rho = 0.438166
nSV = 83, nBSV = 71
Total nSV = 83
.*
optimization finished, #iter = 358
nu = 0.406366
obj = -10674.567272, rho = 0.475603
nSV = 84, nBSV = 73
Total nSV = 84
.*
optimization finished, #iter = 358
nu = 0.418630
obj = -10927.364985, rho = 0.802933
nSV = 84, nBSV = 73
Total nSV = 84
.*..*
optimization finished, #iter = 688
nu = 0.393567
obj = -10521.650869, rho = 1.108244
nSV = 82, nBSV = 69
Total nSV = 82
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 177
nu = 0.410032
obj = -12456.101686, rho = 0.574447
nSV = 83, nBSV = 73
Total nSV = 83
.*
optimization finished, #iter = 273
nu = 0.398449
obj = -12210.350739, rho = 0.530200
nSV = 81, nBSV = 70
Total nSV = 81
.*.*
optimization finished, #iter = 454
nu = 0.401006
obj = -12138.555989, rho = 0.472338
nSV = 83, nBSV = 69
Total nSV = 83
.*.*
optimization finished, #iter = 420
nu = 0.411466
obj = -12417.338650, rho = 0.950481
nSV = 84, nBSV = 71
Total nSV = 84
.*..*
optimization finished, #iter = 748
nu = 0.389513
obj = -12005.141762, rho = 1.232231
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 83.3333%
.*.*
optimization finished, #iter = 451
nu = 0.405732
obj = -14163.278516, rho = 0.692971
nSV = 85, nBSV = 72
Total nSV = 85
.*.*
optimization finished, #iter = 461
nu = 0.393939
obj = -13916.818724, rho = 0.626585
nSV = 81, nBSV = 70
Total nSV = 81
..**.*
optimization finished, #iter = 558
nu = 0.394712
obj = -13813.040698, rho = 0.472276
nSV = 81, nBSV = 67
Total nSV = 81
.*.*
optimization finished, #iter = 388
nu = 0.405518
obj = -14122.068056, rho = 1.123273
nSV = 84, nBSV = 71
Total nSV = 84
.*..*
optimization finished, #iter = 702
nu = 0.385820
obj = -13704.730608, rho = 1.408076
nSV = 82, nBSV = 67
Total nSV = 82
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 516
nu = 0.400324
obj = -16113.156140, rho = 0.841880
nSV = 83, nBSV = 71
Total nSV = 83
.*
optimization finished, #iter = 340
nu = 0.390402
obj = -15866.493164, rho = 0.768548
nSV = 80, nBSV = 69
Total nSV = 80
.*.*
optimization finished, #iter = 476
nu = 0.389297
obj = -15731.625439, rho = 0.576575
nSV = 81, nBSV = 67
Total nSV = 81
.*..*
optimization finished, #iter = 679
nu = 0.400493
obj = -16068.604349, rho = 1.288152
nSV = 83, nBSV = 69
Total nSV = 83
.*.*
optimization finished, #iter = 423
nu = 0.382720
obj = -15650.988591, rho = 1.554978
nSV = 79, nBSV = 66
Total nSV = 79
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 536
nu = 0.396486
obj = -18333.771078, rho = 1.106540
nSV = 83, nBSV = 71
Total nSV = 83
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 422
nu = 0.386791
obj = -18095.644711, rho = 0.985529
nSV = 79, nBSV = 68
Total nSV = 79
.*.*
optimization finished, #iter = 445
nu = 0.384354
obj = -17930.841202, rho = 0.688362
nSV = 81, nBSV = 68
Total nSV = 81
..*..*
optimization finished, #iter = 787
nu = 0.394749
obj = -18296.453462, rho = 1.428017
nSV = 82, nBSV = 67
Total nSV = 82
.*..*
optimization finished, #iter = 743
nu = 0.379761
obj = -17879.695261, rho = 1.681353
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 448
nu = 0.391212
obj = -20866.254730, rho = 1.084055
nSV = 83, nBSV = 68
Total nSV = 83
..*..*
optimization finished, #iter = 789
nu = 0.383140
obj = -20644.998631, rho = 1.261016
nSV = 79, nBSV = 66
Total nSV = 79
.*
optimization finished, #iter = 371
nu = 0.380083
obj = -20450.936757, rho = 0.792138
nSV = 80, nBSV = 68
Total nSV = 80
..*..*
optimization finished, #iter = 918
nu = 0.389634
obj = -20849.574989, rho = 1.435163
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 538
nu = 0.377115
obj = -20431.493279, rho = 1.755262
nSV = 82, nBSV = 67
Total nSV = 82
Cross Validation Accuracy = 82.5%
.*..*
optimization finished, #iter = 617
nu = 0.386765
obj = -23763.751248, rho = 1.153068
nSV = 81, nBSV = 68
Total nSV = 81
..*...*
optimization finished, #iter = 1143
nu = 0.379318
obj = -23564.153069, rho = 1.511793
nSV = 80, nBSV = 63
Total nSV = 80
.
WARNING: using -h 0 may be faster
*
optimization finished, #iter = 299
nu = 0.376797
obj = -23335.781772, rho = 0.965410
nSV = 77, nBSV = 67
Total nSV = 77
.*..*
optimization finished, #iter = 736
nu = 0.385847
obj = -23772.724799, rho = 1.653759
nSV = 80, nBSV = 66
Total nSV = 80
.*..*
optimization finished, #iter = 701
nu = 0.374512
obj = -23354.566454, rho = 2.015932
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 427
nu = 0.382436
obj = -27072.916707, rho = 1.308502
nSV = 81, nBSV = 66
Total nSV = 81
...*....*....*
optimization finished, #iter = 2129
nu = 0.375784
obj = -26910.618138, rho = 1.813035
nSV = 80, nBSV = 64
Total nSV = 80
.
WARNING: using -h 0 may be faster
*
optimization finished, #iter = 380
nu = 0.374073
obj = -26631.607690, rho = 1.208359
nSV = 77, nBSV = 65
Total nSV = 77
...*..*
optimization finished, #iter = 1035
nu = 0.382060
obj = -27114.828880, rho = 1.992027
nSV = 80, nBSV = 66
Total nSV = 80
..*...*
optimization finished, #iter = 1021
nu = 0.372218
obj = -26700.877464, rho = 2.280931
nSV = 80, nBSV = 64
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*..*
optimization finished, #iter = 648
nu = 0.378676
obj = -30855.879714, rho = 1.476155
nSV = 80, nBSV = 66
Total nSV = 80
...*.*
optimization finished, #iter = 921
nu = 0.373137
obj = -30744.852010, rho = 2.276532
nSV = 78, nBSV = 64
Total nSV = 78
.
WARNING: using -h 0 may be faster
*
optimization finished, #iter = 360
nu = 0.371273
obj = -30398.129461, rho = 1.489204
nSV = 77, nBSV = 65
Total nSV = 77
...*.*
optimization finished, #iter = 837
nu = 0.378561
obj = -30937.666740, rho = 2.321137
nSV = 79, nBSV = 65
Total nSV = 79
..*..*
optimization finished, #iter = 942
nu = 0.370489
obj = -30531.634573, rho = 2.515567
nSV = 78, nBSV = 65
Total nSV = 78
Cross Validation Accuracy = 82.9167%
...*.*
optimization finished, #iter = 915
nu = 0.374737
obj = -35179.418920, rho = 1.666819
nSV = 80, nBSV = 66
Total nSV = 80
...*.*
optimization finished, #iter = 848
nu = 0.371097
obj = -35128.608976, rho = 2.687771
nSV = 78, nBSV = 64
Total nSV = 78
..*..*.*
optimization finished, #iter = 994
nu = 0.368415
obj = -34701.998184, rho = 1.813692
nSV = 76, nBSV = 63
Total nSV = 76
....*.*
optimization finished, #iter = 1143
nu = 0.375291
obj = -35312.887151, rho = 2.680551
nSV = 78, nBSV = 65
Total nSV = 78
.
WARNING: using -h 0 may be faster
*..*
optimization finished, #iter = 629
nu = 0.368682
obj = -34912.347396, rho = 2.621075
nSV = 78, nBSV = 65
Total nSV = 78
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 756
nu = 0.371051
obj = -40125.083992, rho = 2.040860
nSV = 79, nBSV = 65
Total nSV = 79
...*...*
optimization finished, #iter = 1256
nu = 0.368925
obj = -40137.455803, rho = 3.128909
nSV = 79, nBSV = 63
Total nSV = 79
..*.*
optimization finished, #iter = 727
nu = 0.365255
obj = -39629.771481, rho = 2.119987
nSV = 76, nBSV = 62
Total nSV = 76
....*..*
optimization finished, #iter = 1269
nu = 0.372255
obj = -40319.172050, rho = 2.729239
nSV = 78, nBSV = 63
Total nSV = 78
..*..*
optimization finished, #iter = 877
nu = 0.366711
obj = -39924.553223, rho = 2.903103
nSV = 77, nBSV = 63
Total nSV = 77
Cross Validation Accuracy = 82.9167%
...*...*
optimization finished, #iter = 1310
nu = 0.367880
obj = -45781.343080, rho = 2.346390
nSV = 77, nBSV = 62
Total nSV = 77
....*...*
optimization finished, #iter = 1427
nu = 0.366337
obj = -45870.765203, rho = 3.522114
nSV = 79, nBSV = 63
Total nSV = 79
..*...*
optimization finished, #iter = 1007
nu = 0.362466
obj = -45273.769556, rho = 2.445975
nSV = 75, nBSV = 61
Total nSV = 75
....*..*.*
optimization finished, #iter = 1179
nu = 0.369588
obj = -46046.967843, rho = 2.749484
nSV = 78, nBSV = 63
Total nSV = 78
...*.....*
optimization finished, #iter = 1537
nu = 0.364895
obj = -45661.497564, rho = 3.342202
nSV = 76, nBSV = 61
Total nSV = 76
Cross Validation Accuracy = 82.9167%
..*....*
optimization finished, #iter = 1207
nu = 0.364382
obj = -52254.004536, rho = 2.808316
nSV = 78, nBSV = 62
Total nSV = 78
....*...*
optimization finished, #iter = 1421
nu = 0.364090
obj = -52435.100436, rho = 3.974981
nSV = 78, nBSV = 63
Total nSV = 78
..*.*
optimization finished, #iter = 599
nu = 0.360404
obj = -51731.844459, rho = 2.890508
nSV = 74, nBSV = 61
Total nSV = 74
....*..*
optimization finished, #iter = 1229
nu = 0.367166
obj = -52596.630710, rho = 2.855753
nSV = 79, nBSV = 63
Total nSV = 79
...*.*
optimization finished, #iter = 940
nu = 0.363222
obj = -52226.946944, rho = 3.935889
nSV = 76, nBSV = 62
Total nSV = 76
Cross Validation Accuracy = 82.9167%
...*.....*
optimization finished, #iter = 1547
nu = 0.361283
obj = -59667.103581, rho = 3.335236
nSV = 79, nBSV = 62
Total nSV = 79
......*....*
optimization finished, #iter = 2064
nu = 0.362218
obj = -59945.762337, rho = 4.496784
nSV = 80, nBSV = 63
Total nSV = 80
...*.....*
optimization finished, #iter = 1569
nu = 0.358501
obj = -59111.144934, rho = 3.348259
nSV = 75, nBSV = 60
Total nSV = 75
....*.....*
optimization finished, #iter = 1838
nu = 0.365004
obj = -60084.609734, rho = 3.162957
nSV = 79, nBSV = 62
Total nSV = 79
....*...*
optimization finished, #iter = 1436
nu = 0.361845
obj = -59734.890897, rho = 4.719654
nSV = 77, nBSV = 62
Total nSV = 77
Cross Validation Accuracy = 82.5%
....*....*
optimization finished, #iter = 1703
nu = 0.358586
obj = -68153.453858, rho = 3.946685
nSV = 80, nBSV = 62
Total nSV = 80
.....*.....*
optimization finished, #iter = 1993
nu = 0.360568
obj = -68533.251606, rho = 5.095028
nSV = 79, nBSV = 62
Total nSV = 79
.....*..*
optimization finished, #iter = 1433
nu = 0.356438
obj = -67546.933938, rho = 3.782956
nSV = 75, nBSV = 60
Total nSV = 75
.....*....*
optimization finished, #iter = 1834
nu = 0.363001
obj = -68640.415389, rho = 3.568461
nSV = 78, nBSV = 61
Total nSV = 78
.......*........*
optimization finished, #iter = 3008
nu = 0.360187
obj = -68319.612296, rho = 5.387985
nSV = 78, nBSV = 61
Total nSV = 78
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165999, rho = 0.999566
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165998, rho = 0.999632
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165998, rho = 0.999516
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.166000, rho = 0.999557
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164045, rho = 0.999546
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190685, rho = 0.999502
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190683, rho = 0.999578
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190683, rho = 0.999444
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190686, rho = 0.999491
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188439, rho = 0.999479
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.219034, rho = 0.999428
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219032, rho = 0.999515
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219032, rho = 0.999361
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219035, rho = 0.999415
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216454, rho = 0.999401
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251597, rho = 0.999343
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251594, rho = 0.999443
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251594, rho = 0.999266
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251598, rho = 0.999328
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248633, rho = 0.999312
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.289002, rho = 0.999245
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288999, rho = 0.999360
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288998, rho = 0.999157
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.289004, rho = 0.999228
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285597, rho = 0.999210
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331963, rho = 0.999133
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331958, rho = 0.999265
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331957, rho = 0.999032
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331965, rho = 0.999113
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.328051, rho = 0.999093
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.381327, rho = 0.999004
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381321, rho = 0.999155
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381320, rho = 0.998888
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381330, rho = 0.998981
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376832, rho = 0.998958
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.438012, rho = 0.998856
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.438004, rho = 0.999030
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.438003, rho = 0.998723
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.438016, rho = 0.998830
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.432847, rho = 0.998803
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.503120, rho = 0.998686
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.503113, rho = 0.998734
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503108, rho = 0.998533
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503126, rho = 0.998656
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.497186, rho = 0.998625
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.577907, rho = 0.998490
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.577898, rho = 0.998546
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577891, rho = 0.998314
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577914, rho = 0.998456
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.571088, rho = 0.998420
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.663814, rho = 0.998266
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.663802, rho = 0.998329
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663792, rho = 0.998064
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663823, rho = 0.998226
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.655978, rho = 0.998185
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.762467, rho = 0.998008
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.762451, rho = 0.998081
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762439, rho = 0.997776
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762480, rho = 0.997962
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.753463, rho = 0.997915
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.875783, rho = 0.997712
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.875767, rho = 0.997742
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875746, rho = 0.997445
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875800, rho = 0.997659
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.865434, rho = 0.997605
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -1.005951, rho = 0.997267
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.005924, rho = 0.997407
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.005896, rho = 0.997065
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.005967, rho = 0.997311
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.994050, rho = 0.997249
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -1.155432, rho = 0.996861
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.155396, rho = 0.997021
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.155360, rho = 0.996629
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.155453, rho = 0.996912
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -1.141751, rho = 0.996840
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -1.327113, rho = 0.996446
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.327073, rho = 0.996434
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.327016, rho = 0.996134
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.327134, rho = 0.996452
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -1.311378, rho = 0.996371
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.524286, rho = 0.995759
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.524226, rho = 0.995903
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.524159, rho = 0.995503
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.524307, rho = 0.995925
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.506193, rho = 0.995754
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.750778, rho = 0.995128
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.750698, rho = 0.995294
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.750610, rho = 0.994834
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.750805, rho = 0.995319
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.729969, rho = 0.995122
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.010828, rho = 0.994403
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.010723, rho = 0.994594
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.010607, rho = 0.994066
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.010875, rho = 0.994419
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.986892, rho = 0.994397
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.309289, rho = 0.993572
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.309151, rho = 0.993791
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.308998, rho = 0.993184
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.309352, rho = 0.993590
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -2.281753, rho = 0.993564
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.652224, rho = 0.992615
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.652041, rho = 0.992868
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.651840, rho = 0.992170
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.652307, rho = 0.992636
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -2.620536, rho = 0.992607
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -3.045848, rho = 0.991518
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.045622, rho = 0.991740
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.045342, rho = 0.991006
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -3.045958, rho = 0.991542
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -3.009375, rho = 0.991508
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.497899, rho = 0.990190
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.497583, rho = 0.990512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.497213, rho = 0.989668
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -3.498026, rho = 0.990284
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -3.455885, rho = 0.990245
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.016885, rho = 0.988731
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.016468, rho = 0.989101
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.015979, rho = 0.988132
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.017074, rho = 0.988841
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.968511, rho = 0.988531
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.612677, rho = 0.987055
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.612127, rho = 0.987480
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.611508, rho = 0.986369
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.612926, rho = 0.987181
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.556937, rho = 0.986825
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.296439, rho = 0.985130
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.295712, rho = 0.985618
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.294896, rho = 0.984343
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.296794, rho = 0.985551
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.232184, rho = 0.984866
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.081297, rho = 0.982919
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.080338, rho = 0.983479
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.079261, rho = 0.982014
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.081765, rho = 0.983403
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.007187, rho = 0.982615
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.981985, rho = 0.980379
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.980749, rho = 0.980849
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.979299, rho = 0.979340
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.982603, rho = 0.980934
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.896459, rho = 0.980030
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -8.015321, rho = 0.977461
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.013690, rho = 0.978002
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.011776, rho = 0.976268
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.016136, rho = 0.978100
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.916557, rho = 0.977061
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -9.200842, rho = 0.974110
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.198690, rho = 0.974731
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.196164, rho = 0.972739
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.201918, rho = 0.974843
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -9.086703, rho = 0.973650
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -10.560754, rho = 0.970260
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.557916, rho = 0.970973
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.554607, rho = 0.968685
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.562175, rho = 0.971102
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -10.428734, rho = 0.969732
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -12.120242, rho = 0.965837
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -12.116461, rho = 0.966657
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -12.112094, rho = 0.964029
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.122081, rho = 0.966805
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.967402, rho = 0.965242
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -13.907920, rho = 0.960758
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -13.902972, rho = 0.962006
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.897169, rho = 0.958680
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.910345, rho = 0.961869
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.730773, rho = 0.960074
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -15.956906, rho = 0.954922
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -15.950377, rho = 0.956003
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -15.942719, rho = 0.952536
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.960106, rho = 0.956199
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.751332, rho = 0.954137
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -18.304722, rho = 0.948219
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -18.296107, rho = 0.949866
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -18.286002, rho = 0.945477
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -18.308945, rho = 0.949686
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -18.065825, rho = 0.947317
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -20.993126, rho = 0.940520
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -20.981759, rho = 0.942411
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -20.968426, rho = 0.937371
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -20.998698, rho = 0.942205
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -20.715078, rho = 0.939484
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -24.071340, rho = 0.931674
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -24.056362, rho = 0.933847
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -24.038747, rho = 0.928056
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -24.078693, rho = 0.933609
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -23.747149, rho = 0.930484
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -27.592549, rho = 0.921514
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -27.572785, rho = 0.924011
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -27.549543, rho = 0.917359
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.602250, rho = 0.923738
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -27.213833, rho = 0.920148
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -31.618088, rho = 0.909847
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -31.592011, rho = 0.912714
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -31.561345, rho = 0.905074
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -31.630888, rho = 0.912401
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -31.174732, rho = 0.908277
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -36.220088, rho = 0.896437
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -36.185676, rho = 0.899731
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -36.145308, rho = 0.890919
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -36.236979, rho = 0.899371
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -35.699779, rho = 0.894634
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -41.472506, rho = 0.881039
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -41.427100, rho = 0.884823
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -41.373835, rho = 0.874700
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -41.494793, rho = 0.884409
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -40.860311, rho = 0.878968
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -47.463156, rho = 0.863352
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -47.403245, rho = 0.867698
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -47.332964, rho = 0.856071
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -47.492564, rho = 0.867223
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -46.740780, rho = 0.860973
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -54.290595, rho = 0.843029
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -54.211539, rho = 0.848021
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -54.118797, rho = 0.834664
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -54.329401, rho = 0.847476
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -53.435491, rho = 0.840295
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -62.057527, rho = 0.819688
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -61.953212, rho = 0.825424
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -61.830840, rho = 0.810081
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -62.108731, rho = 0.824797
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -61.041911, rho = 0.816549
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -70.882752, rho = 0.792875
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -70.745105, rho = 0.799463
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -70.583632, rho = 0.781838
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -70.950317, rho = 0.798743
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -69.672075, rho = 0.789268
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -80.890022, rho = 0.762078
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -80.708401, rho = 0.769646
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -80.495340, rho = 0.749400
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -80.979173, rho = 0.768819
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -79.441246, rho = 0.757935
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -92.216336, rho = 0.726699
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -91.976685, rho = 0.735392
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -91.695549, rho = 0.712136
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -92.333971, rho = 0.734442
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -90.475471, rho = 0.721940
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -105.001699, rho = 0.686062
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -104.685481, rho = 0.696047
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -104.314526, rho = 0.669334
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -105.156917, rho = 0.694956
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -102.900843, rho = 0.680596
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -119.393890, rho = 0.639099
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -118.976649, rho = 0.650847
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -118.487162, rho = 0.620161
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -119.598723, rho = 0.649594
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -116.847166, rho = 0.633098
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -135.534522, rho = 0.585810
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -134.983821, rho = 0.598930
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -134.337944, rho = 0.563681
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -135.804647, rho = 0.597490
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -132.432859, rho = 0.578541
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -153.560258, rho = 0.524221
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -152.833603, rho = 0.539291
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -151.981362, rho = 0.498801
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -153.916691, rho = 0.537637
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -149.764983, rho = 0.515871
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -173.586569, rho = 0.453472
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -172.627738, rho = 0.470784
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -171.503196, rho = 0.424273
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -174.056886, rho = 0.468884
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -168.920282, rho = 0.443881
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 66.25%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -195.692099, rho = 0.372323
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -194.426925, rho = 0.392095
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -192.943105, rho = 0.338668
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -196.312668, rho = 0.389912
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -189.927372, rho = 0.361191
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 72.0833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -219.901228, rho = 0.278992
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -218.231838, rho = 0.301703
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -216.273324, rho = 0.240504
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -220.720066, rho = 0.299197
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -212.745448, rho = 0.266205
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 77.0833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -246.151101, rho = 0.171770
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -243.948282, rho = 0.197860
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -241.364774, rho = 0.127362
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -247.231587, rho = 0.194980
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -237.226638, rho = 0.157082
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.870329
obj = -274.339225, rho = 0.089010
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 84
nu = 0.869922
obj = -271.715338, rho = 0.133353
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 87
nu = 0.858753
obj = -268.605935, rho = 0.080775
nSV = 168, nBSV = 163
Total nSV = 168
*
optimization finished, #iter = 86
nu = 0.875000
obj = -275.839738, rho = 0.123030
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 82
nu = 0.858639
obj = -263.604664, rho = 0.120126
nSV = 164, nBSV = 164
Total nSV = 164
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.839378
obj = -305.696463, rho = 0.088719
nSV = 163, nBSV = 161
Total nSV = 163
*
optimization finished, #iter = 85
nu = 0.833813
obj = -302.642523, rho = 0.135294
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 88
nu = 0.824108
obj = -299.240732, rho = 0.071701
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 96
nu = 0.844501
obj = -307.402526, rho = 0.118991
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 89
nu = 0.821688
obj = -293.024016, rho = 0.118657
nSV = 159, nBSV = 155
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.814037
obj = -340.619677, rho = 0.071387
nSV = 159, nBSV = 156
Total nSV = 159
*
optimization finished, #iter = 79
nu = 0.812500
obj = -337.368228, rho = 0.111093
nSV = 157, nBSV = 155
Total nSV = 157
*
optimization finished, #iter = 81
nu = 0.799968
obj = -333.675543, rho = 0.048885
nSV = 155, nBSV = 152
Total nSV = 155
*
optimization finished, #iter = 87
nu = 0.813465
obj = -343.177324, rho = 0.141437
nSV = 158, nBSV = 154
Total nSV = 158
*
optimization finished, #iter = 84
nu = 0.789121
obj = -326.334002, rho = 0.133219
nSV = 153, nBSV = 149
Total nSV = 153
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 79
nu = 0.787741
obj = -379.635704, rho = 0.073921
nSV = 154, nBSV = 151
Total nSV = 154
*
optimization finished, #iter = 78
nu = 0.786484
obj = -375.894406, rho = 0.131738
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 79
nu = 0.770756
obj = -372.292047, rho = 0.034110
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 82
nu = 0.792432
obj = -383.343050, rho = 0.142125
nSV = 154, nBSV = 151
Total nSV = 154
*
optimization finished, #iter = 79
nu = 0.772456
obj = -363.492054, rho = 0.136558
nSV = 148, nBSV = 145
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.762572
obj = -423.409391, rho = 0.056362
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 78
nu = 0.764456
obj = -418.889782, rho = 0.095211
nSV = 149, nBSV = 145
Total nSV = 149
*
optimization finished, #iter = 74
nu = 0.749080
obj = -415.786053, rho = 0.047193
nSV = 144, nBSV = 142
Total nSV = 144
*
optimization finished, #iter = 80
nu = 0.770833
obj = -428.015507, rho = 0.116190
nSV = 150, nBSV = 147
Total nSV = 150
*
optimization finished, #iter = 75
nu = 0.743937
obj = -404.614356, rho = 0.133304
nSV = 144, nBSV = 141
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.740600
obj = -472.190757, rho = 0.081357
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 85
nu = 0.742009
obj = -466.768065, rho = 0.087915
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 83
nu = 0.727066
obj = -464.266025, rho = 0.026393
nSV = 143, nBSV = 137
Total nSV = 143
*
optimization finished, #iter = 93
nu = 0.748290
obj = -477.791023, rho = 0.109873
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 74
nu = 0.718607
obj = -450.911602, rho = 0.121015
nSV = 138, nBSV = 136
Total nSV = 138
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 77
nu = 0.716150
obj = -527.007519, rho = 0.075827
nSV = 140, nBSV = 136
Total nSV = 140
*
optimization finished, #iter = 102
nu = 0.714669
obj = -520.231777, rho = 0.076171
nSV = 141, nBSV = 132
Total nSV = 141
*
optimization finished, #iter = 78
nu = 0.708195
obj = -518.438931, rho = 0.004762
nSV = 137, nBSV = 131
Total nSV = 137
*
optimization finished, #iter = 82
nu = 0.725405
obj = -533.812970, rho = 0.116543
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 93
nu = 0.696142
obj = -502.499496, rho = 0.107413
nSV = 136, nBSV = 130
Total nSV = 136
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 83
nu = 0.692321
obj = -588.796607, rho = 0.071493
nSV = 136, nBSV = 131
Total nSV = 136
*
optimization finished, #iter = 81
nu = 0.686578
obj = -580.933707, rho = 0.080138
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 84
nu = 0.681001
obj = -579.486944, rho = 0.024623
nSV = 134, nBSV = 128
Total nSV = 134
*
optimization finished, #iter = 85
nu = 0.705929
obj = -596.486424, rho = 0.122091
nSV = 137, nBSV = 134
Total nSV = 137
*
optimization finished, #iter = 78
nu = 0.669997
obj = -560.697745, rho = 0.116752
nSV = 130, nBSV = 124
Total nSV = 130
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 89
nu = 0.668807
obj = -658.420900, rho = 0.077679
nSV = 133, nBSV = 126
Total nSV = 133
*
optimization finished, #iter = 92
nu = 0.663639
obj = -649.606537, rho = 0.106698
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 72
nu = 0.659214
obj = -648.749914, rho = 0.016490
nSV = 129, nBSV = 125
Total nSV = 129
*
optimization finished, #iter = 74
nu = 0.681401
obj = -666.833720, rho = 0.142866
nSV = 133, nBSV = 130
Total nSV = 133
*
optimization finished, #iter = 76
nu = 0.645488
obj = -626.637498, rho = 0.160328
nSV = 126, nBSV = 122
Total nSV = 126
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 90
nu = 0.646443
obj = -737.275622, rho = 0.094969
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 78
nu = 0.645659
obj = -727.424588, rho = 0.094290
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 76
nu = 0.640555
obj = -726.427399, rho = -0.004925
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 88
nu = 0.665178
obj = -745.899929, rho = 0.182942
nSV = 130, nBSV = 121
Total nSV = 130
*
optimization finished, #iter = 76
nu = 0.627266
obj = -700.830216, rho = 0.164238
nSV = 122, nBSV = 118
Total nSV = 122
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.628345
obj = -826.603607, rho = 0.111349
nSV = 123, nBSV = 120
Total nSV = 123
*
optimization finished, #iter = 80
nu = 0.627776
obj = -814.292124, rho = 0.093396
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 66
nu = 0.625000
obj = -814.075329, rho = -0.004954
nSV = 121, nBSV = 119
Total nSV = 121
*
optimization finished, #iter = 100
nu = 0.640586
obj = -835.153438, rho = 0.221921
nSV = 127, nBSV = 119
Total nSV = 127
*
optimization finished, #iter = 74
nu = 0.608962
obj = -784.307532, rho = 0.210808
nSV = 118, nBSV = 114
Total nSV = 118
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 91
nu = 0.611043
obj = -927.154904, rho = 0.116144
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 87
nu = 0.609230
obj = -912.025003, rho = 0.112430
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 76
nu = 0.607945
obj = -912.353559, rho = 0.005350
nSV = 120, nBSV = 113
Total nSV = 120
*
optimization finished, #iter = 89
nu = 0.621444
obj = -936.539543, rho = 0.250141
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 78
nu = 0.588156
obj = -878.551069, rho = 0.222542
nSV = 116, nBSV = 110
Total nSV = 116
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 84
nu = 0.594237
obj = -1040.745481, rho = 0.115831
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 72
nu = 0.593594
obj = -1022.264082, rho = 0.127461
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 87
nu = 0.592074
obj = -1023.130546, rho = 0.010318
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 91
nu = 0.608744
obj = -1050.481035, rho = 0.237497
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 69
nu = 0.571719
obj = -985.323663, rho = 0.255098
nSV = 112, nBSV = 107
Total nSV = 112
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 83
nu = 0.578433
obj = -1169.150958, rho = 0.110384
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 73
nu = 0.578328
obj = -1146.152587, rho = 0.118803
nSV = 112, nBSV = 106
Total nSV = 112
*
optimization finished, #iter = 83
nu = 0.573368
obj = -1148.377296, rho = 0.037396
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 79
nu = 0.590215
obj = -1178.404664, rho = 0.215473
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 81
nu = 0.556154
obj = -1106.060433, rho = 0.246642
nSV = 110, nBSV = 103
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 90
nu = 0.564260
obj = -1313.985639, rho = 0.122852
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 77
nu = 0.561863
obj = -1285.577659, rho = 0.170212
nSV = 111, nBSV = 104
Total nSV = 111
*
optimization finished, #iter = 112
nu = 0.558731
obj = -1290.321046, rho = 0.050995
nSV = 111, nBSV = 103
Total nSV = 111
*
optimization finished, #iter = 114
nu = 0.573983
obj = -1323.022805, rho = 0.205176
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 76
nu = 0.540172
obj = -1242.835747, rho = 0.259848
nSV = 106, nBSV = 101
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 94
nu = 0.545536
obj = -1478.966555, rho = 0.171309
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 84
nu = 0.543451
obj = -1443.971898, rho = 0.228776
nSV = 107, nBSV = 101
Total nSV = 107
*
optimization finished, #iter = 96
nu = 0.542369
obj = -1451.096458, rho = 0.034161
nSV = 109, nBSV = 100
Total nSV = 109
*
optimization finished, #iter = 117
nu = 0.557165
obj = -1487.186949, rho = 0.204736
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 110
nu = 0.527541
obj = -1396.972071, rho = 0.272343
nSV = 104, nBSV = 94
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 67
nu = 0.534281
obj = -1667.031075, rho = 0.230570
nSV = 106, nBSV = 101
Total nSV = 106
*
optimization finished, #iter = 91
nu = 0.528239
obj = -1624.288214, rho = 0.263210
nSV = 105, nBSV = 98
Total nSV = 105
*
optimization finished, #iter = 96
nu = 0.528311
obj = -1633.817556, rho = 0.037937
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 136
nu = 0.542606
obj = -1673.625235, rho = 0.202721
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 107
nu = 0.512771
obj = -1571.553605, rho = 0.303830
nSV = 102, nBSV = 94
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.522726
obj = -1879.313934, rho = 0.301681
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 97
nu = 0.515012
obj = -1828.647609, rho = 0.253605
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 102
nu = 0.513089
obj = -1841.816183, rho = 0.082089
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 102
nu = 0.528064
obj = -1885.610764, rho = 0.235747
nSV = 106, nBSV = 99
Total nSV = 106
*
optimization finished, #iter = 130
nu = 0.498370
obj = -1770.593516, rho = 0.350287
nSV = 98, nBSV = 88
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 69
nu = 0.509417
obj = -2120.603753, rho = 0.360568
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 102
nu = 0.499502
obj = -2061.729074, rho = 0.253534
nSV = 102, nBSV = 92
Total nSV = 102
*
optimization finished, #iter = 85
nu = 0.501179
obj = -2079.457256, rho = 0.137767
nSV = 100, nBSV = 94
Total nSV = 100
*
optimization finished, #iter = 129
nu = 0.516030
obj = -2126.650526, rho = 0.281035
nSV = 103, nBSV = 95
Total nSV = 103
*.*
optimization finished, #iter = 236
nu = 0.487049
obj = -1996.613322, rho = 0.423080
nSV = 98, nBSV = 86
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 76
nu = 0.499779
obj = -2394.085967, rho = 0.348788
nSV = 99, nBSV = 92
Total nSV = 99
*
optimization finished, #iter = 137
nu = 0.489665
obj = -2327.382924, rho = 0.265448
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 81
nu = 0.492136
obj = -2348.870642, rho = 0.191510
nSV = 98, nBSV = 93
Total nSV = 98
*
optimization finished, #iter = 109
nu = 0.505593
obj = -2400.078716, rho = 0.294547
nSV = 101, nBSV = 92
Total nSV = 101
*
optimization finished, #iter = 112
nu = 0.473658
obj = -2254.580319, rho = 0.506615
nSV = 97, nBSV = 87
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 109
nu = 0.487013
obj = -2705.795863, rho = 0.349421
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 92
nu = 0.476491
obj = -2629.643790, rho = 0.252883
nSV = 96, nBSV = 87
Total nSV = 96
*
optimization finished, #iter = 82
nu = 0.482626
obj = -2653.382972, rho = 0.204479
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 163
nu = 0.492081
obj = -2711.237128, rho = 0.340544
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 144
nu = 0.464664
obj = -2548.694140, rho = 0.564697
nSV = 92, nBSV = 82
Total nSV = 92
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 97
nu = 0.475302
obj = -3062.735863, rho = 0.367641
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 146
nu = 0.467375
obj = -2974.607344, rho = 0.219154
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 109
nu = 0.473277
obj = -3000.096598, rho = 0.210822
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 134
nu = 0.480160
obj = -3067.345556, rho = 0.408666
nSV = 98, nBSV = 88
Total nSV = 98
*.*
optimization finished, #iter = 303
nu = 0.453754
obj = -2883.525763, rho = 0.573342
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 122
nu = 0.469077
obj = -3469.853514, rho = 0.404562
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 123
nu = 0.457005
obj = -3367.980724, rho = 0.183557
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 94
nu = 0.463422
obj = -3393.380385, rho = 0.204694
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 106
nu = 0.471223
obj = -3474.325338, rho = 0.474199
nSV = 96, nBSV = 88
Total nSV = 96
*.*
optimization finished, #iter = 322
nu = 0.443741
obj = -3266.493861, rho = 0.601068
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 161
nu = 0.461717
obj = -3930.543078, rho = 0.415305
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 137
nu = 0.449427
obj = -3816.299293, rho = 0.167453
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 99
nu = 0.455338
obj = -3841.193410, rho = 0.210535
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 116
nu = 0.463949
obj = -3936.571773, rho = 0.470783
nSV = 94, nBSV = 87
Total nSV = 94
*.*
optimization finished, #iter = 217
nu = 0.434600
obj = -3705.285924, rho = 0.660665
nSV = 89, nBSV = 77
Total nSV = 89
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 154
nu = 0.453975
obj = -4453.477131, rho = 0.419671
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 168
nu = 0.440740
obj = -4327.627780, rho = 0.221406
nSV = 89, nBSV = 78
Total nSV = 89
*
optimization finished, #iter = 162
nu = 0.447579
obj = -4349.821470, rho = 0.200243
nSV = 90, nBSV = 82
Total nSV = 90
*
optimization finished, #iter = 133
nu = 0.457549
obj = -4461.060997, rho = 0.506892
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 145
nu = 0.426309
obj = -4208.097767, rho = 0.719063
nSV = 88, nBSV = 77
Total nSV = 88
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 97
nu = 0.445583
obj = -5050.308358, rho = 0.469974
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 173
nu = 0.435082
obj = -4910.667322, rho = 0.262874
nSV = 87, nBSV = 77
Total nSV = 87
*
optimization finished, #iter = 122
nu = 0.439655
obj = -4928.231351, rho = 0.218496
nSV = 88, nBSV = 80
Total nSV = 88
*
optimization finished, #iter = 124
nu = 0.451098
obj = -5055.716444, rho = 0.562648
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 155
nu = 0.419702
obj = -4784.063207, rho = 0.797258
nSV = 86, nBSV = 76
Total nSV = 86
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 91
nu = 0.439336
obj = -5730.366040, rho = 0.500819
nSV = 87, nBSV = 81
Total nSV = 87
*
optimization finished, #iter = 171
nu = 0.427383
obj = -5574.577110, rho = 0.234698
nSV = 87, nBSV = 76
Total nSV = 87
*
optimization finished, #iter = 132
nu = 0.431672
obj = -5588.912689, rho = 0.193415
nSV = 87, nBSV = 79
Total nSV = 87
*
optimization finished, #iter = 161
nu = 0.444299
obj = -5731.546394, rho = 0.599406
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 168
nu = 0.414312
obj = -5441.552647, rho = 0.885326
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 106
nu = 0.433446
obj = -6503.129736, rho = 0.522313
nSV = 86, nBSV = 78
Total nSV = 86
*.*
optimization finished, #iter = 211
nu = 0.420786
obj = -6333.333261, rho = 0.205449
nSV = 86, nBSV = 76
Total nSV = 86
*
optimization finished, #iter = 157
nu = 0.425287
obj = -6341.598927, rho = 0.231553
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 144
nu = 0.437441
obj = -6498.900758, rho = 0.665599
nSV = 88, nBSV = 77
Total nSV = 88
*.*
optimization finished, #iter = 231
nu = 0.409186
obj = -6192.084370, rho = 0.950091
nSV = 83, nBSV = 72
Total nSV = 83
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 137
nu = 0.426868
obj = -7382.837012, rho = 0.520655
nSV = 86, nBSV = 77
Total nSV = 86
.*
optimization finished, #iter = 228
nu = 0.414974
obj = -7199.224845, rho = 0.184772
nSV = 85, nBSV = 74
Total nSV = 85
*
optimization finished, #iter = 124
nu = 0.419182
obj = -7198.186834, rho = 0.332883
nSV = 86, nBSV = 77
Total nSV = 86
*
optimization finished, #iter = 188
nu = 0.429773
obj = -7374.527121, rho = 0.681696
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 201
nu = 0.404373
obj = -7049.458460, rho = 1.063807
nSV = 83, nBSV = 70
Total nSV = 83
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 116
nu = 0.420426
obj = -8386.983054, rho = 0.502736
nSV = 85, nBSV = 76
Total nSV = 85
.*
optimization finished, #iter = 235
nu = 0.408535
obj = -8189.333224, rho = 0.303565
nSV = 85, nBSV = 73
Total nSV = 85
*
optimization finished, #iter = 181
nu = 0.413218
obj = -8173.799687, rho = 0.442798
nSV = 85, nBSV = 74
Total nSV = 85
*.*
optimization finished, #iter = 258
nu = 0.423754
obj = -8373.843344, rho = 0.725041
nSV = 86, nBSV = 75
Total nSV = 86
*..*
optimization finished, #iter = 468
nu = 0.398690
obj = -8030.983359, rho = 1.088783
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 115
nu = 0.414601
obj = -9533.087357, rho = 0.511184
nSV = 84, nBSV = 74
Total nSV = 84
.**.*
optimization finished, #iter = 371
nu = 0.402845
obj = -9323.135814, rho = 0.430265
nSV = 83, nBSV = 71
Total nSV = 83
.*
optimization finished, #iter = 262
nu = 0.406461
obj = -9287.438842, rho = 0.472021
nSV = 84, nBSV = 73
Total nSV = 84
.*.*
optimization finished, #iter = 410
nu = 0.418635
obj = -9508.710143, rho = 0.803942
nSV = 84, nBSV = 73
Total nSV = 84
.*..*
optimization finished, #iter = 632
nu = 0.393594
obj = -9156.826178, rho = 1.113768
nSV = 83, nBSV = 69
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 169
nu = 0.410079
obj = -10839.495249, rho = 0.570379
nSV = 83, nBSV = 73
Total nSV = 83
.*
optimization finished, #iter = 278
nu = 0.398429
obj = -10620.612691, rho = 0.523337
nSV = 81, nBSV = 70
Total nSV = 81
.*
optimization finished, #iter = 304
nu = 0.400930
obj = -10559.919258, rho = 0.470993
nSV = 83, nBSV = 69
Total nSV = 83
.*.*
optimization finished, #iter = 393
nu = 0.411450
obj = -10804.533675, rho = 0.950561
nSV = 84, nBSV = 71
Total nSV = 84
.*.*
optimization finished, #iter = 408
nu = 0.389576
obj = -10447.291193, rho = 1.222221
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 357
nu = 0.405782
obj = -12324.068507, rho = 0.687881
nSV = 85, nBSV = 72
Total nSV = 85
.*.*
optimization finished, #iter = 451
nu = 0.393974
obj = -12103.167246, rho = 0.619044
nSV = 81, nBSV = 70
Total nSV = 81
.*.*
optimization finished, #iter = 486
nu = 0.394656
obj = -12015.649146, rho = 0.479618
nSV = 81, nBSV = 68
Total nSV = 81
.*.*
optimization finished, #iter = 407
nu = 0.405520
obj = -12286.897815, rho = 1.118617
nSV = 84, nBSV = 71
Total nSV = 84
.*.*
optimization finished, #iter = 554
nu = 0.385884
obj = -11925.431561, rho = 1.396100
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 405
nu = 0.400371
obj = -14019.388543, rho = 0.832788
nSV = 83, nBSV = 71
Total nSV = 83
.
WARNING: using -h 0 may be faster
*
optimization finished, #iter = 354
nu = 0.390297
obj = -13797.076167, rho = 0.779264
nSV = 80, nBSV = 69
Total nSV = 80
.*.*
optimization finished, #iter = 454
nu = 0.389289
obj = -13683.008667, rho = 0.585294
nSV = 81, nBSV = 67
Total nSV = 81
.*..*
optimization finished, #iter = 616
nu = 0.400468
obj = -13979.140044, rho = 1.294404
nSV = 83, nBSV = 69
Total nSV = 83
.*
optimization finished, #iter = 371
nu = 0.382701
obj = -13618.219403, rho = 1.561385
nSV = 79, nBSV = 66
Total nSV = 79
Cross Validation Accuracy = 82.0833%
.*..*
optimization finished, #iter = 593
nu = 0.396472
obj = -15949.121833, rho = 1.108608
nSV = 84, nBSV = 70
Total nSV = 84
..*
optimization finished, #iter = 456
nu = 0.386749
obj = -15733.060496, rho = 0.991416
nSV = 79, nBSV = 67
Total nSV = 79
.*.*
optimization finished, #iter = 418
nu = 0.384375
obj = -15593.588802, rho = 0.688044
nSV = 81, nBSV = 68
Total nSV = 81
..*..*
optimization finished, #iter = 941
nu = 0.394699
obj = -15915.797798, rho = 1.436373
nSV = 82, nBSV = 67
Total nSV = 82
.*
optimization finished, #iter = 372
nu = 0.379783
obj = -15556.125910, rho = 1.679228
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*...*
optimization finished, #iter = 885
nu = 0.391291
obj = -18150.014385, rho = 1.085369
nSV = 83, nBSV = 68
Total nSV = 83
..*...*
optimization finished, #iter = 972
nu = 0.382925
obj = -17946.577672, rho = 1.262706
nSV = 79, nBSV = 64
Total nSV = 79
.*.*
optimization finished, #iter = 395
nu = 0.380157
obj = -17782.123535, rho = 0.800655
nSV = 80, nBSV = 68
Total nSV = 80
..*..*
optimization finished, #iter = 823
nu = 0.389615
obj = -18134.787401, rho = 1.447955
nSV = 82, nBSV = 67
Total nSV = 82
..*.*.*
optimization finished, #iter = 819
nu = 0.377136
obj = -17774.519530, rho = 1.745686
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*..*
optimization finished, #iter = 618
nu = 0.386805
obj = -20666.882034, rho = 1.152997
nSV = 80, nBSV = 67
Total nSV = 80
.*...*
optimization finished, #iter = 817
nu = 0.378933
obj = -20482.415338, rho = 1.503543
nSV = 80, nBSV = 64
Total nSV = 80
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 385
nu = 0.376832
obj = -20286.414180, rho = 0.963905
nSV = 78, nBSV = 67
Total nSV = 78
.*.*
optimization finished, #iter = 512
nu = 0.385880
obj = -20674.582030, rho = 1.659776
nSV = 80, nBSV = 66
Total nSV = 80
..*
optimization finished, #iter = 504
nu = 0.374536
obj = -20315.117457, rho = 1.997188
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
..*
optimization finished, #iter = 557
nu = 0.382405
obj = -23541.095844, rho = 1.311433
nSV = 81, nBSV = 66
Total nSV = 81
...*...*
optimization finished, #iter = 1198
nu = 0.375470
obj = -23388.961531, rho = 1.833747
nSV = 80, nBSV = 64
Total nSV = 80
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 418
nu = 0.373945
obj = -23146.931885, rho = 1.206009
nSV = 77, nBSV = 66
Total nSV = 77
..*.*
optimization finished, #iter = 741
nu = 0.382163
obj = -23576.756525, rho = 1.984603
nSV = 80, nBSV = 66
Total nSV = 80
..*.*
optimization finished, #iter = 687
nu = 0.372214
obj = -23223.215621, rho = 2.277241
nSV = 80, nBSV = 65
Total nSV = 80
Cross Validation Accuracy = 83.3333%
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 455
nu = 0.378674
obj = -26825.133909, rho = 1.474247
nSV = 80, nBSV = 66
Total nSV = 80
...*.*
optimization finished, #iter = 913
nu = 0.373111
obj = -26715.977886, rho = 2.275690
nSV = 78, nBSV = 64
Total nSV = 78
..*
optimization finished, #iter = 547
nu = 0.371133
obj = -26415.379303, rho = 1.490989
nSV = 77, nBSV = 64
Total nSV = 77
...*...*
optimization finished, #iter = 1154
nu = 0.378546
obj = -26895.477686, rho = 2.325318
nSV = 79, nBSV = 65
Total nSV = 79
..*.*
optimization finished, #iter = 743
nu = 0.370430
obj = -26551.490157, rho = 2.480162
nSV = 79, nBSV = 65
Total nSV = 79
Cross Validation Accuracy = 82.9167%
...*..*
optimization finished, #iter = 1146
nu = 0.374656
obj = -30577.081532, rho = 1.709874
nSV = 80, nBSV = 65
Total nSV = 80
...*.*
optimization finished, #iter = 869
nu = 0.371065
obj = -30517.059788, rho = 2.685435
nSV = 78, nBSV = 64
Total nSV = 78
..*.*
optimization finished, #iter = 724
nu = 0.367950
obj = -30151.155235, rho = 1.764884
nSV = 76, nBSV = 63
Total nSV = 76
....*...*
optimization finished, #iter = 1505
nu = 0.375231
obj = -30692.454097, rho = 2.606213
nSV = 79, nBSV = 64
Total nSV = 79
..*
optimization finished, #iter = 547
nu = 0.368697
obj = -30356.815458, rho = 2.609188
nSV = 78, nBSV = 65
Total nSV = 78
Cross Validation Accuracy = 82.9167%
..*
optimization finished, #iter = 521
nu = 0.370910
obj = -34869.658750, rho = 2.120178
nSV = 78, nBSV = 65
Total nSV = 78
...*...*
optimization finished, #iter = 1287
nu = 0.368382
obj = -34861.747854, rho = 3.053775
nSV = 79, nBSV = 63
Total nSV = 79
..*.*
optimization finished, #iter = 640
nu = 0.364811
obj = -34429.051877, rho = 2.044471
nSV = 77, nBSV = 63
Total nSV = 77
...*...*
optimization finished, #iter = 1224
nu = 0.372226
obj = -35035.870704, rho = 2.665328
nSV = 78, nBSV = 63
Total nSV = 78
..*.*...*
optimization finished, #iter = 1323
nu = 0.366706
obj = -34708.875569, rho = 2.733936
nSV = 77, nBSV = 62
Total nSV = 77
Cross Validation Accuracy = 82.9167%
...*...*
optimization finished, #iter = 1237
nu = 0.367492
obj = -39776.740776, rho = 2.460817
nSV = 78, nBSV = 62
Total nSV = 78
....*.*
optimization finished, #iter = 1074
nu = 0.365860
obj = -39835.935047, rho = 3.441259
nSV = 79, nBSV = 64
Total nSV = 79
....*..*..*.*
optimization finished, #iter = 1716
nu = 0.362169
obj = -39326.094897, rho = 2.347571
nSV = 76, nBSV = 62
Total nSV = 76
....*..*
optimization finished, #iter = 1328
nu = 0.369559
obj = -40002.136142, rho = 2.723161
nSV = 78, nBSV = 63
Total nSV = 78
.....*..*
optimization finished, #iter = 1523
nu = 0.364893
obj = -39687.858888, rho = 3.225923
nSV = 76, nBSV = 62
Total nSV = 76
Cross Validation Accuracy = 82.9167%
..*...*
optimization finished, #iter = 1070
nu = 0.363970
obj = -45394.697533, rho = 2.902526
nSV = 78, nBSV = 62
Total nSV = 78
....*....*
optimization finished, #iter = 1570
nu = 0.363719
obj = -45527.850882, rho = 3.893358
nSV = 79, nBSV = 63
Total nSV = 79
...*.*
optimization finished, #iter = 776
nu = 0.360269
obj = -44923.476481, rho = 2.786615
nSV = 75, nBSV = 61
Total nSV = 75
...*.*
optimization finished, #iter = 881
nu = 0.367019
obj = -45679.377915, rho = 2.918912
nSV = 79, nBSV = 63
Total nSV = 79
....*......*..*
optimization finished, #iter = 2227
nu = 0.363304
obj = -45382.252841, rho = 3.874143
nSV = 77, nBSV = 63
Total nSV = 77
Cross Validation Accuracy = 82.9167%
...*...*
optimization finished, #iter = 1338
nu = 0.360908
obj = -51826.736952, rho = 3.418133
nSV = 79, nBSV = 62
Total nSV = 79
.....*....*
optimization finished, #iter = 1890
nu = 0.361847
obj = -52036.393213, rho = 4.415899
nSV = 79, nBSV = 62
Total nSV = 79
.....*....*.....*
optimization finished, #iter = 2718
nu = 0.358090
obj = -51317.672046, rho = 3.178386
nSV = 75, nBSV = 59
Total nSV = 75
....*....*
optimization finished, #iter = 1703
nu = 0.364820
obj = -52166.415667, rho = 3.257801
nSV = 78, nBSV = 62
Total nSV = 78
.....*...*
optimization finished, #iter = 1575
nu = 0.361684
obj = -51891.996987, rho = 4.570648
nSV = 78, nBSV = 62
Total nSV = 78
Cross Validation Accuracy = 82.5%
....*...*
optimization finished, #iter = 1521
nu = 0.358268
obj = -59186.537408, rho = 3.969110
nSV = 79, nBSV = 62
Total nSV = 79
.....*...*
optimization finished, #iter = 1692
nu = 0.359944
obj = -59476.564789, rho = 4.997424
nSV = 80, nBSV = 62
Total nSV = 80
.....*.....*
optimization finished, #iter = 2073
nu = 0.356111
obj = -58625.732227, rho = 3.683895
nSV = 76, nBSV = 60
Total nSV = 76
....*....*
optimization finished, #iter = 1652
nu = 0.362810
obj = -59574.297826, rho = 3.487041
nSV = 79, nBSV = 61
Total nSV = 79
.....*....*
optimization finished, #iter = 1834
nu = 0.359875
obj = -59337.301271, rho = 5.132117
nSV = 77, nBSV = 60
Total nSV = 77
Cross Validation Accuracy = 82.5%
....*...*
optimization finished, #iter = 1442
nu = 0.356160
obj = -67599.427674, rho = 4.437190
nSV = 78, nBSV = 62
Total nSV = 78
....*..*
optimization finished, #iter = 1240
nu = 0.358226
obj = -67982.049275, rho = 5.665069
nSV = 79, nBSV = 62
Total nSV = 79
.....*...*
optimization finished, #iter = 1671
nu = 0.354210
obj = -66974.139184, rho = 4.300928
nSV = 76, nBSV = 60
Total nSV = 76
....*.....*
optimization finished, #iter = 1842
nu = 0.360881
obj = -68029.359197, rho = 3.815617
nSV = 80, nBSV = 61
Total nSV = 80
......*.....*
optimization finished, #iter = 2128
nu = 0.358232
obj = -67853.694227, rho = 5.864607
nSV = 78, nBSV = 59
Total nSV = 78
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165997, rho = 0.999503
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165995, rho = 0.999579
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165995, rho = 0.999445
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165997, rho = 0.999492
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164042, rho = 0.999480
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190682, rho = 0.999429
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190680, rho = 0.999516
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190680, rho = 0.999363
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190683, rho = 0.999416
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188436, rho = 0.999403
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.219030, rho = 0.999344
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219028, rho = 0.999444
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219027, rho = 0.999268
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219031, rho = 0.999329
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216450, rho = 0.999314
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251592, rho = 0.999247
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251589, rho = 0.999362
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251588, rho = 0.999159
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251593, rho = 0.999230
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248627, rho = 0.999212
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.288995, rho = 0.999135
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288991, rho = 0.999267
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288990, rho = 0.999034
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288997, rho = 0.999115
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285589, rho = 0.999095
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331953, rho = 0.999006
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331948, rho = 0.999158
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331947, rho = 0.998891
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331956, rho = 0.998983
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.328040, rho = 0.998960
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.381315, rho = 0.998858
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381308, rho = 0.999032
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381307, rho = 0.998726
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381318, rho = 0.998832
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376819, rho = 0.998806
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.437996, rho = 0.998688
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437990, rho = 0.998736
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437985, rho = 0.998536
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.438000, rho = 0.998659
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.432830, rho = 0.998628
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.503099, rho = 0.998493
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.503091, rho = 0.998549
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503085, rho = 0.998319
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503105, rho = 0.998459
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.497162, rho = 0.998424
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.577878, rho = 0.998269
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.577868, rho = 0.998333
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577860, rho = 0.998069
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577887, rho = 0.998230
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.571057, rho = 0.998190
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.663776, rho = 0.998012
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.663762, rho = 0.998085
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663752, rho = 0.997782
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663787, rho = 0.997967
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.655937, rho = 0.997920
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.762418, rho = 0.997716
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.762404, rho = 0.997749
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762386, rho = 0.997452
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762432, rho = 0.997665
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.753408, rho = 0.997611
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.875722, rho = 0.997275
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.875699, rho = 0.997414
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875675, rho = 0.997073
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875737, rho = 0.997317
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.865362, rho = 0.997256
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -1.005865, rho = 0.996869
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.005834, rho = 0.997029
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.005802, rho = 0.996638
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.005884, rho = 0.996918
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.993955, rho = 0.996848
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -1.155325, rho = 0.996455
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.155290, rho = 0.996442
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.155241, rho = 0.996143
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.155343, rho = 0.996460
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -1.141626, rho = 0.996379
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.326971, rho = 0.995767
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.326919, rho = 0.995913
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.326861, rho = 0.995512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.326989, rho = 0.995934
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.311221, rho = 0.995763
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.524092, rho = 0.995138
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.524022, rho = 0.995305
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.523946, rho = 0.994844
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.524116, rho = 0.995329
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.505978, rho = 0.995133
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.750521, rho = 0.994414
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.750429, rho = 0.994607
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.750329, rho = 0.994077
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.750562, rho = 0.994432
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.729684, rho = 0.994409
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.010489, rho = 0.993584
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.010368, rho = 0.993805
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.010236, rho = 0.993197
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.010544, rho = 0.993604
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.986517, rho = 0.993578
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.308842, rho = 0.992630
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.308683, rho = 0.992884
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.308509, rho = 0.992186
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.308915, rho = 0.992654
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -2.281258, rho = 0.992623
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.651635, rho = 0.991534
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.651438, rho = 0.991757
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.651194, rho = 0.991023
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.651730, rho = 0.991561
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -2.619883, rho = 0.991526
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.045086, rho = 0.990210
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.044811, rho = 0.990531
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.044490, rho = 0.989689
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -3.045196, rho = 0.990307
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -3.008512, rho = 0.990267
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.496875, rho = 0.988754
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.496512, rho = 0.989123
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.496088, rho = 0.988156
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.497039, rho = 0.988864
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.454766, rho = 0.988553
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.015534, rho = 0.987082
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.015055, rho = 0.987506
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.014518, rho = 0.986399
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.015750, rho = 0.987208
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.967013, rho = 0.986851
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.610895, rho = 0.985161
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.610263, rho = 0.985648
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.609554, rho = 0.984376
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.611203, rho = 0.985581
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.554960, rho = 0.984896
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.294087, rho = 0.982955
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.293253, rho = 0.983514
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.292317, rho = 0.982053
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.294493, rho = 0.983437
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.229575, rho = 0.982650
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.078193, rho = 0.980420
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.077118, rho = 0.980888
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.075858, rho = 0.979384
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.078730, rho = 0.980974
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.003744, rho = 0.980070
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.977890, rho = 0.977508
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.976472, rho = 0.978046
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.974809, rho = 0.976318
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.978598, rho = 0.978145
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.891917, rho = 0.977106
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -8.009917, rho = 0.974164
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.008046, rho = 0.974782
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.005853, rho = 0.972797
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.010852, rho = 0.974895
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.910563, rho = 0.973702
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -9.193712, rho = 0.970322
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.191243, rho = 0.971032
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -9.188369, rho = 0.968753
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.194945, rho = 0.971163
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -9.078795, rho = 0.969792
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -10.551378, rho = 0.965909
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.548088, rho = 0.966724
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.544296, rho = 0.964106
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.552973, rho = 0.966874
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.418339, rho = 0.965323
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -12.107835, rho = 0.960840
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -12.103530, rho = 0.962087
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -12.098490, rho = 0.958768
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.109939, rho = 0.961948
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.953639, rho = 0.960167
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -13.891548, rho = 0.955017
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.885868, rho = 0.956092
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.879217, rho = 0.952638
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.894325, rho = 0.956290
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.712613, rho = 0.954244
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -15.935303, rho = 0.948328
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -15.927808, rho = 0.949974
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -15.919032, rho = 0.945595
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.938967, rho = 0.949791
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.727369, rho = 0.947440
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -18.276216, rho = 0.940644
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -18.266326, rho = 0.942534
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -18.254746, rho = 0.937504
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -18.281050, rho = 0.942324
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -18.034205, rho = 0.939624
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -20.955514, rho = 0.931818
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -20.942483, rho = 0.933990
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -20.927185, rho = 0.928212
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -20.961892, rho = 0.933748
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -20.673356, rho = 0.930647
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -24.021708, rho = 0.921679
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -24.004514, rho = 0.924173
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -23.984327, rho = 0.917535
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -24.030125, rho = 0.923895
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -23.692094, rho = 0.920332
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -27.527060, rho = 0.910033
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -27.504372, rho = 0.912899
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -27.477735, rho = 0.905274
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.538166, rho = 0.912580
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -27.141189, rho = 0.908487
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -31.531681, rho = 0.896659
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -31.501746, rho = 0.899950
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -31.466690, rho = 0.891150
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -31.546334, rho = 0.899584
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -31.078885, rho = 0.894882
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -36.106065, rho = 0.881288
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -36.066563, rho = 0.885069
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -36.020304, rho = 0.874960
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -36.125402, rho = 0.884648
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -35.573299, rho = 0.879247
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -41.322055, rho = 0.863637
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -41.269933, rho = 0.867980
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -41.208894, rho = 0.856368
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -41.347569, rho = 0.867497
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -40.693424, rho = 0.861293
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -47.264642, rho = 0.843362
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -47.195869, rho = 0.848351
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -47.115330, rho = 0.835013
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -47.298307, rho = 0.847796
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -46.520578, rho = 0.840670
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -54.028641, rho = 0.820066
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -53.937889, rho = 0.825797
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -53.831613, rho = 0.810475
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -54.073065, rho = 0.825159
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -53.144917, rho = 0.816974
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -61.711881, rho = 0.793312
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -61.592135, rho = 0.799895
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -61.451904, rho = 0.782295
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -61.770497, rho = 0.799162
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -60.658503, rho = 0.789759
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -70.426662, rho = 0.762576
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -70.268653, rho = 0.770138
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -70.083615, rho = 0.749920
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -70.504007, rho = 0.769296
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -69.166156, rho = 0.758495
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -80.288221, rho = 0.727274
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -80.079731, rho = 0.735960
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -79.835577, rho = 0.712737
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -80.390277, rho = 0.734994
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -78.773695, rho = 0.722586
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -91.422252, rho = 0.686720
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -91.147148, rho = 0.696698
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -90.824984, rho = 0.670021
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -91.556916, rho = 0.695587
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -89.594630, rho = 0.681335
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -103.953903, rho = 0.639912
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -103.590918, rho = 0.651600
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -103.165826, rho = 0.620956
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -104.131602, rho = 0.650324
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -101.738584, rho = 0.633953
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -118.011422, rho = 0.586710
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -117.532340, rho = 0.599790
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -116.971419, rho = 0.564589
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -118.245789, rho = 0.598324
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -115.313530, rho = 0.579519
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -133.710207, rho = 0.525315
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -133.078054, rho = 0.540280
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -132.337920, rho = 0.499846
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -134.019451, rho = 0.538597
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -130.409227, rho = 0.516995
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -151.153052, rho = 0.454662
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -150.318926, rho = 0.471921
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -149.342311, rho = 0.425474
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -151.561107, rho = 0.469987
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -147.094781, rho = 0.445173
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 66.25%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -170.410239, rho = 0.373648
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -169.309593, rho = 0.393395
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -168.020938, rho = 0.340041
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -170.948666, rho = 0.391174
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -165.396920, rho = 0.362670
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 71.25%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -191.500960, rho = 0.280516
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -190.048671, rho = 0.303199
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -188.347768, rho = 0.242076
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -192.211408, rho = 0.300648
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -185.278337, rho = 0.267905
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 77.0833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -214.371042, rho = 0.173534
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -212.454754, rho = 0.199590
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -210.211132, rho = 0.129190
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -215.308475, rho = 0.196659
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -206.611069, rho = 0.159048
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.870466
obj = -238.931108, rho = 0.090550
nSV = 168, nBSV = 168
Total nSV = 168
*
optimization finished, #iter = 84
nu = 0.870413
obj = -236.646125, rho = 0.133199
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 87
nu = 0.859264
obj = -233.937498, rho = 0.081069
nSV = 168, nBSV = 163
Total nSV = 168
*
optimization finished, #iter = 86
nu = 0.875000
obj = -240.234151, rho = 0.124829
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 82
nu = 0.858639
obj = -229.591582, rho = 0.118757
nSV = 164, nBSV = 164
Total nSV = 164
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.839608
obj = -266.236429, rho = 0.089370
nSV = 164, nBSV = 161
Total nSV = 164
*
optimization finished, #iter = 84
nu = 0.834309
obj = -263.574910, rho = 0.135314
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 87
nu = 0.824639
obj = -260.611442, rho = 0.071402
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 95
nu = 0.844980
obj = -267.718029, rho = 0.117704
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 91
nu = 0.822311
obj = -255.208101, rho = 0.118858
nSV = 159, nBSV = 155
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.814513
obj = -296.650907, rho = 0.071167
nSV = 159, nBSV = 156
Total nSV = 159
*
optimization finished, #iter = 82
nu = 0.812500
obj = -293.820380, rho = 0.108186
nSV = 157, nBSV = 155
Total nSV = 157
*
optimization finished, #iter = 80
nu = 0.800364
obj = -290.601627, rho = 0.049014
nSV = 155, nBSV = 152
Total nSV = 155
*
optimization finished, #iter = 86
nu = 0.813914
obj = -298.868601, rho = 0.140485
nSV = 158, nBSV = 154
Total nSV = 158
*
optimization finished, #iter = 84
nu = 0.789599
obj = -284.211607, rho = 0.132308
nSV = 153, nBSV = 149
Total nSV = 153
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.788165
obj = -330.625456, rho = 0.073423
nSV = 154, nBSV = 151
Total nSV = 154
*
optimization finished, #iter = 78
nu = 0.786906
obj = -327.367560, rho = 0.131766
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 79
nu = 0.771309
obj = -324.226886, rho = 0.033808
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 82
nu = 0.792810
obj = -333.845347, rho = 0.141926
nSV = 154, nBSV = 151
Total nSV = 154
*
optimization finished, #iter = 79
nu = 0.772858
obj = -316.576715, rho = 0.135856
nSV = 148, nBSV = 145
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.762837
obj = -368.741600, rho = 0.055990
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 78
nu = 0.764863
obj = -364.809726, rho = 0.095267
nSV = 149, nBSV = 145
Total nSV = 149
*
optimization finished, #iter = 74
nu = 0.749348
obj = -362.097644, rho = 0.047610
nSV = 144, nBSV = 142
Total nSV = 144
*
optimization finished, #iter = 80
nu = 0.770833
obj = -372.744949, rho = 0.117872
nSV = 150, nBSV = 147
Total nSV = 150
*
optimization finished, #iter = 79
nu = 0.744309
obj = -352.378307, rho = 0.133841
nSV = 144, nBSV = 141
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.741002
obj = -411.225020, rho = 0.080962
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 86
nu = 0.742394
obj = -406.510169, rho = 0.087333
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 85
nu = 0.727474
obj = -404.316864, rho = 0.027242
nSV = 143, nBSV = 137
Total nSV = 143
*
optimization finished, #iter = 102
nu = 0.748693
obj = -416.093571, rho = 0.109809
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 75
nu = 0.718850
obj = -392.696229, rho = 0.121174
nSV = 139, nBSV = 136
Total nSV = 139
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 77
nu = 0.716641
obj = -458.956335, rho = 0.075877
nSV = 140, nBSV = 136
Total nSV = 140
*
optimization finished, #iter = 102
nu = 0.715130
obj = -453.062927, rho = 0.077044
nSV = 141, nBSV = 132
Total nSV = 141
*
optimization finished, #iter = 76
nu = 0.708725
obj = -451.493278, rho = 0.005589
nSV = 138, nBSV = 132
Total nSV = 138
*
optimization finished, #iter = 81
nu = 0.725692
obj = -464.875936, rho = 0.116904
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 97
nu = 0.696495
obj = -437.620821, rho = 0.107592
nSV = 136, nBSV = 130
Total nSV = 136
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 83
nu = 0.692475
obj = -512.765774, rho = 0.072281
nSV = 136, nBSV = 131
Total nSV = 136
*
optimization finished, #iter = 78
nu = 0.686841
obj = -505.911421, rho = 0.079788
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 84
nu = 0.681307
obj = -504.644610, rho = 0.024199
nSV = 134, nBSV = 128
Total nSV = 134
*
optimization finished, #iter = 86
nu = 0.706123
obj = -519.457386, rho = 0.122101
nSV = 137, nBSV = 134
Total nSV = 137
*
optimization finished, #iter = 78
nu = 0.670379
obj = -488.297327, rho = 0.116131
nSV = 130, nBSV = 124
Total nSV = 130
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.669158
obj = -573.376807, rho = 0.077110
nSV = 133, nBSV = 126
Total nSV = 133
*
optimization finished, #iter = 90
nu = 0.664064
obj = -565.697855, rho = 0.106298
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 74
nu = 0.659477
obj = -564.944330, rho = 0.016460
nSV = 129, nBSV = 125
Total nSV = 129
*
optimization finished, #iter = 73
nu = 0.681595
obj = -580.697195, rho = 0.142633
nSV = 133, nBSV = 130
Total nSV = 133
*
optimization finished, #iter = 76
nu = 0.645753
obj = -545.699094, rho = 0.160088
nSV = 126, nBSV = 122
Total nSV = 126
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.646840
obj = -642.038731, rho = 0.094524
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 74
nu = 0.645833
obj = -633.460822, rho = 0.095295
nSV = 126, nBSV = 122
Total nSV = 126
*
optimization finished, #iter = 76
nu = 0.640897
obj = -632.589349, rho = -0.005461
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 90
nu = 0.665526
obj = -649.557213, rho = 0.182409
nSV = 130, nBSV = 121
Total nSV = 130
*
optimization finished, #iter = 75
nu = 0.627528
obj = -610.314666, rho = 0.163852
nSV = 122, nBSV = 118
Total nSV = 122
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.628548
obj = -719.812772, rho = 0.111739
nSV = 123, nBSV = 120
Total nSV = 123
*
optimization finished, #iter = 79
nu = 0.628032
obj = -709.094010, rho = 0.093319
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 73
nu = 0.625000
obj = -708.908805, rho = -0.006812
nSV = 121, nBSV = 119
Total nSV = 121
*
optimization finished, #iter = 101
nu = 0.640896
obj = -727.247960, rho = 0.221030
nSV = 127, nBSV = 119
Total nSV = 127
*
optimization finished, #iter = 77
nu = 0.609145
obj = -682.995936, rho = 0.210249
nSV = 118, nBSV = 114
Total nSV = 118
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 92
nu = 0.611255
obj = -807.367896, rho = 0.116103
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 92
nu = 0.609467
obj = -794.189767, rho = 0.112114
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 75
nu = 0.608202
obj = -794.478158, rho = 0.005006
nSV = 119, nBSV = 113
Total nSV = 119
*
optimization finished, #iter = 90
nu = 0.621646
obj = -815.513454, rho = 0.250371
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 78
nu = 0.588444
obj = -765.044378, rho = 0.222285
nSV = 116, nBSV = 110
Total nSV = 116
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 86
nu = 0.594542
obj = -906.262217, rho = 0.115453
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 71
nu = 0.593898
obj = -890.173659, rho = 0.127513
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 87
nu = 0.592323
obj = -890.921983, rho = 0.009861
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 90
nu = 0.608900
obj = -914.724320, rho = 0.238428
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 70
nu = 0.571963
obj = -858.006897, rho = 0.253577
nSV = 112, nBSV = 107
Total nSV = 112
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 83
nu = 0.578628
obj = -1018.064813, rho = 0.110594
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 82
nu = 0.578492
obj = -998.042628, rho = 0.117822
nSV = 112, nBSV = 106
Total nSV = 112
*
optimization finished, #iter = 82
nu = 0.573664
obj = -999.963140, rho = 0.036757
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 82
nu = 0.590353
obj = -1026.105564, rho = 0.216341
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 80
nu = 0.556356
obj = -963.130535, rho = 0.247092
nSV = 110, nBSV = 103
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 88
nu = 0.564532
obj = -1144.159010, rho = 0.122356
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 75
nu = 0.562060
obj = -1119.410470, rho = 0.168959
nSV = 111, nBSV = 104
Total nSV = 111
*
optimization finished, #iter = 111
nu = 0.558930
obj = -1123.536013, rho = 0.051237
nSV = 111, nBSV = 103
Total nSV = 111
*
optimization finished, #iter = 104
nu = 0.574219
obj = -1152.003020, rho = 0.205380
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 75
nu = 0.540304
obj = -1082.200764, rho = 0.259119
nSV = 106, nBSV = 101
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 96
nu = 0.545765
obj = -1287.774534, rho = 0.170610
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 87
nu = 0.543669
obj = -1257.289722, rho = 0.228002
nSV = 107, nBSV = 101
Total nSV = 107
*
optimization finished, #iter = 95
nu = 0.542606
obj = -1263.493935, rho = 0.033640
nSV = 109, nBSV = 100
Total nSV = 109
*
optimization finished, #iter = 115
nu = 0.557388
obj = -1294.912334, rho = 0.204575
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 113
nu = 0.527785
obj = -1216.395872, rho = 0.272041
nSV = 104, nBSV = 94
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 73
nu = 0.534439
obj = -1451.504693, rho = 0.229436
nSV = 106, nBSV = 101
Total nSV = 106
*
optimization finished, #iter = 92
nu = 0.528334
obj = -1414.243390, rho = 0.262418
nSV = 105, nBSV = 98
Total nSV = 105
*
optimization finished, #iter = 97
nu = 0.528536
obj = -1422.551070, rho = 0.037563
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 132
nu = 0.542842
obj = -1457.206625, rho = 0.202150
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 108
nu = 0.512965
obj = -1368.372747, rho = 0.302644
nSV = 102, nBSV = 94
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 82
nu = 0.522915
obj = -1636.320602, rho = 0.301270
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 94
nu = 0.515228
obj = -1592.137740, rho = 0.253625
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 94
nu = 0.513290
obj = -1603.597367, rho = 0.081667
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 114
nu = 0.528229
obj = -1641.734794, rho = 0.234435
nSV = 106, nBSV = 99
Total nSV = 106
*
optimization finished, #iter = 120
nu = 0.498543
obj = -1541.638944, rho = 0.348814
nSV = 98, nBSV = 88
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 67
nu = 0.509539
obj = -1846.356783, rho = 0.359625
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 115
nu = 0.499702
obj = -1794.985193, rho = 0.253386
nSV = 102, nBSV = 92
Total nSV = 102
*
optimization finished, #iter = 85
nu = 0.501328
obj = -1810.425629, rho = 0.137238
nSV = 100, nBSV = 94
Total nSV = 100
*
optimization finished, #iter = 101
nu = 0.516132
obj = -1851.552315, rho = 0.279899
nSV = 103, nBSV = 95
Total nSV = 103
*.*
optimization finished, #iter = 217
nu = 0.487265
obj = -1738.371181, rho = 0.422241
nSV = 98, nBSV = 87
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 69
nu = 0.499954
obj = -2084.438165, rho = 0.348800
nSV = 99, nBSV = 92
Total nSV = 99
*
optimization finished, #iter = 135
nu = 0.489819
obj = -2026.211204, rho = 0.264872
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 81
nu = 0.492244
obj = -2044.915865, rho = 0.190949
nSV = 98, nBSV = 93
Total nSV = 98
*
optimization finished, #iter = 99
nu = 0.505736
obj = -2089.572119, rho = 0.294781
nSV = 101, nBSV = 93
Total nSV = 101
*
optimization finished, #iter = 130
nu = 0.473828
obj = -1962.895504, rho = 0.504649
nSV = 97, nBSV = 87
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 107
nu = 0.487180
obj = -2355.737946, rho = 0.349769
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 94
nu = 0.476645
obj = -2289.241996, rho = 0.252571
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 82
nu = 0.482784
obj = -2309.929080, rho = 0.203939
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 170
nu = 0.492235
obj = -2360.372873, rho = 0.340406
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 128
nu = 0.464733
obj = -2218.893931, rho = 0.564260
nSV = 92, nBSV = 82
Total nSV = 92
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 95
nu = 0.475448
obj = -2666.400226, rho = 0.366618
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 149
nu = 0.467456
obj = -2589.436795, rho = 0.218296
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 101
nu = 0.473410
obj = -2611.658221, rho = 0.210312
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 112
nu = 0.480289
obj = -2670.294160, rho = 0.408845
nSV = 99, nBSV = 88
Total nSV = 99
*.*
optimization finished, #iter = 255
nu = 0.453838
obj = -2510.339058, rho = 0.572259
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 123
nu = 0.469247
obj = -3020.737306, rho = 0.403728
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 142
nu = 0.457124
obj = -2931.702891, rho = 0.181245
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 96
nu = 0.463539
obj = -2953.875658, rho = 0.204439
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 105
nu = 0.471299
obj = -3024.456992, rho = 0.474483
nSV = 96, nBSV = 88
Total nSV = 96
*.*
optimization finished, #iter = 294
nu = 0.443855
obj = -2843.642939, rho = 0.602106
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 167
nu = 0.461759
obj = -3421.656833, rho = 0.413799
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 162
nu = 0.449560
obj = -3321.778151, rho = 0.166316
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 101
nu = 0.455364
obj = -3343.583708, rho = 0.211620
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 130
nu = 0.463999
obj = -3426.705855, rho = 0.469497
nSV = 97, nBSV = 87
Total nSV = 97
*.*
optimization finished, #iter = 222
nu = 0.434698
obj = -3225.526351, rho = 0.659615
nSV = 89, nBSV = 77
Total nSV = 89
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 150
nu = 0.454053
obj = -3876.780918, rho = 0.416520
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 177
nu = 0.440896
obj = -3766.537228, rho = 0.215374
nSV = 89, nBSV = 78
Total nSV = 89
*
optimization finished, #iter = 166
nu = 0.447610
obj = -3786.203504, rho = 0.201439
nSV = 90, nBSV = 82
Total nSV = 90
*
optimization finished, #iter = 127
nu = 0.457560
obj = -3883.120212, rho = 0.506054
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 155
nu = 0.426391
obj = -3663.072671, rho = 0.719179
nSV = 88, nBSV = 77
Total nSV = 88
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 99
nu = 0.445675
obj = -4396.168314, rho = 0.467823
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 181
nu = 0.435176
obj = -4273.653746, rho = 0.260517
nSV = 87, nBSV = 76
Total nSV = 87
*
optimization finished, #iter = 110
nu = 0.439733
obj = -4289.455570, rho = 0.220498
nSV = 88, nBSV = 80
Total nSV = 88
*
optimization finished, #iter = 115
nu = 0.451162
obj = -4400.603404, rho = 0.562096
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 160
nu = 0.419725
obj = -4164.283163, rho = 0.798359
nSV = 86, nBSV = 76
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.439369
obj = -4987.931461, rho = 0.500083
nSV = 87, nBSV = 81
Total nSV = 87
*
optimization finished, #iter = 159
nu = 0.427487
obj = -4851.028122, rho = 0.231180
nSV = 87, nBSV = 76
Total nSV = 87
*
optimization finished, #iter = 125
nu = 0.431794
obj = -4864.208075, rho = 0.191598
nSV = 87, nBSV = 79
Total nSV = 87
*
optimization finished, #iter = 172
nu = 0.444380
obj = -4988.603332, rho = 0.599900
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 178
nu = 0.414404
obj = -4736.389288, rho = 0.886901
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 121
nu = 0.433513
obj = -5660.342205, rho = 0.519157
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 167
nu = 0.420863
obj = -5510.752400, rho = 0.200795
nSV = 86, nBSV = 76
Total nSV = 86
*
optimization finished, #iter = 138
nu = 0.425365
obj = -5518.846725, rho = 0.232484
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 140
nu = 0.437558
obj = -5656.127225, rho = 0.663660
nSV = 88, nBSV = 77
Total nSV = 88
*.*
optimization finished, #iter = 227
nu = 0.409161
obj = -5389.377607, rho = 0.938747
nSV = 83, nBSV = 71
Total nSV = 83
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 149
nu = 0.426922
obj = -6425.706118, rho = 0.517279
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 214
nu = 0.415064
obj = -6263.480756, rho = 0.178254
nSV = 85, nBSV = 74
Total nSV = 85
*
optimization finished, #iter = 157
nu = 0.419264
obj = -6263.749534, rho = 0.335407
nSV = 86, nBSV = 77
Total nSV = 86
*
optimization finished, #iter = 146
nu = 0.429837
obj = -6417.725778, rho = 0.680278
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 231
nu = 0.404354
obj = -6135.405983, rho = 1.064462
nSV = 83, nBSV = 70
Total nSV = 83
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 121
nu = 0.420485
obj = -7299.260092, rho = 0.500461
nSV = 85, nBSV = 76
Total nSV = 85
*.*
optimization finished, #iter = 269
nu = 0.408621
obj = -7124.009257, rho = 0.295460
nSV = 85, nBSV = 73
Total nSV = 85
*.*
optimization finished, #iter = 199
nu = 0.413322
obj = -7111.994286, rho = 0.442034
nSV = 85, nBSV = 74
Total nSV = 85
*.*
optimization finished, #iter = 259
nu = 0.423767
obj = -7286.844624, rho = 0.724310
nSV = 86, nBSV = 75
Total nSV = 86
*..*
optimization finished, #iter = 386
nu = 0.398719
obj = -6989.386125, rho = 1.093697
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 122
nu = 0.414680
obj = -8296.126623, rho = 0.507977
nSV = 84, nBSV = 74
Total nSV = 84
.*
optimization finished, #iter = 375
nu = 0.402802
obj = -8109.322168, rho = 0.424045
nSV = 83, nBSV = 71
Total nSV = 83
*.*
optimization finished, #iter = 207
nu = 0.406568
obj = -8079.915430, rho = 0.468615
nSV = 84, nBSV = 73
Total nSV = 84
*.*
optimization finished, #iter = 288
nu = 0.418631
obj = -8273.724495, rho = 0.805138
nSV = 84, nBSV = 72
Total nSV = 84
.*.*
optimization finished, #iter = 545
nu = 0.393626
obj = -7968.758943, rho = 1.120623
nSV = 83, nBSV = 69
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 231
nu = 0.410150
obj = -9432.205579, rho = 0.566387
nSV = 83, nBSV = 73
Total nSV = 83
.*
optimization finished, #iter = 263
nu = 0.398432
obj = -9236.776765, rho = 0.517981
nSV = 81, nBSV = 71
Total nSV = 81
.*
optimization finished, #iter = 347
nu = 0.400817
obj = -9185.761844, rho = 0.469807
nSV = 83, nBSV = 69
Total nSV = 83
*..*
optimization finished, #iter = 386
nu = 0.411460
obj = -9400.520991, rho = 0.945217
nSV = 84, nBSV = 71
Total nSV = 84
.*.*
optimization finished, #iter = 382
nu = 0.389619
obj = -9091.203612, rho = 1.224428
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 323
nu = 0.405845
obj = -10723.007814, rho = 0.682740
nSV = 85, nBSV = 72
Total nSV = 85
.*.*
optimization finished, #iter = 547
nu = 0.394011
obj = -10524.426467, rho = 0.619425
nSV = 81, nBSV = 69
Total nSV = 81
.*.*.*
optimization finished, #iter = 464
nu = 0.394600
obj = -10451.014487, rho = 0.492999
nSV = 82, nBSV = 68
Total nSV = 82
.*.*
optimization finished, #iter = 395
nu = 0.405525
obj = -10689.302066, rho = 1.112595
nSV = 83, nBSV = 71
Total nSV = 83
.*.*
optimization finished, #iter = 561
nu = 0.385911
obj = -10376.610916, rho = 1.396295
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 483
nu = 0.400423
obj = -12196.747227, rho = 0.824718
nSV = 83, nBSV = 71
Total nSV = 83
.*.*
optimization finished, #iter = 496
nu = 0.390160
obj = -11995.769100, rho = 0.790260
nSV = 80, nBSV = 68
Total nSV = 80
.*.*
optimization finished, #iter = 402
nu = 0.389291
obj = -11899.682598, rho = 0.595675
nSV = 81, nBSV = 68
Total nSV = 81
.*.*
optimization finished, #iter = 535
nu = 0.400451
obj = -12160.252120, rho = 1.302939
nSV = 83, nBSV = 69
Total nSV = 83
.*
optimization finished, #iter = 362
nu = 0.382688
obj = -11848.761782, rho = 1.566984
nSV = 79, nBSV = 66
Total nSV = 79
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 414
nu = 0.396643
obj = -13873.531495, rho = 1.093188
nSV = 84, nBSV = 71
Total nSV = 84
..*.*
optimization finished, #iter = 668
nu = 0.386706
obj = -13676.602474, rho = 0.990210
nSV = 79, nBSV = 66
Total nSV = 79
.*.*
optimization finished, #iter = 452
nu = 0.384402
obj = -13558.980249, rho = 0.688564
nSV = 81, nBSV = 68
Total nSV = 81
..*..*
optimization finished, #iter = 912
nu = 0.394648
obj = -13843.421637, rho = 1.438111
nSV = 82, nBSV = 67
Total nSV = 82
.*..*
optimization finished, #iter = 595
nu = 0.379821
obj = -13533.595236, rho = 1.699229
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 557
nu = 0.391390
obj = -15785.657145, rho = 1.085786
nSV = 83, nBSV = 68
Total nSV = 83
..*..*
optimization finished, #iter = 844
nu = 0.382513
obj = -15598.640333, rho = 1.237425
nSV = 80, nBSV = 65
Total nSV = 80
.*.*
optimization finished, #iter = 438
nu = 0.380154
obj = -15458.963293, rho = 0.815187
nSV = 80, nBSV = 67
Total nSV = 80
..*.*
optimization finished, #iter = 758
nu = 0.389600
obj = -15771.511394, rho = 1.459567
nSV = 82, nBSV = 67
Total nSV = 82
.*..*
optimization finished, #iter = 667
nu = 0.377149
obj = -15461.721096, rho = 1.764651
nSV = 81, nBSV = 66
Total nSV = 81
Cross Validation Accuracy = 82.9167%
..**.*
optimization finished, #iter = 567
nu = 0.386852
obj = -17971.302329, rho = 1.151340
nSV = 80, nBSV = 66
Total nSV = 80
..*..*
optimization finished, #iter = 823
nu = 0.378577
obj = -17801.149148, rho = 1.508562
nSV = 80, nBSV = 65
Total nSV = 80
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 423
nu = 0.376885
obj = -17631.943196, rho = 0.964923
nSV = 79, nBSV = 67
Total nSV = 79
.*..*
optimization finished, #iter = 687
nu = 0.385940
obj = -17977.509069, rho = 1.656069
nSV = 80, nBSV = 66
Total nSV = 80
..*..*
optimization finished, #iter = 769
nu = 0.374547
obj = -17669.403824, rho = 1.990450
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
..*
optimization finished, #iter = 536
nu = 0.382402
obj = -20466.999352, rho = 1.311760
nSV = 81, nBSV = 67
Total nSV = 81
..*..*
optimization finished, #iter = 799
nu = 0.375313
obj = -20324.557548, rho = 1.894276
nSV = 79, nBSV = 65
Total nSV = 79
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 417
nu = 0.373807
obj = -20113.862144, rho = 1.200543
nSV = 77, nBSV = 66
Total nSV = 77
..*.*
optimization finished, #iter = 752
nu = 0.382265
obj = -20496.725401, rho = 1.978589
nSV = 80, nBSV = 66
Total nSV = 80
.*..*
optimization finished, #iter = 739
nu = 0.372182
obj = -20196.201920, rho = 2.256312
nSV = 80, nBSV = 65
Total nSV = 80
Cross Validation Accuracy = 83.3333%
.*..*
optimization finished, #iter = 633
nu = 0.378700
obj = -23316.583378, rho = 1.471585
nSV = 80, nBSV = 66
Total nSV = 80
..*..*
optimization finished, #iter = 899
nu = 0.373075
obj = -23209.579829, rho = 2.276224
nSV = 78, nBSV = 64
Total nSV = 78
.*..*
optimization finished, #iter = 609
nu = 0.370822
obj = -22949.183469, rho = 1.482982
nSV = 77, nBSV = 64
Total nSV = 77
...*..*
optimization finished, #iter = 1137
nu = 0.378555
obj = -23376.591621, rho = 2.304084
nSV = 80, nBSV = 65
Total nSV = 80
..*..*
optimization finished, #iter = 881
nu = 0.370359
obj = -23087.245997, rho = 2.437529
nSV = 79, nBSV = 65
Total nSV = 79
Cross Validation Accuracy = 82.9167%
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 546
nu = 0.374457
obj = -26572.399259, rho = 1.785322
nSV = 80, nBSV = 65
Total nSV = 80
...*..*
optimization finished, #iter = 989
nu = 0.370667
obj = -26504.222279, rho = 2.646526
nSV = 79, nBSV = 64
Total nSV = 79
..*..*
optimization finished, #iter = 937
nu = 0.367407
obj = -26192.342495, rho = 1.693915
nSV = 77, nBSV = 63
Total nSV = 77
...*...*
optimization finished, #iter = 1310
nu = 0.375161
obj = -26670.404228, rho = 2.479902
nSV = 80, nBSV = 64
Total nSV = 80
..*..*
optimization finished, #iter = 849
nu = 0.368645
obj = -26391.678481, rho = 2.578346
nSV = 78, nBSV = 64
Total nSV = 78
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 618
nu = 0.370835
obj = -30296.599720, rho = 2.180566
nSV = 78, nBSV = 63
Total nSV = 78
...*.*
optimization finished, #iter = 943
nu = 0.367846
obj = -30273.573720, rho = 2.982205
nSV = 79, nBSV = 64
Total nSV = 79
..*
optimization finished, #iter = 528
nu = 0.364420
obj = -29904.927744, rho = 1.957335
nSV = 76, nBSV = 63
Total nSV = 76
....*..*
optimization finished, #iter = 1276
nu = 0.372184
obj = -30436.711513, rho = 2.559892
nSV = 78, nBSV = 64
Total nSV = 78
...*.*
optimization finished, #iter = 812
nu = 0.366728
obj = -30169.788685, rho = 2.663770
nSV = 76, nBSV = 63
Total nSV = 76
Cross Validation Accuracy = 82.9167%
..*..*
optimization finished, #iter = 913
nu = 0.367048
obj = -34555.023887, rho = 2.538513
nSV = 78, nBSV = 63
Total nSV = 78
...*..*
optimization finished, #iter = 1127
nu = 0.365379
obj = -34587.122078, rho = 3.356909
nSV = 80, nBSV = 64
Total nSV = 80
...*.*
optimization finished, #iter = 811
nu = 0.361915
obj = -34150.748467, rho = 2.253691
nSV = 76, nBSV = 62
Total nSV = 76
...*...*
optimization finished, #iter = 1191
nu = 0.369388
obj = -34740.759526, rho = 2.728388
nSV = 79, nBSV = 63
Total nSV = 79
...*...*
optimization finished, #iter = 1309
nu = 0.364967
obj = -34488.946430, rho = 3.178715
nSV = 76, nBSV = 62
Total nSV = 76
Cross Validation Accuracy = 82.9167%
...*..*
optimization finished, #iter = 1103
nu = 0.363578
obj = -39429.538809, rho = 2.972568
nSV = 79, nBSV = 62
Total nSV = 79
....*...*
optimization finished, #iter = 1401
nu = 0.363255
obj = -39520.377583, rho = 3.810772
nSV = 79, nBSV = 63
Total nSV = 79
....*..*
optimization finished, #iter = 1240
nu = 0.359992
obj = -39000.267634, rho = 2.726621
nSV = 76, nBSV = 58
Total nSV = 76
....*....*
optimization finished, #iter = 1548
nu = 0.366868
obj = -39659.237275, rho = 2.974926
nSV = 79, nBSV = 62
Total nSV = 79
...*...*
optimization finished, #iter = 1153
nu = 0.363209
obj = -39426.457868, rho = 3.808679
nSV = 76, nBSV = 62
Total nSV = 76
Cross Validation Accuracy = 82.5%
...*...*
optimization finished, #iter = 1274
nu = 0.360556
obj = -45007.821199, rho = 3.482289
nSV = 79, nBSV = 63
Total nSV = 79
.....*...*
optimization finished, #iter = 1697
nu = 0.361287
obj = -45159.798030, rho = 4.342223
nSV = 79, nBSV = 62
Total nSV = 79
...*......*.....*
optimization finished, #iter = 2539
nu = 0.357735
obj = -44539.472341, rho = 3.149637
nSV = 76, nBSV = 60
Total nSV = 76
...*....*
optimization finished, #iter = 1487
nu = 0.364601
obj = -45276.150594, rho = 3.160217
nSV = 79, nBSV = 62
Total nSV = 79
......*..*
optimization finished, #iter = 1641
nu = 0.361392
obj = -45070.911048, rho = 4.375472
nSV = 77, nBSV = 62
Total nSV = 77
Cross Validation Accuracy = 82.5%
...*...*..*
optimization finished, #iter = 1511
nu = 0.358140
obj = -51384.859790, rho = 3.888001
nSV = 79, nBSV = 62
Total nSV = 79
....*....*
optimization finished, #iter = 1607
nu = 0.359364
obj = -51605.050889, rho = 4.914342
nSV = 80, nBSV = 62
Total nSV = 80
.....*...*
optimization finished, #iter = 1609
nu = 0.355611
obj = -50867.550286, rho = 3.702919
nSV = 76, nBSV = 60
Total nSV = 76
.....*....*
optimization finished, #iter = 1904
nu = 0.362580
obj = -51685.777125, rho = 3.360209
nSV = 80, nBSV = 62
Total nSV = 80
.....*....*
optimization finished, #iter = 1886
nu = 0.359559
obj = -51525.763154, rho = 5.056424
nSV = 78, nBSV = 59
Total nSV = 78
Cross Validation Accuracy = 82.5%
...*..*
optimization finished, #iter = 1092
nu = 0.356056
obj = -58667.073618, rho = 4.344130
nSV = 77, nBSV = 62
Total nSV = 77
.....*
optimization finished, #iter = 1146
nu = 0.357937
obj = -58967.046786, rho = 5.639174
nSV = 78, nBSV = 62
Total nSV = 78
.....*...*
optimization finished, #iter = 1579
nu = 0.353950
obj = -58090.664339, rho = 4.168720
nSV = 76, nBSV = 60
Total nSV = 76
.....*.....*
optimization finished, #iter = 1988
nu = 0.360594
obj = -58997.098103, rho = 3.532040
nSV = 80, nBSV = 61
Total nSV = 80
......*....*
optimization finished, #iter = 1998
nu = 0.357971
obj = -58905.608731, rho = 5.905813
nSV = 78, nBSV = 59
Total nSV = 78
Cross Validation Accuracy = 82.9167%
....*..*
optimization finished, #iter = 1262
nu = 0.354355
obj = -66973.408101, rho = 4.993750
nSV = 76, nBSV = 62
Total nSV = 76
.....*..*
optimization finished, #iter = 1484
nu = 0.356703
obj = -67359.579060, rho = 5.839740
nSV = 78, nBSV = 61
Total nSV = 78
......*..*
optimization finished, #iter = 1555
nu = 0.352551
obj = -66323.767793, rho = 4.696478
nSV = 75, nBSV = 59
Total nSV = 75
.....*...*
optimization finished, #iter = 1622
nu = 0.358854
obj = -67330.962100, rho = 3.724119
nSV = 79, nBSV = 61
Total nSV = 79
.......*....*
optimization finished, #iter = 2274
nu = 0.356655
obj = -67334.950408, rho = 6.693148
nSV = 77, nBSV = 59
Total nSV = 77
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165994, rho = 0.999430
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165993, rho = 0.999518
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165992, rho = 0.999365
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165995, rho = 0.999418
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164039, rho = 0.999404
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190678, rho = 0.999346
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190676, rho = 0.999446
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190676, rho = 0.999270
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190679, rho = 0.999331
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188432, rho = 0.999316
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.219025, rho = 0.999248
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219023, rho = 0.999363
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219022, rho = 0.999162
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219027, rho = 0.999232
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216445, rho = 0.999214
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251585, rho = 0.999137
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251582, rho = 0.999269
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251581, rho = 0.999037
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251587, rho = 0.999117
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248621, rho = 0.999097
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.288987, rho = 0.999008
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288982, rho = 0.999160
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288982, rho = 0.998894
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288989, rho = 0.998986
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285581, rho = 0.998963
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331942, rho = 0.998861
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331937, rho = 0.999035
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331935, rho = 0.998730
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331946, rho = 0.998835
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.328029, rho = 0.998809
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.381300, rho = 0.998691
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.381295, rho = 0.998739
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381291, rho = 0.998541
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381305, rho = 0.998662
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376803, rho = 0.998632
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.437977, rho = 0.998497
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437970, rho = 0.998552
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437965, rho = 0.998324
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437982, rho = 0.998463
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.432809, rho = 0.998428
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.503074, rho = 0.998273
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.503065, rho = 0.998337
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503058, rho = 0.998075
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503081, rho = 0.998235
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.497135, rho = 0.998195
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.577846, rho = 0.998017
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.577834, rho = 0.998089
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577825, rho = 0.997789
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577855, rho = 0.997972
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.571021, rho = 0.997926
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.663733, rho = 0.997722
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.663721, rho = 0.997756
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663705, rho = 0.997460
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663746, rho = 0.997671
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.655890, rho = 0.997618
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.762365, rho = 0.997283
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.762345, rho = 0.997422
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762324, rho = 0.997082
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762378, rho = 0.997324
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.753346, rho = 0.997264
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.875648, rho = 0.996879
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.875621, rho = 0.997039
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875594, rho = 0.996648
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875664, rho = 0.996926
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.865280, rho = 0.996857
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -1.005772, rho = 0.996465
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.005742, rho = 0.996451
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.005699, rho = 0.996154
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.005788, rho = 0.996469
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.993847, rho = 0.996389
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.155202, rho = 0.995777
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.155156, rho = 0.995923
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.155106, rho = 0.995522
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.155218, rho = 0.995944
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.141490, rho = 0.995774
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.326803, rho = 0.995149
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.326742, rho = 0.995317
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.326676, rho = 0.994856
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.326823, rho = 0.995341
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.311034, rho = 0.995146
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.523869, rho = 0.994427
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.523789, rho = 0.994621
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.523703, rho = 0.994091
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.523905, rho = 0.994447
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.505731, rho = 0.994424
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.750227, rho = 0.993598
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.750122, rho = 0.993821
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.750008, rho = 0.993212
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.750275, rho = 0.993621
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.729359, rho = 0.993594
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.010102, rho = 0.992646
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.009963, rho = 0.992902
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.009812, rho = 0.992203
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.010164, rho = 0.992673
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.986087, rho = 0.992642
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.308331, rho = 0.991554
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.308160, rho = 0.991777
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.307949, rho = 0.991044
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.308414, rho = 0.991584
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -2.280691, rho = 0.991548
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.650974, rho = 0.990234
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.650735, rho = 0.990553
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.650456, rho = 0.989712
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.651070, rho = 0.990332
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -2.619135, rho = 0.990291
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.044199, rho = 0.988782
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.043883, rho = 0.989149
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.043515, rho = 0.988182
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.044340, rho = 0.988890
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.007542, rho = 0.988580
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.495704, rho = 0.987113
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.495288, rho = 0.987535
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.494821, rho = 0.986432
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.495891, rho = 0.987238
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.453467, rho = 0.986881
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.013989, rho = 0.985197
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.013439, rho = 0.985682
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.012824, rho = 0.984415
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.014257, rho = 0.985616
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.965299, rho = 0.984930
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.608856, rho = 0.982996
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.608131, rho = 0.983552
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.607319, rho = 0.982097
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.609209, rho = 0.983476
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.552698, rho = 0.982689
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.291396, rho = 0.980467
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.290462, rho = 0.980932
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.289368, rho = 0.979435
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.291862, rho = 0.981020
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.226590, rho = 0.980115
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.074643, rho = 0.977563
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.073410, rho = 0.978097
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.071967, rho = 0.976377
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.075258, rho = 0.978197
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.999806, rho = 0.977158
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -6.973206, rho = 0.974226
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.971578, rho = 0.974840
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.969674, rho = 0.972864
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.974016, rho = 0.974955
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.886721, rho = 0.973762
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -8.003737, rho = 0.970394
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.001589, rho = 0.971099
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.999094, rho = 0.968829
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.004806, rho = 0.971231
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.903707, rho = 0.969861
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -9.185585, rho = 0.965992
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.182723, rho = 0.966801
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -9.179431, rho = 0.964194
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.186968, rho = 0.966953
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -9.069784, rho = 0.965416
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -10.540623, rho = 0.960935
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.536878, rho = 0.962181
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.532502, rho = 0.958870
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.542448, rho = 0.962039
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.406409, rho = 0.960273
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -12.093643, rho = 0.955125
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -12.088702, rho = 0.956193
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -12.082927, rho = 0.952754
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.096051, rho = 0.956394
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.937896, rho = 0.954366
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -13.872822, rho = 0.948453
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -13.866302, rho = 0.950097
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.858683, rho = 0.945729
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.875999, rho = 0.949911
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.691841, rho = 0.947580
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -15.910594, rho = 0.940788
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -15.901991, rho = 0.942677
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -15.891937, rho = 0.937659
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.914786, rho = 0.942462
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.699961, rho = 0.939786
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -18.243612, rho = 0.931982
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -18.232277, rho = 0.934152
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -18.218993, rho = 0.928388
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -18.249143, rho = 0.933906
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.998037, rho = 0.930831
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -20.912493, rho = 0.921869
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -20.897536, rho = 0.924361
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -20.880009, rho = 0.917740
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -20.919791, rho = 0.924078
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -20.625634, rho = 0.920546
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -23.964940, rho = 0.910249
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -23.945204, rho = 0.913112
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -23.922075, rho = 0.905506
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -23.974570, rho = 0.912787
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -23.629123, rho = 0.908730
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -27.452155, rho = 0.896905
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -27.426114, rho = 0.900193
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -27.395678, rho = 0.891407
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.464862, rho = 0.899820
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -27.058099, rho = 0.895159
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -31.432850, rho = 0.881578
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -31.398490, rho = 0.885356
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -31.358333, rho = 0.875264
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -31.449616, rho = 0.884927
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -30.969254, rho = 0.879574
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -35.975648, rho = 0.863965
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -35.930307, rho = 0.868304
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -35.877315, rho = 0.856711
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -35.997772, rho = 0.867811
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -35.428630, rho = 0.861661
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -41.149972, rho = 0.843738
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -41.090145, rho = 0.848723
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -41.020224, rho = 0.835406
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -41.179164, rho = 0.848157
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -40.502536, rho = 0.841093
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -47.037584, rho = 0.820505
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -46.958645, rho = 0.826231
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -46.866386, rho = 0.810934
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -47.076102, rho = 0.825581
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -46.268708, rho = 0.817466
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -53.729022, rho = 0.793809
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -53.624855, rho = 0.800387
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -53.503113, rho = 0.782814
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -53.779849, rho = 0.799640
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -52.812556, rho = 0.790318
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -61.316536, rho = 0.763151
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -61.179089, rho = 0.770706
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -61.018452, rho = 0.750521
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -61.383603, rho = 0.769848
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -60.219956, rho = 0.759141
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -69.904992, rho = 0.727929
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -69.723626, rho = 0.736608
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -69.511660, rho = 0.713421
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -69.993488, rho = 0.735622
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -68.587480, rho = 0.723323
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -79.599888, rho = 0.687476
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -79.360580, rho = 0.697445
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -79.080895, rho = 0.670811
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -79.716657, rho = 0.696313
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -78.010144, rho = 0.682185
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -90.513982, rho = 0.640838
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -90.198219, rho = 0.652456
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -89.829172, rho = 0.621861
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -90.668067, rho = 0.651155
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -88.587115, rho = 0.634926
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -102.755463, rho = 0.587435
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -102.338817, rho = 0.600779
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -101.851864, rho = 0.565635
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -102.958776, rho = 0.599285
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -100.409181, rho = 0.580643
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -116.430036, rho = 0.526440
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -115.880156, rho = 0.541412
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -115.237608, rho = 0.501042
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -116.698210, rho = 0.539696
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -113.559343, rho = 0.518281
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -131.623564, rho = 0.456024
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -130.897997, rho = 0.473222
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -130.050155, rho = 0.426849
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -131.977420, rho = 0.471251
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -128.094576, rho = 0.446652
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 66.25%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -148.399718, rho = 0.375173
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -147.442319, rho = 0.394891
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -146.323583, rho = 0.341622
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -148.866628, rho = 0.392626
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -144.040577, rho = 0.364370
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 71.25%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -166.777175, rho = 0.282262
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -165.513876, rho = 0.304911
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -164.037225, rho = 0.243876
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -167.393269, rho = 0.302310
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -161.366862, rho = 0.269852
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 77.0833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -186.707175, rho = 0.175541
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -185.040267, rho = 0.201558
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -183.092459, rho = 0.131270
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -187.520103, rho = 0.198571
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -179.960722, rho = 0.161286
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.870731
obj = -208.104797, rho = 0.092196
nSV = 170, nBSV = 168
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.870979
obj = -206.115157, rho = 0.133021
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 89
nu = 0.859944
obj = -203.755580, rho = 0.081485
nSV = 168, nBSV = 163
Total nSV = 168
*
optimization finished, #iter = 86
nu = 0.875000
obj = -209.235866, rho = 0.126900
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 82
nu = 0.858639
obj = -199.979721, rho = 0.116468
nSV = 164, nBSV = 164
Total nSV = 164
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.840102
obj = -231.884731, rho = 0.088948
nSV = 164, nBSV = 161
Total nSV = 164
*
optimization finished, #iter = 84
nu = 0.834920
obj = -229.564920, rho = 0.135261
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 91
nu = 0.825168
obj = -226.983084, rho = 0.071251
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 95
nu = 0.845606
obj = -233.171164, rho = 0.116474
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 89
nu = 0.822889
obj = -222.287696, rho = 0.119228
nSV = 159, nBSV = 155
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.815111
obj = -258.372027, rho = 0.071079
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 82
nu = 0.812500
obj = -255.907539, rho = 0.104847
nSV = 157, nBSV = 155
Total nSV = 157
*
optimization finished, #iter = 80
nu = 0.800858
obj = -253.101760, rho = 0.048922
nSV = 155, nBSV = 152
Total nSV = 155
*
optimization finished, #iter = 86
nu = 0.814423
obj = -260.293882, rho = 0.139636
nSV = 158, nBSV = 154
Total nSV = 158
*
optimization finished, #iter = 85
nu = 0.790023
obj = -247.540177, rho = 0.130935
nSV = 153, nBSV = 149
Total nSV = 153
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 80
nu = 0.788737
obj = -287.960332, rho = 0.072123
nSV = 154, nBSV = 151
Total nSV = 154
*
optimization finished, #iter = 78
nu = 0.787391
obj = -285.122990, rho = 0.131799
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 84
nu = 0.771882
obj = -282.384300, rho = 0.033545
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 80
nu = 0.793244
obj = -290.755627, rho = 0.141698
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 82
nu = 0.773183
obj = -275.734980, rho = 0.134785
nSV = 148, nBSV = 145
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.763141
obj = -321.154758, rho = 0.055575
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 78
nu = 0.765325
obj = -317.734578, rho = 0.095538
nSV = 150, nBSV = 145
Total nSV = 150
*
optimization finished, #iter = 74
nu = 0.749653
obj = -315.363402, rho = 0.048087
nSV = 144, nBSV = 142
Total nSV = 144
*
optimization finished, #iter = 85
nu = 0.771435
obj = -324.633412, rho = 0.117224
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 82
nu = 0.744781
obj = -306.908185, rho = 0.134277
nSV = 144, nBSV = 141
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.741325
obj = -358.148736, rho = 0.080974
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 82
nu = 0.742824
obj = -354.050224, rho = 0.086931
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 88
nu = 0.727945
obj = -352.125826, rho = 0.027983
nSV = 143, nBSV = 137
Total nSV = 143
*
optimization finished, #iter = 97
nu = 0.749039
obj = -362.380183, rho = 0.109786
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 77
nu = 0.719213
obj = -342.014322, rho = 0.121025
nSV = 139, nBSV = 135
Total nSV = 139
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 79
nu = 0.717116
obj = -399.715102, rho = 0.076083
nSV = 140, nBSV = 136
Total nSV = 140
*
optimization finished, #iter = 99
nu = 0.715726
obj = -394.590095, rho = 0.078054
nSV = 141, nBSV = 132
Total nSV = 141
*
optimization finished, #iter = 79
nu = 0.709046
obj = -393.214495, rho = 0.005697
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 81
nu = 0.726044
obj = -404.863118, rho = 0.117318
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 90
nu = 0.696902
obj = -381.141106, rho = 0.108155
nSV = 136, nBSV = 130
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.692764
obj = -446.573484, rho = 0.073045
nSV = 136, nBSV = 131
Total nSV = 136
*
optimization finished, #iter = 77
nu = 0.687155
obj = -440.597431, rho = 0.080182
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 81
nu = 0.681622
obj = -439.487209, rho = 0.023733
nSV = 134, nBSV = 128
Total nSV = 134
*
optimization finished, #iter = 86
nu = 0.706407
obj = -452.396086, rho = 0.122012
nSV = 138, nBSV = 134
Total nSV = 138
*
optimization finished, #iter = 76
nu = 0.670788
obj = -425.265993, rho = 0.115545
nSV = 130, nBSV = 125
Total nSV = 130
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.669544
obj = -499.350295, rho = 0.076381
nSV = 133, nBSV = 126
Total nSV = 133
*
optimization finished, #iter = 91
nu = 0.664511
obj = -492.659954, rho = 0.105745
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 79
nu = 0.659801
obj = -491.995888, rho = 0.016569
nSV = 130, nBSV = 125
Total nSV = 130
*
optimization finished, #iter = 76
nu = 0.681913
obj = -505.719615, rho = 0.142132
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 76
nu = 0.646055
obj = -475.246128, rho = 0.159818
nSV = 126, nBSV = 122
Total nSV = 126
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 86
nu = 0.647182
obj = -559.122237, rho = 0.094042
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 76
nu = 0.645833
obj = -551.652222, rho = 0.097788
nSV = 126, nBSV = 122
Total nSV = 126
*
optimization finished, #iter = 78
nu = 0.641252
obj = -550.890575, rho = -0.005745
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 89
nu = 0.665922
obj = -565.677850, rho = 0.181654
nSV = 130, nBSV = 121
Total nSV = 130
*
optimization finished, #iter = 75
nu = 0.627915
obj = -531.508492, rho = 0.163432
nSV = 122, nBSV = 118
Total nSV = 122
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.628839
obj = -626.849666, rho = 0.112137
nSV = 123, nBSV = 120
Total nSV = 123
*
optimization finished, #iter = 84
nu = 0.628380
obj = -617.517787, rho = 0.093418
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 74
nu = 0.625057
obj = -617.359226, rho = -0.008514
nSV = 122, nBSV = 119
Total nSV = 122
*
optimization finished, #iter = 96
nu = 0.641198
obj = -633.314855, rho = 0.220035
nSV = 127, nBSV = 119
Total nSV = 127
*
optimization finished, #iter = 75
nu = 0.609344
obj = -594.802336, rho = 0.209411
nSV = 118, nBSV = 114
Total nSV = 118
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.611569
obj = -703.088069, rho = 0.115919
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 86
nu = 0.609775
obj = -691.609210, rho = 0.111766
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 74
nu = 0.608541
obj = -691.862804, rho = 0.005012
nSV = 119, nBSV = 113
Total nSV = 119
*
optimization finished, #iter = 87
nu = 0.621920
obj = -710.155153, rho = 0.250107
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 73
nu = 0.588793
obj = -666.232054, rho = 0.221776
nSV = 116, nBSV = 110
Total nSV = 116
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 105
nu = 0.595037
obj = -789.189601, rho = 0.114282
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 74
nu = 0.594200
obj = -775.183761, rho = 0.127511
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 87
nu = 0.592606
obj = -775.829241, rho = 0.009252
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 92
nu = 0.609055
obj = -796.541884, rho = 0.239025
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 70
nu = 0.572275
obj = -747.172117, rho = 0.251965
nSV = 112, nBSV = 107
Total nSV = 112
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 84
nu = 0.578853
obj = -886.530178, rho = 0.110688
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 76
nu = 0.578698
obj = -869.099691, rho = 0.116793
nSV = 112, nBSV = 106
Total nSV = 112
*
optimization finished, #iter = 77
nu = 0.573992
obj = -870.755648, rho = 0.036053
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 80
nu = 0.590564
obj = -893.514752, rho = 0.216794
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 81
nu = 0.556641
obj = -838.696737, rho = 0.247062
nSV = 110, nBSV = 103
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 84
nu = 0.564817
obj = -996.324417, rho = 0.121494
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 77
nu = 0.562326
obj = -974.761686, rho = 0.167197
nSV = 111, nBSV = 104
Total nSV = 111
*
optimization finished, #iter = 92
nu = 0.559156
obj = -978.349073, rho = 0.051407
nSV = 111, nBSV = 104
Total nSV = 111
*
optimization finished, #iter = 104
nu = 0.574496
obj = -1003.129366, rho = 0.205602
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 73
nu = 0.540472
obj = -942.367006, rho = 0.258437
nSV = 106, nBSV = 101
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 97
nu = 0.546020
obj = -1121.332260, rho = 0.169795
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 89
nu = 0.543952
obj = -1094.773822, rho = 0.227412
nSV = 107, nBSV = 101
Total nSV = 107
*
optimization finished, #iter = 98
nu = 0.542850
obj = -1100.176795, rho = 0.033604
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 122
nu = 0.557667
obj = -1127.527328, rho = 0.204468
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 110
nu = 0.528034
obj = -1059.195973, rho = 0.271414
nSV = 104, nBSV = 94
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 73
nu = 0.534577
obj = -1263.880200, rho = 0.228112
nSV = 106, nBSV = 101
Total nSV = 106
*
optimization finished, #iter = 82
nu = 0.528457
obj = -1231.390967, rho = 0.261810
nSV = 105, nBSV = 98
Total nSV = 105
*
optimization finished, #iter = 96
nu = 0.528775
obj = -1238.635922, rho = 0.037885
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 133
nu = 0.543079
obj = -1268.805661, rho = 0.201606
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 109
nu = 0.513188
obj = -1191.495124, rho = 0.301274
nSV = 102, nBSV = 94
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 80
nu = 0.523145
obj = -1424.778703, rho = 0.301061
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 99
nu = 0.515439
obj = -1386.240758, rho = 0.253232
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 99
nu = 0.513514
obj = -1396.212859, rho = 0.081063
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 124
nu = 0.528417
obj = -1429.423605, rho = 0.232683
nSV = 106, nBSV = 99
Total nSV = 106
*
optimization finished, #iter = 105
nu = 0.498741
obj = -1342.318182, rho = 0.347123
nSV = 98, nBSV = 88
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 68
nu = 0.509682
obj = -1607.620009, rho = 0.358472
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 115
nu = 0.499904
obj = -1562.782305, rho = 0.252894
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 86
nu = 0.501503
obj = -1576.231229, rho = 0.136592
nSV = 100, nBSV = 94
Total nSV = 100
*
optimization finished, #iter = 102
nu = 0.516235
obj = -1612.074404, rho = 0.278881
nSV = 103, nBSV = 95
Total nSV = 103
*.*
optimization finished, #iter = 192
nu = 0.487458
obj = -1513.567939, rho = 0.420822
nSV = 98, nBSV = 87
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 70
nu = 0.500183
obj = -1814.867974, rho = 0.348951
nSV = 99, nBSV = 92
Total nSV = 99
*
optimization finished, #iter = 118
nu = 0.490002
obj = -1764.021846, rho = 0.264000
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 74
nu = 0.492381
obj = -1780.303562, rho = 0.190354
nSV = 98, nBSV = 93
Total nSV = 98
*
optimization finished, #iter = 100
nu = 0.505851
obj = -1819.253058, rho = 0.294372
nSV = 101, nBSV = 93
Total nSV = 101
*
optimization finished, #iter = 128
nu = 0.474030
obj = -1708.963166, rho = 0.501869
nSV = 97, nBSV = 87
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 110
nu = 0.487358
obj = -2051.001609, rho = 0.349521
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 100
nu = 0.476843
obj = -1992.913892, rho = 0.252126
nSV = 96, nBSV = 87
Total nSV = 96
*
optimization finished, #iter = 92
nu = 0.482980
obj = -2010.944872, rho = 0.203227
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 172
nu = 0.492399
obj = -2054.934357, rho = 0.340142
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 130
nu = 0.464849
obj = -1931.791984, rho = 0.562926
nSV = 92, nBSV = 82
Total nSV = 92
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 97
nu = 0.475611
obj = -2321.366756, rho = 0.365553
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 143
nu = 0.467600
obj = -2254.126367, rho = 0.218295
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 103
nu = 0.473558
obj = -2273.504489, rho = 0.209478
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 119
nu = 0.480475
obj = -2324.640072, rho = 0.407721
nSV = 99, nBSV = 88
Total nSV = 99
*.*
optimization finished, #iter = 238
nu = 0.453964
obj = -2185.458290, rho = 0.571378
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 114
nu = 0.469377
obj = -2629.771207, rho = 0.402679
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 147
nu = 0.457242
obj = -2551.915558, rho = 0.179993
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 92
nu = 0.463681
obj = -2571.280356, rho = 0.204115
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 102
nu = 0.471399
obj = -2632.835816, rho = 0.474728
nSV = 96, nBSV = 88
Total nSV = 96
*.*
optimization finished, #iter = 306
nu = 0.443963
obj = -2475.539702, rho = 0.602279
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 161
nu = 0.461811
obj = -2978.638886, rho = 0.411844
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 141
nu = 0.449730
obj = -2891.268099, rho = 0.164996
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 102
nu = 0.455413
obj = -2910.383904, rho = 0.212704
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 109
nu = 0.464134
obj = -2982.834749, rho = 0.469401
nSV = 95, nBSV = 87
Total nSV = 95
*.*
optimization finished, #iter = 269
nu = 0.434833
obj = -2807.861345, rho = 0.656665
nSV = 89, nBSV = 77
Total nSV = 89
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 146
nu = 0.454125
obj = -3374.747601, rho = 0.413045
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 185
nu = 0.441064
obj = -3278.098972, rho = 0.205401
nSV = 89, nBSV = 77
Total nSV = 89
*
optimization finished, #iter = 155
nu = 0.447651
obj = -3295.558163, rho = 0.202941
nSV = 91, nBSV = 82
Total nSV = 91
*
optimization finished, #iter = 137
nu = 0.457565
obj = -3379.999443, rho = 0.505260
nSV = 93, nBSV = 84
Total nSV = 93
*.*
optimization finished, #iter = 191
nu = 0.426487
obj = -3188.605766, rho = 0.718461
nSV = 88, nBSV = 77
Total nSV = 88
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 98
nu = 0.445780
obj = -3826.712284, rho = 0.465031
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 189
nu = 0.435313
obj = -3719.118188, rho = 0.253827
nSV = 88, nBSV = 77
Total nSV = 88
*
optimization finished, #iter = 129
nu = 0.439813
obj = -3733.381561, rho = 0.222845
nSV = 88, nBSV = 80
Total nSV = 88
*
optimization finished, #iter = 120
nu = 0.451242
obj = -3830.299681, rho = 0.561873
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 159
nu = 0.419755
obj = -3624.737878, rho = 0.799164
nSV = 86, nBSV = 76
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 95
nu = 0.439387
obj = -4341.603708, rho = 0.499004
nSV = 87, nBSV = 81
Total nSV = 87
*
optimization finished, #iter = 164
nu = 0.427583
obj = -4221.155590, rho = 0.226315
nSV = 87, nBSV = 77
Total nSV = 87
*
optimization finished, #iter = 120
nu = 0.431891
obj = -4233.332542, rho = 0.190989
nSV = 87, nBSV = 80
Total nSV = 87
*
optimization finished, #iter = 178
nu = 0.444470
obj = -4341.838242, rho = 0.600111
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 165
nu = 0.414497
obj = -4122.511864, rho = 0.888799
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 120
nu = 0.433586
obj = -4926.655636, rho = 0.515146
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 190
nu = 0.420959
obj = -4794.670318, rho = 0.195637
nSV = 86, nBSV = 76
Total nSV = 86
*
optimization finished, #iter = 131
nu = 0.425454
obj = -4802.620757, rho = 0.233738
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 159
nu = 0.437715
obj = -4922.458502, rho = 0.662281
nSV = 88, nBSV = 77
Total nSV = 88
*.*
optimization finished, #iter = 243
nu = 0.409171
obj = -4690.589421, rho = 0.930150
nSV = 84, nBSV = 71
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 143
nu = 0.426996
obj = -5592.483595, rho = 0.513735
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 196
nu = 0.415163
obj = -5448.893322, rho = 0.171120
nSV = 85, nBSV = 74
Total nSV = 85
*
optimization finished, #iter = 164
nu = 0.419368
obj = -5450.311446, rho = 0.337342
nSV = 86, nBSV = 77
Total nSV = 86
*
optimization finished, #iter = 172
nu = 0.429903
obj = -5584.794002, rho = 0.678751
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 246
nu = 0.404335
obj = -5339.678438, rho = 1.064410
nSV = 83, nBSV = 70
Total nSV = 83
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 107
nu = 0.420550
obj = -6352.344488, rho = 0.497498
nSV = 85, nBSV = 76
Total nSV = 85
*.*
optimization finished, #iter = 205
nu = 0.408678
obj = -6196.621166, rho = 0.297795
nSV = 85, nBSV = 73
Total nSV = 85
*
optimization finished, #iter = 172
nu = 0.413431
obj = -6187.674951, rho = 0.440535
nSV = 85, nBSV = 75
Total nSV = 85
*.*
optimization finished, #iter = 245
nu = 0.423787
obj = -6340.563944, rho = 0.723660
nSV = 86, nBSV = 75
Total nSV = 86
*..*
optimization finished, #iter = 433
nu = 0.398746
obj = -6082.620672, rho = 1.099559
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 119
nu = 0.414791
obj = -7219.302410, rho = 0.503604
nSV = 84, nBSV = 74
Total nSV = 84
.*.*
optimization finished, #iter = 413
nu = 0.402763
obj = -7052.684675, rho = 0.411051
nSV = 83, nBSV = 71
Total nSV = 83
.*
optimization finished, #iter = 285
nu = 0.406703
obj = -7028.766836, rho = 0.464664
nSV = 84, nBSV = 73
Total nSV = 84
.*
optimization finished, #iter = 309
nu = 0.418614
obj = -7198.626496, rho = 0.804185
nSV = 84, nBSV = 72
Total nSV = 84
.*.*
optimization finished, #iter = 542
nu = 0.393657
obj = -6934.494068, rho = 1.124109
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 250
nu = 0.410235
obj = -8207.109133, rho = 0.562013
nSV = 84, nBSV = 73
Total nSV = 84
.*
optimization finished, #iter = 367
nu = 0.398447
obj = -8032.142184, rho = 0.542490
nSV = 81, nBSV = 70
Total nSV = 81
.*.*
optimization finished, #iter = 453
nu = 0.400706
obj = -7989.612221, rho = 0.467373
nSV = 83, nBSV = 70
Total nSV = 83
*.*
optimization finished, #iter = 363
nu = 0.411454
obj = -8178.273498, rho = 0.941824
nSV = 84, nBSV = 71
Total nSV = 84
.*.*
optimization finished, #iter = 510
nu = 0.389661
obj = -7910.681673, rho = 1.233513
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 257
nu = 0.405894
obj = -9329.225908, rho = 0.677663
nSV = 85, nBSV = 72
Total nSV = 85
.*.*
optimization finished, #iter = 498
nu = 0.394051
obj = -9150.170418, rho = 0.653477
nSV = 81, nBSV = 70
Total nSV = 81
.*.*
optimization finished, #iter = 444
nu = 0.394584
obj = -9089.048855, rho = 0.498034
nSV = 82, nBSV = 68
Total nSV = 82
.*.*
optimization finished, #iter = 411
nu = 0.405540
obj = -9298.521541, rho = 1.103419
nSV = 83, nBSV = 71
Total nSV = 83
.*..*
optimization finished, #iter = 633
nu = 0.385896
obj = -9028.333841, rho = 1.397581
nSV = 81, nBSV = 66
Total nSV = 81
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 491
nu = 0.400484
obj = -10610.064116, rho = 0.814926
nSV = 83, nBSV = 71
Total nSV = 83
.*.*
optimization finished, #iter = 486
nu = 0.389972
obj = -10427.959998, rho = 0.801406
nSV = 79, nBSV = 68
Total nSV = 79
.*
optimization finished, #iter = 381
nu = 0.389320
obj = -10347.357995, rho = 0.594711
nSV = 81, nBSV = 67
Total nSV = 81
.*..*
optimization finished, #iter = 727
nu = 0.400429
obj = -10576.917419, rho = 1.309063
nSV = 83, nBSV = 69
Total nSV = 83
.*
optimization finished, #iter = 334
nu = 0.382672
obj = -10308.406442, rho = 1.573141
nSV = 79, nBSV = 66
Total nSV = 79
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 456
nu = 0.396760
obj = -12066.928165, rho = 1.077108
nSV = 83, nBSV = 71
Total nSV = 83
.*..*.*
optimization finished, #iter = 682
nu = 0.386511
obj = -11886.698862, rho = 0.987215
nSV = 79, nBSV = 64
Total nSV = 79
.*.*
optimization finished, #iter = 483
nu = 0.384390
obj = -11788.007307, rho = 0.699909
nSV = 81, nBSV = 67
Total nSV = 81
..*..*
optimization finished, #iter = 850
nu = 0.394597
obj = -12039.424455, rho = 1.439157
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 402
nu = 0.379869
obj = -11772.971996, rho = 1.724098
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*..*
optimization finished, #iter = 664
nu = 0.391480
obj = -13727.573778, rho = 1.059610
nSV = 84, nBSV = 68
Total nSV = 84
..*..*
optimization finished, #iter = 804
nu = 0.382114
obj = -13555.710438, rho = 1.231063
nSV = 80, nBSV = 65
Total nSV = 80
.*.*
optimization finished, #iter = 423
nu = 0.380163
obj = -13437.060269, rho = 0.829018
nSV = 79, nBSV = 67
Total nSV = 79
.*..*
optimization finished, #iter = 756
nu = 0.389587
obj = -13714.270682, rho = 1.466523
nSV = 82, nBSV = 67
Total nSV = 82
..*..*
optimization finished, #iter = 912
nu = 0.377193
obj = -13448.446657, rho = 1.802806
nSV = 81, nBSV = 66
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 428
nu = 0.386830
obj = -15624.943955, rho = 1.153094
nSV = 81, nBSV = 66
Total nSV = 81
.*..*
optimization finished, #iter = 633
nu = 0.378233
obj = -15467.986965, rho = 1.505495
nSV = 80, nBSV = 65
Total nSV = 80
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 427
nu = 0.376941
obj = -15321.565986, rho = 0.975845
nSV = 79, nBSV = 66
Total nSV = 79
.*.*
optimization finished, #iter = 564
nu = 0.386002
obj = -15629.637422, rho = 1.654671
nSV = 80, nBSV = 66
Total nSV = 80
..*..*
optimization finished, #iter = 803
nu = 0.374586
obj = -15366.257850, rho = 1.990406
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
..*
optimization finished, #iter = 509
nu = 0.382527
obj = -17791.063903, rho = 1.311587
nSV = 81, nBSV = 67
Total nSV = 81
..*.*
optimization finished, #iter = 580
nu = 0.375252
obj = -17657.295192, rho = 1.914528
nSV = 78, nBSV = 66
Total nSV = 78
.
WARNING: using -h 0 may be faster
*..*
optimization finished, #iter = 646
nu = 0.373573
obj = -17474.250423, rho = 1.206282
nSV = 78, nBSV = 65
Total nSV = 78
..*..*
optimization finished, #iter = 946
nu = 0.382322
obj = -17815.500169, rho = 1.968211
nSV = 80, nBSV = 65
Total nSV = 80
..*.*
optimization finished, #iter = 646
nu = 0.372151
obj = -17561.150036, rho = 2.259448
nSV = 79, nBSV = 64
Total nSV = 79
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 613
nu = 0.378561
obj = -20262.691502, rho = 1.514612
nSV = 80, nBSV = 65
Total nSV = 80
..*..*
optimization finished, #iter = 786
nu = 0.373032
obj = -20157.515166, rho = 2.271143
nSV = 78, nBSV = 65
Total nSV = 78
.
WARNING: using -h 0 may be faster
*..*
optimization finished, #iter = 633
nu = 0.370208
obj = -19934.220464, rho = 1.454933
nSV = 78, nBSV = 64
Total nSV = 78
...*..*
optimization finished, #iter = 1136
nu = 0.378561
obj = -20313.538773, rho = 2.261695
nSV = 80, nBSV = 64
Total nSV = 80
..*..*
optimization finished, #iter = 837
nu = 0.370298
obj = -20071.632035, rho = 2.399248
nSV = 79, nBSV = 66
Total nSV = 79
Cross Validation Accuracy = 82.9167%
..*..*
optimization finished, #iter = 804
nu = 0.374245
obj = -23087.770243, rho = 1.868127
nSV = 80, nBSV = 64
Total nSV = 80
...*.*
optimization finished, #iter = 903
nu = 0.370061
obj = -23013.990638, rho = 2.571838
nSV = 79, nBSV = 64
Total nSV = 79
..*.*
optimization finished, #iter = 661
nu = 0.366828
obj = -22749.321517, rho = 1.633261
nSV = 77, nBSV = 64
Total nSV = 77
...*...*
optimization finished, #iter = 1161
nu = 0.375119
obj = -23169.551594, rho = 2.361244
nSV = 80, nBSV = 64
Total nSV = 80
..*..*
optimization finished, #iter = 786
nu = 0.368587
obj = -22939.977158, rho = 2.546062
nSV = 78, nBSV = 64
Total nSV = 78
Cross Validation Accuracy = 82.9167%
..*...*
optimization finished, #iter = 976
nu = 0.370402
obj = -26318.021280, rho = 2.257675
nSV = 79, nBSV = 63
Total nSV = 79
...*..*
optimization finished, #iter = 1072
nu = 0.367295
obj = -26282.816450, rho = 2.900738
nSV = 80, nBSV = 64
Total nSV = 80
...*.*..*
optimization finished, #iter = 1225
nu = 0.364107
obj = -25969.196174, rho = 1.866587
nSV = 77, nBSV = 62
Total nSV = 77
...*...*
optimization finished, #iter = 1283
nu = 0.372065
obj = -26433.508134, rho = 2.516793
nSV = 80, nBSV = 64
Total nSV = 80
...*..*..*
optimization finished, #iter = 1441
nu = 0.366677
obj = -26218.346166, rho = 2.631454
nSV = 76, nBSV = 64
Total nSV = 76
Cross Validation Accuracy = 83.3333%
...*.*
optimization finished, #iter = 891
nu = 0.366594
obj = -30013.163698, rho = 2.617903
nSV = 79, nBSV = 63
Total nSV = 79
....*..*
optimization finished, #iter = 1243
nu = 0.364874
obj = -30021.889160, rho = 3.274004
nSV = 79, nBSV = 63
Total nSV = 79
...*..*
optimization finished, #iter = 1036
nu = 0.361640
obj = -29648.810120, rho = 2.228857
nSV = 77, nBSV = 61
Total nSV = 77
...*..*
optimization finished, #iter = 1033
nu = 0.369225
obj = -30162.225985, rho = 2.709313
nSV = 81, nBSV = 63
Total nSV = 81
...*.*
optimization finished, #iter = 941
nu = 0.364930
obj = -29963.435808, rho = 3.112903
nSV = 76, nBSV = 61
Total nSV = 76
Cross Validation Accuracy = 82.9167%
...*..*
optimization finished, #iter = 1106
nu = 0.363202
obj = -34240.751323, rho = 3.022780
nSV = 79, nBSV = 62
Total nSV = 79
....*...*
optimization finished, #iter = 1466
nu = 0.362653
obj = -34296.528304, rho = 3.714420
nSV = 80, nBSV = 63
Total nSV = 80
...*...*.*
optimization finished, #iter = 1408
nu = 0.359596
obj = -33849.782615, rho = 2.693934
nSV = 76, nBSV = 60
Total nSV = 76
..*...*
optimization finished, #iter = 971
nu = 0.366630
obj = -34421.147388, rho = 2.873792
nSV = 79, nBSV = 62
Total nSV = 79
....*...*
optimization finished, #iter = 1469
nu = 0.363050
obj = -34243.586144, rho = 3.725043
nSV = 78, nBSV = 61
Total nSV = 78
Cross Validation Accuracy = 82.9167%
...*..*
optimization finished, #iter = 1139
nu = 0.360413
obj = -39074.407899, rho = 3.427707
nSV = 79, nBSV = 63
Total nSV = 79
....*..*
optimization finished, #iter = 1320
nu = 0.360647
obj = -39181.510976, rho = 4.247565
nSV = 81, nBSV = 63
Total nSV = 81
....*....*
optimization finished, #iter = 1543
nu = 0.357212
obj = -38646.554948, rho = 3.185600
nSV = 76, nBSV = 60
Total nSV = 76
...*..*
optimization finished, #iter = 1147
nu = 0.364414
obj = -39281.329342, rho = 3.059117
nSV = 79, nBSV = 62
Total nSV = 79
.....*...*
optimization finished, #iter = 1599
nu = 0.361042
obj = -39136.845329, rho = 4.337894
nSV = 78, nBSV = 60
Total nSV = 78
Cross Validation Accuracy = 82.9167%
....*..*
optimization finished, #iter = 1259
nu = 0.358017
obj = -44594.374072, rho = 3.824526
nSV = 79, nBSV = 63
Total nSV = 79
....*..*
optimization finished, #iter = 1199
nu = 0.358854
obj = -44762.192266, rho = 4.868244
nSV = 79, nBSV = 62
Total nSV = 79
....*...*
optimization finished, #iter = 1376
nu = 0.355350
obj = -44122.453210, rho = 3.590639
nSV = 76, nBSV = 60
Total nSV = 76
...*...*
optimization finished, #iter = 1326
nu = 0.362266
obj = -44823.079999, rho = 3.208837
nSV = 80, nBSV = 62
Total nSV = 80
.....*....*
optimization finished, #iter = 1792
nu = 0.359266
obj = -44730.981411, rho = 5.161408
nSV = 78, nBSV = 59
Total nSV = 78
Cross Validation Accuracy = 82.9167%
...*...*.*
optimization finished, #iter = 1263
nu = 0.355956
obj = -50892.023437, rho = 4.263866
nSV = 78, nBSV = 61
Total nSV = 78
....*...*
optimization finished, #iter = 1383
nu = 0.357513
obj = -51127.083449, rho = 5.072400
nSV = 78, nBSV = 61
Total nSV = 78
.....*...*
optimization finished, #iter = 1538
nu = 0.353794
obj = -50364.333782, rho = 4.125763
nSV = 75, nBSV = 59
Total nSV = 75
....*....*
optimization finished, #iter = 1536
nu = 0.360310
obj = -51139.619698, rho = 3.359425
nSV = 80, nBSV = 62
Total nSV = 80
......*...*
optimization finished, #iter = 1885
nu = 0.357758
obj = -51121.107036, rho = 5.920121
nSV = 77, nBSV = 59
Total nSV = 77
Cross Validation Accuracy = 83.3333%
....*...*
optimization finished, #iter = 1437
nu = 0.354304
obj = -58067.295506, rho = 4.977040
nSV = 76, nBSV = 62
Total nSV = 76
.....*......*.........*
optimization finished, #iter = 3900
nu = 0.356310
obj = -58379.177671, rho = 5.280563
nSV = 78, nBSV = 61
Total nSV = 78
......*..*
optimization finished, #iter = 1692
nu = 0.352325
obj = -57469.511948, rho = 4.790458
nSV = 75, nBSV = 58
Total nSV = 75
.....*..*
optimization finished, #iter = 1478
nu = 0.358721
obj = -58329.690165, rho = 3.799737
nSV = 79, nBSV = 62
Total nSV = 79
.....*....*
optimization finished, #iter = 1837
nu = 0.356421
obj = -58413.442492, rho = 6.741452
nSV = 77, nBSV = 58
Total nSV = 77
Cross Validation Accuracy = 83.3333%
.....*...*..*
optimization finished, #iter = 1847
nu = 0.352767
obj = -66230.348523, rho = 5.867265
nSV = 77, nBSV = 60
Total nSV = 77
.....*...*
optimization finished, #iter = 1696
nu = 0.355221
obj = -66629.234032, rho = 5.832096
nSV = 78, nBSV = 59
Total nSV = 78
........*...*
optimization finished, #iter = 2222
nu = 0.350856
obj = -65550.911374, rho = 5.425275
nSV = 77, nBSV = 59
Total nSV = 77
.......*....*
optimization finished, #iter = 2216
nu = 0.356742
obj = -66503.885848, rho = 4.744038
nSV = 78, nBSV = 58
Total nSV = 78
.......*...*
optimization finished, #iter = 2052
nu = 0.355209
obj = -66727.804837, rho = 7.889082
nSV = 79, nBSV = 59
Total nSV = 79
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165991, rho = 0.999327
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165989, rho = 0.999448
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165989, rho = 0.999273
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165992, rho = 0.999333
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164036, rho = 0.999318
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190674, rho = 0.999226
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190672, rho = 0.999365
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190671, rho = 0.999165
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190675, rho = 0.999234
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188428, rho = 0.999217
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.219020, rho = 0.999111
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219017, rho = 0.999271
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219016, rho = 0.999041
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219021, rho = 0.999120
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216439, rho = 0.999100
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251579, rho = 0.998979
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251575, rho = 0.999163
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251574, rho = 0.998898
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251580, rho = 0.998989
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248613, rho = 0.998966
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.288978, rho = 0.998828
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288973, rho = 0.999038
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288972, rho = 0.998734
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288980, rho = 0.998839
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285570, rho = 0.998813
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331931, rho = 0.998653
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331926, rho = 0.998743
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331922, rho = 0.998546
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331934, rho = 0.998666
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.328015, rho = 0.998636
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.381285, rho = 0.998453
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.381278, rho = 0.998556
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381274, rho = 0.998330
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381289, rho = 0.998468
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376785, rho = 0.998433
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.437956, rho = 0.998223
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437947, rho = 0.998341
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437941, rho = 0.998081
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437962, rho = 0.998240
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.432786, rho = 0.998200
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.503047, rho = 0.997959
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.503035, rho = 0.998094
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503027, rho = 0.997796
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503054, rho = 0.997978
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.497105, rho = 0.997933
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.577810, rho = 0.997655
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.577798, rho = 0.997764
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577784, rho = 0.997469
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577819, rho = 0.997677
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.570981, rho = 0.997625
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.663686, rho = 0.997306
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.663670, rho = 0.997431
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663652, rho = 0.997092
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663698, rho = 0.997332
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.655836, rho = 0.997272
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.762298, rho = 0.996906
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.762277, rho = 0.997049
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762254, rho = 0.996660
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762315, rho = 0.996935
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.753275, rho = 0.996867
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.875568, rho = 0.996481
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.875541, rho = 0.996462
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.875504, rho = 0.996166
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875582, rho = 0.996479
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.865187, rho = 0.996401
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -1.005661, rho = 0.995958
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.005626, rho = 0.995936
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.005583, rho = 0.995533
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.005680, rho = 0.995956
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.993730, rho = 0.995786
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.155056, rho = 0.995127
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.155003, rho = 0.995331
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.154946, rho = 0.994869
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.155074, rho = 0.995355
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.141328, rho = 0.995160
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.326611, rho = 0.994402
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.326541, rho = 0.994637
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.326465, rho = 0.994106
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.326641, rho = 0.994464
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.310820, rho = 0.994440
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.523616, rho = 0.993570
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.523523, rho = 0.993840
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.523424, rho = 0.993230
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.523656, rho = 0.993641
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.505449, rho = 0.993613
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.749893, rho = 0.992613
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.749771, rho = 0.992923
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.749640, rho = 0.992223
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.749946, rho = 0.992696
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.728987, rho = 0.992663
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.009660, rho = 0.991515
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.009510, rho = 0.991798
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.009327, rho = 0.991067
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.009731, rho = 0.991609
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.985596, rho = 0.991572
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.307749, rho = 0.990253
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.307551, rho = 0.990579
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.307309, rho = 0.989739
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.307842, rho = 0.990362
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -2.280044, rho = 0.990320
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.650192, rho = 0.988804
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.649931, rho = 0.989178
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.649611, rho = 0.988213
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.650328, rho = 0.988920
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.618295, rho = 0.988609
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -3.043173, rho = 0.987308
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.042822, rho = 0.987569
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.042417, rho = 0.986471
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.043346, rho = 0.987273
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.006417, rho = 0.986915
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -3.494351, rho = 0.985421
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.493888, rho = 0.985721
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.493354, rho = 0.984459
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.494598, rho = 0.985655
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.451982, rho = 0.984970
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.012223, rho = 0.983043
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.011592, rho = 0.983597
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.010888, rho = 0.982148
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.012529, rho = 0.983522
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.963339, rho = 0.982734
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.606526, rho = 0.980521
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.605712, rho = 0.980982
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.604763, rho = 0.979493
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.606929, rho = 0.981071
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.550113, rho = 0.980167
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.288321, rho = 0.977625
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.287248, rho = 0.978155
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.285996, rho = 0.976443
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.288854, rho = 0.978257
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.223179, rho = 0.977218
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.070586, rho = 0.974297
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.069170, rho = 0.974906
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.067518, rho = 0.972941
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.071288, rho = 0.975023
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.995305, rho = 0.973830
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.967852, rho = 0.970475
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.965984, rho = 0.971175
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.963818, rho = 0.968917
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.968779, rho = 0.971309
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.880781, rho = 0.969939
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.996697, rho = 0.966086
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.994208, rho = 0.966889
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.991350, rho = 0.964295
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.997896, rho = 0.967043
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.895901, rho = 0.965521
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -9.176268, rho = 0.961043
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -9.173011, rho = 0.962288
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -9.169213, rho = 0.958986
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.177849, rho = 0.962143
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -9.059448, rho = 0.960395
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -10.528329, rho = 0.955250
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.524031, rho = 0.956310
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.519019, rho = 0.952887
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.530415, rho = 0.956513
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.392770, rho = 0.954505
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -12.077420, rho = 0.948595
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -12.071749, rho = 0.950238
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -12.065136, rho = 0.945881
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.080173, rho = 0.950047
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.919900, rho = 0.947740
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -13.851416, rho = 0.940952
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -13.843933, rho = 0.942839
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.835207, rho = 0.937834
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.855049, rho = 0.942619
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.668095, rho = 0.939969
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -15.882349, rho = 0.932171
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -15.872490, rho = 0.934339
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -15.860961, rho = 0.928590
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.887142, rho = 0.934087
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.668628, rho = 0.931043
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -18.206341, rho = 0.922084
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -18.193332, rho = 0.924574
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -18.178119, rho = 0.917970
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -18.212666, rho = 0.924285
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.956693, rho = 0.920788
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -20.863315, rho = 0.910499
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -20.846149, rho = 0.913359
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -20.826076, rho = 0.905774
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -20.871660, rho = 0.913027
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -20.571081, rho = 0.909010
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -23.900047, rho = 0.897189
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -23.877395, rho = 0.900474
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -23.850983, rho = 0.891704
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -23.911059, rho = 0.900092
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -23.557137, rho = 0.895478
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -27.366530, rho = 0.881902
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -27.336642, rho = 0.885676
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -27.301791, rho = 0.875601
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.381060, rho = 0.885237
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -26.963115, rho = 0.879937
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -31.319873, rho = 0.864345
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -31.280439, rho = 0.868680
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -31.234457, rho = 0.857108
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -31.339045, rho = 0.868177
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -30.843930, rho = 0.862089
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -35.826564, rho = 0.844168
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -35.774526, rho = 0.849148
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -35.713848, rho = 0.835855
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -35.851863, rho = 0.848569
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -35.263252, rho = 0.841576
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -40.953259, rho = 0.820998
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -40.884596, rho = 0.826718
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -40.804532, rho = 0.811448
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -40.986641, rho = 0.826054
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -40.284324, rho = 0.818020
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -46.778028, rho = 0.794384
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -46.687430, rho = 0.800955
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -46.581788, rho = 0.783415
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -46.822074, rho = 0.800191
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -45.980784, rho = 0.790964
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -53.386518, rho = 0.763804
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -53.266967, rho = 0.771351
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -53.127565, rho = 0.751202
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -53.444640, rho = 0.770474
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -52.432619, rho = 0.759874
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -60.864606, rho = 0.728683
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -60.706860, rho = 0.737353
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -60.522921, rho = 0.714209
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -60.941298, rho = 0.736346
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -59.718633, rho = 0.724170
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -69.308657, rho = 0.688336
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -69.100505, rho = 0.698296
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -68.857792, rho = 0.671709
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -69.409853, rho = 0.697139
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -67.925969, rho = 0.683152
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -78.813033, rho = 0.641899
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -78.538384, rho = 0.653437
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -78.218130, rho = 0.622897
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -78.946563, rho = 0.652107
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -77.137294, rho = 0.636041
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -89.475725, rho = 0.588650
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -89.113323, rho = 0.601903
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -88.690743, rho = 0.566822
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -89.651919, rho = 0.600376
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -87.435379, rho = 0.581920
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -101.385494, rho = 0.527486
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -100.907309, rho = 0.542709
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -100.349721, rho = 0.502412
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -101.617981, rho = 0.540956
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -98.889478, rho = 0.519756
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -114.622309, rho = 0.457578
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -113.991238, rho = 0.474707
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -113.255485, rho = 0.428417
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -114.928991, rho = 0.472692
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -111.554051, rho = 0.448340
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 66.25%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -129.238251, rho = 0.376898
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -128.405570, rho = 0.396598
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -127.434742, rho = 0.343426
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -129.642935, rho = 0.394284
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -125.448593, rho = 0.366311
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 71.25%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -145.252296, rho = 0.284262
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -144.153538, rho = 0.306873
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -142.872507, rho = 0.245794
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -145.786252, rho = 0.304215
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -140.549177, rho = 0.272081
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 76.25%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -162.624115, rho = 0.177832
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -161.174291, rho = 0.203805
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -159.483975, rho = 0.133643
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -163.328677, rho = 0.200752
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -156.759918, rho = 0.163840
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.871499
obj = -181.271136, rho = 0.091815
nSV = 170, nBSV = 168
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.871625
obj = -179.538486, rho = 0.132819
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 91
nu = 0.860797
obj = -177.482915, rho = 0.081899
nSV = 168, nBSV = 163
Total nSV = 168
*
optimization finished, #iter = 86
nu = 0.875000
obj = -182.252094, rho = 0.129250
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 82
nu = 0.858639
obj = -174.202675, rho = 0.113871
nSV = 164, nBSV = 164
Total nSV = 164
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.840742
obj = -201.978127, rho = 0.088377
nSV = 164, nBSV = 161
Total nSV = 164
*
optimization finished, #iter = 84
nu = 0.835525
obj = -199.955835, rho = 0.135343
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 88
nu = 0.825937
obj = -197.706280, rho = 0.070947
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 94
nu = 0.846246
obj = -203.094876, rho = 0.115381
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 91
nu = 0.823657
obj = -193.627210, rho = 0.119573
nSV = 159, nBSV = 155
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.815835
obj = -225.048299, rho = 0.071029
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 84
nu = 0.813020
obj = -222.902204, rho = 0.103775
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 80
nu = 0.801424
obj = -220.456185, rho = 0.048819
nSV = 155, nBSV = 152
Total nSV = 155
*
optimization finished, #iter = 86
nu = 0.815031
obj = -226.712823, rho = 0.138555
nSV = 158, nBSV = 154
Total nSV = 158
*
optimization finished, #iter = 84
nu = 0.790580
obj = -215.615883, rho = 0.129677
nSV = 153, nBSV = 149
Total nSV = 153
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 82
nu = 0.789352
obj = -250.816071, rho = 0.070995
nSV = 154, nBSV = 151
Total nSV = 154
*
optimization finished, #iter = 78
nu = 0.787949
obj = -248.344721, rho = 0.131837
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 82
nu = 0.772427
obj = -245.956123, rho = 0.033083
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 80
nu = 0.793611
obj = -253.241547, rho = 0.141511
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 82
nu = 0.773622
obj = -240.178013, rho = 0.133684
nSV = 148, nBSV = 145
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.763474
obj = -279.727955, rho = 0.055127
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 82
nu = 0.765893
obj = -276.753316, rho = 0.095678
nSV = 150, nBSV = 145
Total nSV = 150
*
optimization finished, #iter = 73
nu = 0.750000
obj = -274.678894, rho = 0.048632
nSV = 144, nBSV = 144
Total nSV = 144
*
optimization finished, #iter = 85
nu = 0.771996
obj = -282.750133, rho = 0.116906
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 82
nu = 0.745246
obj = -267.324171, rho = 0.134906
nSV = 144, nBSV = 141
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.741783
obj = -311.946995, rho = 0.080612
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 83
nu = 0.743317
obj = -308.384896, rho = 0.086275
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 85
nu = 0.728490
obj = -306.695025, rho = 0.028795
nSV = 143, nBSV = 137
Total nSV = 143
*
optimization finished, #iter = 99
nu = 0.749542
obj = -315.623985, rho = 0.109464
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 77
nu = 0.719584
obj = -297.896718, rho = 0.121095
nSV = 139, nBSV = 136
Total nSV = 139
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 77
nu = 0.717650
obj = -348.139793, rho = 0.076212
nSV = 140, nBSV = 136
Total nSV = 140
*
optimization finished, #iter = 102
nu = 0.716347
obj = -343.684138, rho = 0.077945
nSV = 141, nBSV = 133
Total nSV = 141
*
optimization finished, #iter = 82
nu = 0.709519
obj = -342.477158, rho = 0.006398
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 80
nu = 0.726515
obj = -352.615783, rho = 0.117736
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 92
nu = 0.697405
obj = -331.969951, rho = 0.108712
nSV = 136, nBSV = 130
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.693026
obj = -388.949440, rho = 0.074160
nSV = 136, nBSV = 131
Total nSV = 136
*
optimization finished, #iter = 80
nu = 0.687511
obj = -383.738123, rho = 0.080353
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 81
nu = 0.682091
obj = -382.764374, rho = 0.023607
nSV = 134, nBSV = 127
Total nSV = 134
*
optimization finished, #iter = 87
nu = 0.706929
obj = -394.015788, rho = 0.121597
nSV = 138, nBSV = 134
Total nSV = 138
*
optimization finished, #iter = 76
nu = 0.671257
obj = -370.394016, rho = 0.115036
nSV = 130, nBSV = 125
Total nSV = 130
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.670002
obj = -434.902780, rho = 0.075382
nSV = 133, nBSV = 126
Total nSV = 133
*
optimization finished, #iter = 90
nu = 0.665026
obj = -429.073210, rho = 0.105055
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 79
nu = 0.660183
obj = -428.486746, rho = 0.016622
nSV = 130, nBSV = 125
Total nSV = 130
*
optimization finished, #iter = 79
nu = 0.682409
obj = -440.444115, rho = 0.140936
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 77
nu = 0.646375
obj = -413.909442, rho = 0.159345
nSV = 126, nBSV = 122
Total nSV = 126
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 86
nu = 0.647696
obj = -486.947501, rho = 0.093500
nSV = 129, nBSV = 122
Total nSV = 129
*
optimization finished, #iter = 76
nu = 0.645833
obj = -480.440510, rho = 0.100579
nSV = 126, nBSV = 122
Total nSV = 126
*
optimization finished, #iter = 76
nu = 0.641675
obj = -479.775608, rho = -0.006286
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 86
nu = 0.666376
obj = -492.664857, rho = 0.180985
nSV = 130, nBSV = 121
Total nSV = 130
*
optimization finished, #iter = 75
nu = 0.628395
obj = -462.911102, rho = 0.163007
nSV = 122, nBSV = 118
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 78
nu = 0.629046
obj = -545.911432, rho = 0.112890
nSV = 123, nBSV = 120
Total nSV = 123
*
optimization finished, #iter = 75
nu = 0.628750
obj = -537.787273, rho = 0.093616
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 73
nu = 0.625254
obj = -537.651486, rho = -0.008999
nSV = 122, nBSV = 119
Total nSV = 122
*
optimization finished, #iter = 103
nu = 0.641506
obj = -551.532837, rho = 0.218814
nSV = 127, nBSV = 120
Total nSV = 127
*
optimization finished, #iter = 78
nu = 0.609585
obj = -518.016758, rho = 0.208563
nSV = 118, nBSV = 114
Total nSV = 118
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.611869
obj = -612.310045, rho = 0.115788
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 92
nu = 0.610105
obj = -602.310795, rho = 0.111563
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 76
nu = 0.608849
obj = -602.533980, rho = 0.005085
nSV = 119, nBSV = 113
Total nSV = 119
*
optimization finished, #iter = 86
nu = 0.622188
obj = -618.438890, rho = 0.250266
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 70
nu = 0.589130
obj = -580.214138, rho = 0.221336
nSV = 116, nBSV = 110
Total nSV = 116
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 100
nu = 0.595429
obj = -687.272984, rho = 0.113761
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 72
nu = 0.594547
obj = -675.079398, rho = 0.127753
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 88
nu = 0.592988
obj = -675.635515, rho = 0.008436
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 90
nu = 0.609247
obj = -693.657931, rho = 0.240240
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 72
nu = 0.572678
obj = -650.685046, rho = 0.249411
nSV = 112, nBSV = 107
Total nSV = 112
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 83
nu = 0.579096
obj = -772.022631, rho = 0.110718
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 79
nu = 0.578932
obj = -756.847877, rho = 0.115786
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 77
nu = 0.574307
obj = -758.274596, rho = 0.035399
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 81
nu = 0.590771
obj = -778.087852, rho = 0.217766
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 80
nu = 0.556895
obj = -730.370781, rho = 0.247568
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 89
nu = 0.565131
obj = -867.620069, rho = 0.120624
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 80
nu = 0.562624
obj = -848.830552, rho = 0.165357
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 99
nu = 0.559413
obj = -851.949261, rho = 0.051359
nSV = 111, nBSV = 104
Total nSV = 111
*
optimization finished, #iter = 110
nu = 0.574824
obj = -873.520676, rho = 0.205839
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 73
nu = 0.540664
obj = -820.627818, rho = 0.257750
nSV = 106, nBSV = 101
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 101
nu = 0.546374
obj = -976.442842, rho = 0.168713
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 88
nu = 0.544260
obj = -953.301647, rho = 0.226557
nSV = 107, nBSV = 101
Total nSV = 107
*
optimization finished, #iter = 95
nu = 0.543118
obj = -958.007668, rho = 0.034220
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 114
nu = 0.557953
obj = -981.817591, rho = 0.204329
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 106
nu = 0.528352
obj = -922.353187, rho = 0.271216
nSV = 104, nBSV = 95
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 78
nu = 0.534740
obj = -1100.541596, rho = 0.226608
nSV = 106, nBSV = 101
Total nSV = 106
*
optimization finished, #iter = 89
nu = 0.528764
obj = -1072.206448, rho = 0.260972
nSV = 106, nBSV = 98
Total nSV = 106
*
optimization finished, #iter = 92
nu = 0.529067
obj = -1078.527229, rho = 0.037522
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 116
nu = 0.543329
obj = -1104.792618, rho = 0.201137
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 116
nu = 0.513455
obj = -1037.512650, rho = 0.299745
nSV = 102, nBSV = 94
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.523396
obj = -1240.622121, rho = 0.300231
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 97
nu = 0.515700
obj = -1206.997461, rho = 0.252763
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 97
nu = 0.513803
obj = -1215.675643, rho = 0.080288
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 120
nu = 0.528615
obj = -1244.597643, rho = 0.230780
nSV = 106, nBSV = 98
Total nSV = 106
*
optimization finished, #iter = 85
nu = 0.498963
obj = -1168.800619, rho = 0.344293
nSV = 98, nBSV = 88
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 71
nu = 0.509866
obj = -1399.782400, rho = 0.356937
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 106
nu = 0.500176
obj = -1360.632417, rho = 0.252430
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 89
nu = 0.501712
obj = -1372.348484, rho = 0.135767
nSV = 99, nBSV = 94
Total nSV = 99
*
optimization finished, #iter = 97
nu = 0.516391
obj = -1403.591567, rho = 0.277447
nSV = 103, nBSV = 95
Total nSV = 103
*.*
optimization finished, #iter = 209
nu = 0.487713
obj = -1317.860601, rho = 0.419216
nSV = 98, nBSV = 87
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 106
nu = 0.500466
obj = -1580.203880, rho = 0.349598
nSV = 99, nBSV = 91
Total nSV = 99
*
optimization finished, #iter = 118
nu = 0.490222
obj = -1535.780896, rho = 0.263966
nSV = 97, nBSV = 87
Total nSV = 97
*
optimization finished, #iter = 78
nu = 0.492526
obj = -1549.953935, rho = 0.189678
nSV = 98, nBSV = 93
Total nSV = 98
*
optimization finished, #iter = 103
nu = 0.505996
obj = -1583.935388, rho = 0.293918
nSV = 101, nBSV = 93
Total nSV = 101
*
optimization finished, #iter = 135
nu = 0.474251
obj = -1487.910784, rho = 0.499118
nSV = 97, nBSV = 87
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 120
nu = 0.487575
obj = -1785.708133, rho = 0.349430
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 101
nu = 0.477050
obj = -1734.938704, rho = 0.251673
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 91
nu = 0.483193
obj = -1750.658338, rho = 0.202563
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 158
nu = 0.492601
obj = -1789.029293, rho = 0.339772
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 149
nu = 0.464993
obj = -1681.847749, rho = 0.561724
nSV = 92, nBSV = 82
Total nSV = 92
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 105
nu = 0.475805
obj = -2021.006618, rho = 0.364475
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 141
nu = 0.467734
obj = -1962.228805, rho = 0.218226
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 102
nu = 0.473721
obj = -1979.133196, rho = 0.208360
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 123
nu = 0.480655
obj = -2023.741135, rho = 0.406535
nSV = 98, nBSV = 89
Total nSV = 98
*.*
optimization finished, #iter = 221
nu = 0.454095
obj = -1902.638318, rho = 0.570165
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 92
nu = 0.469486
obj = -2289.415976, rho = 0.401311
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 135
nu = 0.457377
obj = -2221.289424, rho = 0.178824
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 96
nu = 0.463862
obj = -2238.212784, rho = 0.203982
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 101
nu = 0.471494
obj = -2291.911274, rho = 0.474874
nSV = 96, nBSV = 88
Total nSV = 96
*.*
optimization finished, #iter = 282
nu = 0.444111
obj = -2155.084037, rho = 0.601750
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 183
nu = 0.461874
obj = -2592.989022, rho = 0.409444
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 140
nu = 0.449921
obj = -2516.501420, rho = 0.163778
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 105
nu = 0.455461
obj = -2533.276552, rho = 0.213950
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 109
nu = 0.464277
obj = -2596.441449, rho = 0.470119
nSV = 95, nBSV = 87
Total nSV = 95
*.*
optimization finished, #iter = 259
nu = 0.434972
obj = -2444.275299, rho = 0.655139
nSV = 89, nBSV = 77
Total nSV = 89
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 114
nu = 0.454236
obj = -2937.701625, rho = 0.410899
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 176
nu = 0.441253
obj = -2852.891884, rho = 0.199298
nSV = 89, nBSV = 78
Total nSV = 89
*
optimization finished, #iter = 151
nu = 0.447711
obj = -2868.424900, rho = 0.205563
nSV = 90, nBSV = 82
Total nSV = 90
*
optimization finished, #iter = 132
nu = 0.457581
obj = -2942.002285, rho = 0.504209
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 189
nu = 0.426600
obj = -2775.553196, rho = 0.719780
nSV = 88, nBSV = 77
Total nSV = 88
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 100
nu = 0.445899
obj = -3330.988361, rho = 0.462488
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 177
nu = 0.435513
obj = -3236.392345, rho = 0.251223
nSV = 88, nBSV = 76
Total nSV = 88
*
optimization finished, #iter = 127
nu = 0.439937
obj = -3249.307962, rho = 0.225463
nSV = 88, nBSV = 80
Total nSV = 88
*
optimization finished, #iter = 121
nu = 0.451315
obj = -3333.839024, rho = 0.561603
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 158
nu = 0.419801
obj = -3155.051555, rho = 0.799501
nSV = 86, nBSV = 76
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 96
nu = 0.439420
obj = -3778.956035, rho = 0.497272
nSV = 87, nBSV = 81
Total nSV = 87
*
optimization finished, #iter = 155
nu = 0.427698
obj = -3672.836463, rho = 0.223520
nSV = 87, nBSV = 77
Total nSV = 87
*
optimization finished, #iter = 114
nu = 0.431930
obj = -3684.141938, rho = 0.192540
nSV = 87, nBSV = 80
Total nSV = 87
*
optimization finished, #iter = 168
nu = 0.444581
obj = -3778.820012, rho = 0.600382
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 160
nu = 0.414593
obj = -3588.120658, rho = 0.889497
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 99
nu = 0.433676
obj = -4287.958867, rho = 0.510961
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 177
nu = 0.421066
obj = -4171.303344, rho = 0.190425
nSV = 86, nBSV = 76
Total nSV = 86
*
optimization finished, #iter = 141
nu = 0.425554
obj = -4179.131843, rho = 0.235104
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 150
nu = 0.437883
obj = -4283.789646, rho = 0.660561
nSV = 88, nBSV = 77
Total nSV = 88
*
optimization finished, #iter = 187
nu = 0.409288
obj = -4082.297005, rho = 0.931102
nSV = 84, nBSV = 72
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 129
nu = 0.427073
obj = -4867.142135, rho = 0.509655
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 217
nu = 0.415280
obj = -4739.781415, rho = 0.163118
nSV = 85, nBSV = 74
Total nSV = 85
*
optimization finished, #iter = 156
nu = 0.419488
obj = -4742.208263, rho = 0.340007
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 196
nu = 0.429999
obj = -4859.713968, rho = 0.677027
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 297
nu = 0.404334
obj = -4646.975627, rho = 1.057794
nSV = 84, nBSV = 70
Total nSV = 84
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 100
nu = 0.420620
obj = -5528.039278, rho = 0.494664
nSV = 85, nBSV = 76
Total nSV = 85
.*
optimization finished, #iter = 243
nu = 0.408790
obj = -5389.330982, rho = 0.288094
nSV = 85, nBSV = 72
Total nSV = 85
*
optimization finished, #iter = 165
nu = 0.413562
obj = -5383.057983, rho = 0.439670
nSV = 85, nBSV = 75
Total nSV = 85
*.*
optimization finished, #iter = 237
nu = 0.423795
obj = -5516.824051, rho = 0.722497
nSV = 86, nBSV = 75
Total nSV = 86
*.*
optimization finished, #iter = 299
nu = 0.398773
obj = -5293.257732, rho = 1.103428
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 114
nu = 0.414904
obj = -6281.912443, rho = 0.499201
nSV = 84, nBSV = 74
Total nSV = 84
.*..*
optimization finished, #iter = 594
nu = 0.402695
obj = -6132.959781, rho = 0.406664
nSV = 85, nBSV = 70
Total nSV = 85
.*
optimization finished, #iter = 309
nu = 0.406785
obj = -6113.757169, rho = 0.459902
nSV = 84, nBSV = 73
Total nSV = 84
*.*
optimization finished, #iter = 265
nu = 0.418623
obj = -6262.757729, rho = 0.799714
nSV = 84, nBSV = 72
Total nSV = 84
.*.*
optimization finished, #iter = 493
nu = 0.393698
obj = -6034.138838, rho = 1.127968
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 225
nu = 0.410338
obj = -7140.662250, rho = 0.557762
nSV = 84, nBSV = 73
Total nSV = 84
.
WARNING: using -h 0 may be faster
*
optimization finished, #iter = 347
nu = 0.398416
obj = -6983.573315, rho = 0.561125
nSV = 80, nBSV = 71
Total nSV = 80
.*.*
optimization finished, #iter = 445
nu = 0.400605
obj = -6948.417489, rho = 0.465290
nSV = 84, nBSV = 70
Total nSV = 84
.*
optimization finished, #iter = 364
nu = 0.411443
obj = -7114.313632, rho = 0.939202
nSV = 84, nBSV = 71
Total nSV = 84
.*
optimization finished, #iter = 334
nu = 0.389729
obj = -6883.026055, rho = 1.232008
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 348
nu = 0.405997
obj = -8115.952135, rho = 0.669209
nSV = 85, nBSV = 72
Total nSV = 85
.*
optimization finished, #iter = 345
nu = 0.393956
obj = -7954.108287, rho = 0.676609
nSV = 82, nBSV = 69
Total nSV = 82
.*.*
optimization finished, #iter = 397
nu = 0.394559
obj = -7903.506980, rho = 0.496236
nSV = 82, nBSV = 69
Total nSV = 82
.*.*
optimization finished, #iter = 384
nu = 0.405556
obj = -8087.862553, rho = 1.097559
nSV = 83, nBSV = 71
Total nSV = 83
.*..*
optimization finished, #iter = 623
nu = 0.385879
obj = -7854.694731, rho = 1.399011
nSV = 81, nBSV = 66
Total nSV = 81
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 417
nu = 0.400556
obj = -9228.889514, rho = 0.802661
nSV = 83, nBSV = 71
Total nSV = 83
.*.*
optimization finished, #iter = 532
nu = 0.390009
obj = -9063.417012, rho = 0.805480
nSV = 79, nBSV = 68
Total nSV = 79
.*.*
optimization finished, #iter = 456
nu = 0.389298
obj = -8996.178044, rho = 0.603795
nSV = 81, nBSV = 67
Total nSV = 81
.*.*
optimization finished, #iter = 460
nu = 0.400382
obj = -9198.710593, rho = 1.312167
nSV = 83, nBSV = 70
Total nSV = 83
.*
optimization finished, #iter = 311
nu = 0.382657
obj = -8967.534426, rho = 1.577769
nSV = 79, nBSV = 66
Total nSV = 79
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 425
nu = 0.396839
obj = -10494.387025, rho = 1.064026
nSV = 83, nBSV = 71
Total nSV = 83
.*..*
optimization finished, #iter = 673
nu = 0.386122
obj = -10329.189453, rho = 0.977054
nSV = 79, nBSV = 64
Total nSV = 79
.*.*
optimization finished, #iter = 471
nu = 0.384373
obj = -10246.660465, rho = 0.710679
nSV = 81, nBSV = 67
Total nSV = 81
..*..*
optimization finished, #iter = 787
nu = 0.394552
obj = -10469.162111, rho = 1.439272
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 434
nu = 0.379930
obj = -10240.393387, rho = 1.754843
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 430
nu = 0.391521
obj = -11936.317943, rho = 1.043504
nSV = 82, nBSV = 67
Total nSV = 82
..*.*
optimization finished, #iter = 726
nu = 0.381692
obj = -11778.158765, rho = 1.222599
nSV = 80, nBSV = 65
Total nSV = 80
.*.*
optimization finished, #iter = 495
nu = 0.380267
obj = -11677.311001, rho = 0.836397
nSV = 79, nBSV = 67
Total nSV = 79
.*..*
optimization finished, #iter = 639
nu = 0.389590
obj = -11923.560045, rho = 1.466438
nSV = 81, nBSV = 67
Total nSV = 81
..*..*
optimization finished, #iter = 774
nu = 0.377246
obj = -11695.992468, rho = 1.836428
nSV = 81, nBSV = 66
Total nSV = 81
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 660
nu = 0.386834
obj = -13582.976414, rho = 1.141831
nSV = 81, nBSV = 66
Total nSV = 81
..*.*
optimization finished, #iter = 648
nu = 0.377891
obj = -13437.777198, rho = 1.514211
nSV = 79, nBSV = 65
Total nSV = 79
.*.*
optimization finished, #iter = 520
nu = 0.376792
obj = -13311.023124, rho = 0.995738
nSV = 79, nBSV = 65
Total nSV = 79
.*..*
optimization finished, #iter = 597
nu = 0.386064
obj = -13585.957040, rho = 1.652877
nSV = 80, nBSV = 66
Total nSV = 80
..*..*
optimization finished, #iter = 917
nu = 0.374555
obj = -13361.536897, rho = 2.046645
nSV = 81, nBSV = 65
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 504
nu = 0.382674
obj = -15462.004286, rho = 1.313184
nSV = 81, nBSV = 67
Total nSV = 81
..*.*
optimization finished, #iter = 589
nu = 0.375236
obj = -15335.619624, rho = 1.909898
nSV = 78, nBSV = 66
Total nSV = 78
.*..*
optimization finished, #iter = 655
nu = 0.373199
obj = -15178.143033, rho = 1.236606
nSV = 78, nBSV = 65
Total nSV = 78
..*..*
optimization finished, #iter = 771
nu = 0.382334
obj = -15481.826111, rho = 1.953138
nSV = 80, nBSV = 65
Total nSV = 80
.*..*
optimization finished, #iter = 637
nu = 0.372179
obj = -15267.558034, rho = 2.255007
nSV = 80, nBSV = 65
Total nSV = 80
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 712
nu = 0.378295
obj = -17605.680671, rho = 1.563721
nSV = 81, nBSV = 66
Total nSV = 81
..*..*
optimization finished, #iter = 800
nu = 0.372546
obj = -17501.541439, rho = 2.225164
nSV = 79, nBSV = 64
Total nSV = 79
..*.*
optimization finished, #iter = 645
nu = 0.369609
obj = -17312.657113, rho = 1.427030
nSV = 78, nBSV = 63
Total nSV = 78
...*..*
optimization finished, #iter = 1002
nu = 0.378506
obj = -17647.741308, rho = 2.147282
nSV = 80, nBSV = 64
Total nSV = 80
..*.*
optimization finished, #iter = 707
nu = 0.370248
obj = -17446.749513, rho = 2.395290
nSV = 79, nBSV = 65
Total nSV = 79
Cross Validation Accuracy = 82.9167%
..*.*.*
optimization finished, #iter = 800
nu = 0.373980
obj = -20056.335304, rho = 1.944467
nSV = 80, nBSV = 65
Total nSV = 80
..*..*
optimization finished, #iter = 935
nu = 0.369442
obj = -19978.650381, rho = 2.504048
nSV = 80, nBSV = 64
Total nSV = 80
..*.*
optimization finished, #iter = 743
nu = 0.366361
obj = -19754.926298, rho = 1.577751
nSV = 77, nBSV = 63
Total nSV = 77
..*....*.*
optimization finished, #iter = 1338
nu = 0.375031
obj = -20122.900983, rho = 2.290556
nSV = 81, nBSV = 63
Total nSV = 81
..*..*
optimization finished, #iter = 822
nu = 0.368525
obj = -19935.432782, rho = 2.516831
nSV = 78, nBSV = 63
Total nSV = 78
Cross Validation Accuracy = 82.9167%
..*..*
optimization finished, #iter = 863
nu = 0.369928
obj = -22858.318896, rho = 2.315881
nSV = 80, nBSV = 63
Total nSV = 80
...*.*
optimization finished, #iter = 907
nu = 0.366709
obj = -22812.244329, rho = 2.822747
nSV = 80, nBSV = 64
Total nSV = 80
..*...*
optimization finished, #iter = 966
nu = 0.363663
obj = -22546.571382, rho = 1.808484
nSV = 78, nBSV = 63
Total nSV = 78
....*..*
optimization finished, #iter = 1277
nu = 0.371919
obj = -22950.505331, rho = 2.490387
nSV = 80, nBSV = 63
Total nSV = 80
....*.*
optimization finished, #iter = 1140
nu = 0.366612
obj = -22778.780866, rho = 2.615935
nSV = 77, nBSV = 63
Total nSV = 77
Cross Validation Accuracy = 82.9167%
..*..*
optimization finished, #iter = 880
nu = 0.366161
obj = -26063.265388, rho = 2.669327
nSV = 80, nBSV = 63
Total nSV = 80
....*..*
optimization finished, #iter = 1311
nu = 0.364249
obj = -26052.069901, rho = 3.198451
nSV = 80, nBSV = 63
Total nSV = 80
...*.*
optimization finished, #iter = 866
nu = 0.361361
obj = -25734.727592, rho = 2.231989
nSV = 77, nBSV = 62
Total nSV = 77
..*...*
optimization finished, #iter = 1055
nu = 0.368973
obj = -26179.356903, rho = 2.620574
nSV = 80, nBSV = 62
Total nSV = 80
...*..*
optimization finished, #iter = 1074
nu = 0.364808
obj = -26025.493762, rho = 3.150341
nSV = 77, nBSV = 62
Total nSV = 77
Cross Validation Accuracy = 82.9167%
...*..*
optimization finished, #iter = 1073
nu = 0.363017
obj = -29726.997651, rho = 2.993861
nSV = 78, nBSV = 62
Total nSV = 78
...*...*
optimization finished, #iter = 1307
nu = 0.361987
obj = -29754.714106, rho = 3.632093
nSV = 81, nBSV = 63
Total nSV = 81
...*..*
optimization finished, #iter = 1027
nu = 0.359064
obj = -29371.973164, rho = 2.733186
nSV = 77, nBSV = 60
Total nSV = 77
..*..*
optimization finished, #iter = 931
nu = 0.366428
obj = -29864.727328, rho = 2.787808
nSV = 79, nBSV = 62
Total nSV = 79
....*....*
optimization finished, #iter = 1532
nu = 0.362706
obj = -29735.303251, rho = 3.720337
nSV = 78, nBSV = 60
Total nSV = 78
Cross Validation Accuracy = 82.9167%
...*.*
optimization finished, #iter = 867
nu = 0.360255
obj = -33911.293794, rho = 3.362035
nSV = 79, nBSV = 63
Total nSV = 79
.....*.*
optimization finished, #iter = 1276
nu = 0.360028
obj = -33985.040197, rho = 4.178250
nSV = 80, nBSV = 63
Total nSV = 80
...*...*
optimization finished, #iter = 1223
nu = 0.356948
obj = -33523.433544, rho = 3.100846
nSV = 76, nBSV = 59
Total nSV = 76
..*...*
optimization finished, #iter = 977
nu = 0.364190
obj = -34066.388982, rho = 2.946207
nSV = 80, nBSV = 62
Total nSV = 80
....*....*
optimization finished, #iter = 1532
nu = 0.360711
obj = -33976.452675, rho = 4.406914
nSV = 78, nBSV = 60
Total nSV = 78
Cross Validation Accuracy = 82.9167%
...*..*
optimization finished, #iter = 1099
nu = 0.357884
obj = -38685.609001, rho = 3.767963
nSV = 78, nBSV = 63
Total nSV = 78
....*..*
optimization finished, #iter = 1221
nu = 0.358403
obj = -38812.325153, rho = 4.371905
nSV = 78, nBSV = 62
Total nSV = 78
...*...*
optimization finished, #iter = 1199
nu = 0.355187
obj = -38255.918271, rho = 3.573568
nSV = 75, nBSV = 59
Total nSV = 75
...*...*
optimization finished, #iter = 1321
nu = 0.361970
obj = -38854.175621, rho = 3.058648
nSV = 80, nBSV = 62
Total nSV = 80
.....*...*
optimization finished, #iter = 1707
nu = 0.359030
obj = -38820.891163, rho = 5.235251
nSV = 78, nBSV = 59
Total nSV = 78
Cross Validation Accuracy = 83.3333%
...*.*
optimization finished, #iter = 949
nu = 0.355854
obj = -44126.723540, rho = 4.215795
nSV = 77, nBSV = 62
Total nSV = 77
....*...*
optimization finished, #iter = 1463
nu = 0.357060
obj = -44312.915791, rho = 4.463842
nSV = 79, nBSV = 61
Total nSV = 79
.....*..*
optimization finished, #iter = 1487
nu = 0.353640
obj = -43642.654065, rho = 4.154197
nSV = 76, nBSV = 59
Total nSV = 76
.....*..*
optimization finished, #iter = 1529
nu = 0.360077
obj = -44304.974320, rho = 3.371748
nSV = 79, nBSV = 61
Total nSV = 79
....*....*
optimization finished, #iter = 1597
nu = 0.357507
obj = -44349.438550, rho = 5.874375
nSV = 77, nBSV = 58
Total nSV = 77
Cross Validation Accuracy = 83.3333%
...*..*
optimization finished, #iter = 1051
nu = 0.354238
obj = -50318.070043, rho = 4.960475
nSV = 76, nBSV = 61
Total nSV = 76
.....*...*
optimization finished, #iter = 1540
nu = 0.355984
obj = -50571.998402, rho = 5.018409
nSV = 78, nBSV = 60
Total nSV = 78
.......*...*
optimization finished, #iter = 2098
nu = 0.351947
obj = -49769.209678, rho = 4.725783
nSV = 77, nBSV = 60
Total nSV = 77
.......*....*
optimization finished, #iter = 2144
nu = 0.358118
obj = -50501.955303, rho = 4.089026
nSV = 78, nBSV = 58
Total nSV = 78
.....*...*
optimization finished, #iter = 1658
nu = 0.356258
obj = -50653.383048, rho = 6.865495
nSV = 79, nBSV = 59
Total nSV = 79
Cross Validation Accuracy = 83.75%
......*....*
optimization finished, #iter = 2002
nu = 0.352456
obj = -57352.972408, rho = 5.891053
nSV = 77, nBSV = 57
Total nSV = 77
......*...*
optimization finished, #iter = 1748
nu = 0.354693
obj = -57685.571170, rho = 5.163074
nSV = 77, nBSV = 59
Total nSV = 77
.......*...*
optimization finished, #iter = 2085
nu = 0.350250
obj = -56735.158386, rho = 5.424120
nSV = 75, nBSV = 57
Total nSV = 75
......*.....*
optimization finished, #iter = 2128
nu = 0.355455
obj = -57556.729441, rho = 5.351925
nSV = 80, nBSV = 58
Total nSV = 80
......*...*
optimization finished, #iter = 1893
nu = 0.354768
obj = -57836.384357, rho = 7.878397
nSV = 79, nBSV = 59
Total nSV = 79
Cross Validation Accuracy = 83.3333%
.......*...*
optimization finished, #iter = 2007
nu = 0.350138
obj = -65354.710288, rho = 7.277436
nSV = 78, nBSV = 58
Total nSV = 78
.......*...*
optimization finished, #iter = 2097
nu = 0.353184
obj = -65766.872556, rho = 5.252111
nSV = 77, nBSV = 57
Total nSV = 77
.......*.....*
optimization finished, #iter = 2350
nu = 0.348784
obj = -64644.147467, rho = 6.128524
nSV = 75, nBSV = 57
Total nSV = 75
......*.....*
optimization finished, #iter = 2170
nu = 0.353111
obj = -65588.768524, rho = 6.738943
nSV = 81, nBSV = 58
Total nSV = 81
.......*....*
optimization finished, #iter = 2272
nu = 0.353400
obj = -66017.225298, rho = 8.856056
nSV = 80, nBSV = 58
Total nSV = 80
Cross Validation Accuracy = 83.75%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165988, rho = 0.999229
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165986, rho = 0.999368
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165985, rho = 0.999168
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165989, rho = 0.999236
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164032, rho = 0.999220
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190670, rho = 0.999115
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190667, rho = 0.999274
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190666, rho = 0.999045
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190671, rho = 0.999123
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188422, rho = 0.999103
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.219014, rho = 0.998983
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219010, rho = 0.999166
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219010, rho = 0.998903
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219016, rho = 0.998992
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216432, rho = 0.998970
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251571, rho = 0.998832
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251566, rho = 0.999042
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251565, rho = 0.998739
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251573, rho = 0.998843
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248604, rho = 0.998817
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.288967, rho = 0.998658
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288963, rho = 0.998746
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288960, rho = 0.998552
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288970, rho = 0.998670
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285559, rho = 0.998641
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331917, rho = 0.998459
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331911, rho = 0.998560
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331907, rho = 0.998337
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331920, rho = 0.998473
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.328000, rho = 0.998439
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.381266, rho = 0.998229
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.381259, rho = 0.998346
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381254, rho = 0.998089
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381271, rho = 0.998246
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376765, rho = 0.998207
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.437932, rho = 0.997966
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437922, rho = 0.998100
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437915, rho = 0.997805
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437938, rho = 0.997985
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.432759, rho = 0.997940
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.503014, rho = 0.997664
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.503004, rho = 0.997773
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.502992, rho = 0.997479
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.503023, rho = 0.997685
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.497069, rho = 0.997634
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.577767, rho = 0.997316
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.577754, rho = 0.997442
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577738, rho = 0.997104
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577778, rho = 0.997341
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.570934, rho = 0.997282
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.663630, rho = 0.996917
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.663611, rho = 0.997061
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663591, rho = 0.996673
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663644, rho = 0.996945
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.655775, rho = 0.996878
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.762232, rho = 0.996495
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.762208, rho = 0.996474
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.762176, rho = 0.996180
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762244, rho = 0.996491
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.753194, rho = 0.996414
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.875472, rho = 0.995973
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.875441, rho = 0.995950
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.875404, rho = 0.995547
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875488, rho = 0.995969
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.865085, rho = 0.995800
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.005540, rho = 0.995141
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.005494, rho = 0.995347
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.005444, rho = 0.994885
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -1.005555, rho = 0.995370
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.993589, rho = 0.995176
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.154890, rho = 0.994419
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.154829, rho = 0.994656
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.154763, rho = 0.994124
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.154916, rho = 0.994484
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.141143, rho = 0.994459
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.326391, rho = 0.993589
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.326310, rho = 0.993861
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.326224, rho = 0.993250
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.326426, rho = 0.993664
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.310576, rho = 0.993635
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.523325, rho = 0.992635
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.523219, rho = 0.992948
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.523106, rho = 0.992247
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.523372, rho = 0.992722
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.505127, rho = 0.992688
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.749510, rho = 0.991540
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.749379, rho = 0.991824
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.749220, rho = 0.991093
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.749571, rho = 0.991639
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.728562, rho = 0.991600
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.009155, rho = 0.990282
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.008982, rho = 0.990608
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.008772, rho = 0.989769
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.009236, rho = 0.990396
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.985035, rho = 0.990351
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.307082, rho = 0.988837
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.306855, rho = 0.989212
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.306578, rho = 0.988248
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.307200, rho = 0.988955
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.279316, rho = 0.988643
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.649318, rho = 0.987352
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.649012, rho = 0.987608
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.648661, rho = 0.986514
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.649468, rho = 0.987312
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.617321, rho = 0.986954
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -3.042013, rho = 0.985471
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.041610, rho = 0.985765
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.041147, rho = 0.984509
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.042227, rho = 0.985700
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.005132, rho = 0.985015
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.492837, rho = 0.983097
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.492288, rho = 0.983649
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.491678, rho = 0.982206
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.493102, rho = 0.983574
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.450286, rho = 0.982787
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.010206, rho = 0.980583
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.009499, rho = 0.981041
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.008676, rho = 0.979559
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.010555, rho = 0.981131
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.961102, rho = 0.980227
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.603864, rho = 0.977696
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.602931, rho = 0.978221
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.601845, rho = 0.976520
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.604325, rho = 0.978325
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.547160, rho = 0.977286
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.284809, rho = 0.974379
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.283578, rho = 0.974983
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.282145, rho = 0.973028
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.285418, rho = 0.975102
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.219283, rho = 0.973909
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.065951, rho = 0.970570
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.064327, rho = 0.971263
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.062448, rho = 0.969018
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.066754, rho = 0.971400
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.990164, rho = 0.970029
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.961758, rho = 0.966193
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.959593, rho = 0.966990
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.957114, rho = 0.964411
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.962796, rho = 0.967147
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.874024, rho = 0.965642
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.988632, rho = 0.961167
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.985799, rho = 0.962410
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.982505, rho = 0.959119
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.990002, rho = 0.962262
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.886955, rho = 0.960534
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -9.165626, rho = 0.955392
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.161888, rho = 0.956443
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -9.157541, rho = 0.953040
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.167433, rho = 0.956651
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -9.047643, rho = 0.954666
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -10.514287, rho = 0.948759
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.509354, rho = 0.950400
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.503618, rho = 0.946057
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.516671, rho = 0.950204
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.377193, rho = 0.947924
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -12.058892, rho = 0.941139
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -12.052394, rho = 0.943024
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -12.044814, rho = 0.938035
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.062038, rho = 0.942799
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.899346, rho = 0.940180
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -13.826969, rho = 0.932387
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.818394, rho = 0.934552
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.808393, rho = 0.928822
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.831119, rho = 0.934294
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.640975, rho = 0.931285
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -15.850090, rho = 0.922333
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -15.838776, rho = 0.924820
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -15.825579, rho = 0.918238
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.855567, rho = 0.924524
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.632842, rho = 0.921068
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -18.163773, rho = 0.910783
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -18.148845, rho = 0.913640
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -18.131483, rho = 0.906021
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -18.171001, rho = 0.913299
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.909472, rho = 0.909329
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -20.807148, rho = 0.897518
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -20.787450, rho = 0.900799
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -20.764541, rho = 0.892048
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -20.816684, rho = 0.900408
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -20.508774, rho = 0.895848
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -23.825931, rho = 0.882277
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -23.799938, rho = 0.886046
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -23.769709, rho = 0.875993
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -23.838515, rho = 0.885597
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -23.474919, rho = 0.880358
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -27.268735, rho = 0.864773
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -27.234438, rho = 0.869103
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -27.194552, rho = 0.857555
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.285340, rho = 0.868587
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -26.854630, rho = 0.862569
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -31.190842, rho = 0.844670
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -31.145590, rho = 0.849644
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -31.092963, rho = 0.836379
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -31.212750, rho = 0.849051
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -30.700793, rho = 0.842139
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -35.656294, rho = 0.821566
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -35.596579, rho = 0.827280
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -35.527133, rho = 0.812042
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -35.685204, rho = 0.826599
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -35.074368, rho = 0.818659
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -40.728591, rho = 0.795036
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -40.649799, rho = 0.801599
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -40.558166, rho = 0.784095
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -40.766737, rho = 0.800817
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -40.035095, rho = 0.791696
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -46.481587, rho = 0.764562
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -46.377623, rho = 0.772101
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -46.256716, rho = 0.751995
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -46.531918, rho = 0.771202
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -45.651935, rho = 0.760725
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -52.995341, rho = 0.729546
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -52.858154, rho = 0.738206
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -52.698609, rho = 0.715109
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -53.061758, rho = 0.737174
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -51.998679, rho = 0.725138
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -60.348453, rho = 0.689332
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -60.167435, rho = 0.699280
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -59.956917, rho = 0.672749
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -60.436089, rho = 0.698094
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -59.146053, rho = 0.684269
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -68.627575, rho = 0.643114
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -68.388717, rho = 0.654560
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -68.110933, rho = 0.624084
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -68.743214, rho = 0.653198
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -67.170432, rho = 0.637317
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -77.914363, rho = 0.590050
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -77.599195, rho = 0.603198
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -77.232664, rho = 0.568191
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -78.066947, rho = 0.601633
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -76.140379, rho = 0.583392
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -88.289919, rho = 0.529090
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -87.874052, rho = 0.544193
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -87.390428, rho = 0.504406
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -88.491255, rho = 0.542396
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -86.119938, rho = 0.521442
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -99.820838, rho = 0.459071
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -99.272105, rho = 0.476420
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -98.633969, rho = 0.430716
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -100.086498, rho = 0.474355
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -97.153769, rho = 0.450285
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 66.25%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -112.557610, rho = 0.378663
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -111.833539, rho = 0.398559
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -110.991499, rho = 0.346059
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -112.908154, rho = 0.396188
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -109.263731, rho = 0.368538
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 71.25%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -126.513993, rho = 0.286561
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -125.558485, rho = 0.309128
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -124.447395, rho = 0.248788
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -126.976440, rho = 0.306404
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -122.426515, rho = 0.274643
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 76.25%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -141.657584, rho = 0.180474
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -140.396782, rho = 0.206396
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -138.930711, rho = 0.137122
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -142.267788, rho = 0.203267
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -136.561516, rho = 0.166783
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.872386
obj = -157.912083, rho = 0.091377
nSV = 170, nBSV = 168
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.872370
obj = -156.402952, rho = 0.132587
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 91
nu = 0.861614
obj = -154.612144, rho = 0.082492
nSV = 168, nBSV = 163
Total nSV = 168
*
optimization finished, #iter = 86
nu = 0.875000
obj = -158.761713, rho = 0.131951
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 82
nu = 0.858639
obj = -151.762791, rho = 0.111710
nSV = 164, nBSV = 164
Total nSV = 164
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.841361
obj = -175.945914, rho = 0.087890
nSV = 164, nBSV = 161
Total nSV = 164
*
optimization finished, #iter = 86
nu = 0.836318
obj = -174.182644, rho = 0.135307
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 86
nu = 0.826580
obj = -172.222330, rho = 0.070705
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 94
nu = 0.847191
obj = -176.915152, rho = 0.113705
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 92
nu = 0.824496
obj = -168.679656, rho = 0.119988
nSV = 159, nBSV = 155
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.816675
obj = -196.037695, rho = 0.071125
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 85
nu = 0.813579
obj = -194.168791, rho = 0.102856
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 79
nu = 0.802083
obj = -192.035832, rho = 0.048686
nSV = 155, nBSV = 153
Total nSV = 155
*
optimization finished, #iter = 83
nu = 0.815761
obj = -197.478228, rho = 0.137288
nSV = 158, nBSV = 155
Total nSV = 158
*
optimization finished, #iter = 85
nu = 0.791385
obj = -187.823569, rho = 0.128421
nSV = 153, nBSV = 149
Total nSV = 153
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.790106
obj = -218.481275, rho = 0.069475
nSV = 154, nBSV = 151
Total nSV = 154
*
optimization finished, #iter = 78
nu = 0.788593
obj = -216.328315, rho = 0.131880
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 82
nu = 0.773065
obj = -214.244557, rho = 0.032642
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 80
nu = 0.794035
obj = -220.584475, rho = 0.141293
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 82
nu = 0.774250
obj = -209.224802, rho = 0.132782
nSV = 149, nBSV = 145
Total nSV = 149
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.763874
obj = -243.662614, rho = 0.054587
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 82
nu = 0.766534
obj = -241.076033, rho = 0.095885
nSV = 150, nBSV = 145
Total nSV = 150
*
optimization finished, #iter = 73
nu = 0.750000
obj = -239.259506, rho = 0.048094
nSV = 144, nBSV = 144
Total nSV = 144
*
optimization finished, #iter = 85
nu = 0.772616
obj = -246.287623, rho = 0.116605
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 82
nu = 0.745786
obj = -232.863271, rho = 0.135627
nSV = 144, nBSV = 141
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.742314
obj = -271.727445, rho = 0.080291
nSV = 147, nBSV = 141
Total nSV = 147
*
optimization finished, #iter = 79
nu = 0.743949
obj = -268.632314, rho = 0.085360
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 89
nu = 0.729182
obj = -267.146856, rho = 0.029625
nSV = 143, nBSV = 137
Total nSV = 143
*
optimization finished, #iter = 100
nu = 0.750103
obj = -274.921804, rho = 0.109123
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 75
nu = 0.719997
obj = -259.491379, rho = 0.121138
nSV = 139, nBSV = 136
Total nSV = 139
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.718142
obj = -303.246160, rho = 0.076130
nSV = 140, nBSV = 137
Total nSV = 140
*
optimization finished, #iter = 97
nu = 0.716988
obj = -299.373319, rho = 0.078659
nSV = 141, nBSV = 134
Total nSV = 141
*
optimization finished, #iter = 79
nu = 0.710077
obj = -298.312876, rho = 0.007278
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 78
nu = 0.726931
obj = -307.136827, rho = 0.118444
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 95
nu = 0.697998
obj = -289.168856, rho = 0.109177
nSV = 136, nBSV = 130
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.693409
obj = -338.783055, rho = 0.074913
nSV = 136, nBSV = 131
Total nSV = 136
*
optimization finished, #iter = 87
nu = 0.687886
obj = -334.237799, rho = 0.080592
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 87
nu = 0.682568
obj = -333.382711, rho = 0.023086
nSV = 134, nBSV = 127
Total nSV = 134
*
optimization finished, #iter = 79
nu = 0.707456
obj = -343.191379, rho = 0.121460
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 77
nu = 0.671831
obj = -322.623884, rho = 0.114453
nSV = 130, nBSV = 125
Total nSV = 130
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.670548
obj = -378.799740, rho = 0.074490
nSV = 133, nBSV = 126
Total nSV = 133
*
optimization finished, #iter = 88
nu = 0.665546
obj = -373.719640, rho = 0.104472
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 77
nu = 0.660579
obj = -373.200263, rho = 0.016493
nSV = 130, nBSV = 125
Total nSV = 130
*
optimization finished, #iter = 78
nu = 0.683001
obj = -383.620292, rho = 0.139477
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 79
nu = 0.646794
obj = -360.514074, rho = 0.159006
nSV = 126, nBSV = 122
Total nSV = 126
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.648246
obj = -424.114068, rho = 0.092981
nSV = 129, nBSV = 122
Total nSV = 129
*
optimization finished, #iter = 77
nu = 0.645833
obj = -418.444207, rho = 0.104117
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 76
nu = 0.642222
obj = -417.864410, rho = -0.006889
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 87
nu = 0.666892
obj = -429.101521, rho = 0.180097
nSV = 130, nBSV = 122
Total nSV = 130
*
optimization finished, #iter = 76
nu = 0.628860
obj = -403.191729, rho = 0.162431
nSV = 122, nBSV = 118
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 79
nu = 0.629427
obj = -475.459852, rho = 0.113312
nSV = 123, nBSV = 120
Total nSV = 123
*
optimization finished, #iter = 75
nu = 0.629160
obj = -468.387256, rho = 0.093567
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 73
nu = 0.625508
obj = -468.270723, rho = -0.009572
nSV = 122, nBSV = 119
Total nSV = 122
*
optimization finished, #iter = 101
nu = 0.641852
obj = -480.347002, rho = 0.217305
nSV = 128, nBSV = 120
Total nSV = 128
*
optimization finished, #iter = 76
nu = 0.609904
obj = -451.179695, rho = 0.207585
nSV = 118, nBSV = 114
Total nSV = 118
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 91
nu = 0.612223
obj = -533.276266, rho = 0.115706
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 85
nu = 0.610478
obj = -524.565441, rho = 0.111281
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 75
nu = 0.609231
obj = -524.762225, rho = 0.005183
nSV = 119, nBSV = 113
Total nSV = 119
*
optimization finished, #iter = 85
nu = 0.622569
obj = -538.588635, rho = 0.250525
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 71
nu = 0.589569
obj = -505.325165, rho = 0.220746
nSV = 116, nBSV = 110
Total nSV = 116
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 95
nu = 0.595960
obj = -598.555581, rho = 0.112859
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 73
nu = 0.595003
obj = -587.938992, rho = 0.128006
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 83
nu = 0.593382
obj = -588.417182, rho = 0.007673
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 92
nu = 0.609435
obj = -604.097013, rho = 0.242017
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 70
nu = 0.572994
obj = -566.693113, rho = 0.248146
nSV = 112, nBSV = 107
Total nSV = 112
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 87
nu = 0.579333
obj = -672.340105, rho = 0.110880
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 80
nu = 0.579228
obj = -659.129673, rho = 0.114428
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 102
nu = 0.574679
obj = -660.357036, rho = 0.034562
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 82
nu = 0.590999
obj = -677.605195, rho = 0.218744
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 78
nu = 0.557168
obj = -636.069617, rho = 0.247911
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 92
nu = 0.565504
obj = -755.579222, rho = 0.119807
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 82
nu = 0.563008
obj = -739.204437, rho = 0.163248
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 85
nu = 0.559622
obj = -741.914291, rho = 0.053134
nSV = 111, nBSV = 104
Total nSV = 111
*
optimization finished, #iter = 113
nu = 0.575220
obj = -760.692818, rho = 0.206130
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 71
nu = 0.540859
obj = -714.650009, rho = 0.256975
nSV = 106, nBSV = 101
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 105
nu = 0.546675
obj = -850.305012, rho = 0.167650
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 86
nu = 0.544579
obj = -830.139344, rho = 0.225525
nSV = 107, nBSV = 102
Total nSV = 107
*
optimization finished, #iter = 90
nu = 0.543487
obj = -834.238161, rho = 0.034694
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 112
nu = 0.558288
obj = -854.966096, rho = 0.204172
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 96
nu = 0.528699
obj = -803.221835, rho = 0.271682
nSV = 104, nBSV = 95
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 77
nu = 0.534878
obj = -958.355788, rho = 0.225310
nSV = 106, nBSV = 102
Total nSV = 106
*
optimization finished, #iter = 89
nu = 0.529122
obj = -933.638491, rho = 0.260441
nSV = 106, nBSV = 98
Total nSV = 106
*
optimization finished, #iter = 100
nu = 0.529371
obj = -939.154058, rho = 0.037203
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 115
nu = 0.543590
obj = -962.021280, rho = 0.201264
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 114
nu = 0.513725
obj = -903.472127, rho = 0.297988
nSV = 102, nBSV = 94
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.523695
obj = -1080.305944, rho = 0.299413
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 117
nu = 0.516005
obj = -1050.959595, rho = 0.252573
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 98
nu = 0.514097
obj = -1058.510575, rho = 0.079531
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 175
nu = 0.528821
obj = -1083.698910, rho = 0.228296
nSV = 107, nBSV = 98
Total nSV = 107
*
optimization finished, #iter = 91
nu = 0.499268
obj = -1017.746430, rho = 0.341959
nSV = 99, nBSV = 88
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 73
nu = 0.510077
obj = -1218.852167, rho = 0.355328
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 99
nu = 0.500461
obj = -1184.656064, rho = 0.251986
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 87
nu = 0.501953
obj = -1194.862357, rho = 0.134781
nSV = 99, nBSV = 94
Total nSV = 99
*
optimization finished, #iter = 104
nu = 0.516606
obj = -1222.100198, rho = 0.275278
nSV = 104, nBSV = 95
Total nSV = 104
*.*
optimization finished, #iter = 198
nu = 0.487996
obj = -1147.492616, rho = 0.417194
nSV = 98, nBSV = 87
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 102
nu = 0.500746
obj = -1375.915022, rho = 0.349812
nSV = 99, nBSV = 91
Total nSV = 99
*
optimization finished, #iter = 101
nu = 0.490451
obj = -1337.086476, rho = 0.264174
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 80
nu = 0.492670
obj = -1349.420821, rho = 0.188994
nSV = 98, nBSV = 93
Total nSV = 98
*
optimization finished, #iter = 95
nu = 0.506140
obj = -1379.076641, rho = 0.293082
nSV = 101, nBSV = 93
Total nSV = 101
*
optimization finished, #iter = 134
nu = 0.474502
obj = -1295.472208, rho = 0.496372
nSV = 97, nBSV = 86
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 118
nu = 0.487823
obj = -1554.768018, rho = 0.349285
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 114
nu = 0.477320
obj = -1510.371198, rho = 0.251486
nSV = 96, nBSV = 87
Total nSV = 96
*
optimization finished, #iter = 92
nu = 0.483409
obj = -1524.077933, rho = 0.201962
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 160
nu = 0.492820
obj = -1557.557373, rho = 0.339502
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 133
nu = 0.465139
obj = -1464.269430, rho = 0.559877
nSV = 92, nBSV = 83
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 112
nu = 0.476009
obj = -1759.523452, rho = 0.363248
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 131
nu = 0.467899
obj = -1708.115129, rho = 0.218412
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 101
nu = 0.473859
obj = -1722.865004, rho = 0.207891
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 132
nu = 0.480803
obj = -1761.789746, rho = 0.404562
nSV = 99, nBSV = 89
Total nSV = 99
*.*
optimization finished, #iter = 221
nu = 0.454247
obj = -1656.425116, rho = 0.568786
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 91
nu = 0.469608
obj = -1993.128450, rho = 0.399725
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 132
nu = 0.457526
obj = -1933.474263, rho = 0.177363
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 91
nu = 0.464032
obj = -1948.271178, rho = 0.203415
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 98
nu = 0.471574
obj = -1995.128781, rho = 0.475208
nSV = 96, nBSV = 88
Total nSV = 96
*.*
optimization finished, #iter = 293
nu = 0.444263
obj = -1876.119949, rho = 0.600250
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 175
nu = 0.461944
obj = -2257.265089, rho = 0.406657
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 161
nu = 0.450102
obj = -2190.253744, rho = 0.164946
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 100
nu = 0.455515
obj = -2204.985308, rho = 0.215400
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 107
nu = 0.464463
obj = -2260.068379, rho = 0.471107
nSV = 95, nBSV = 87
Total nSV = 95
*.*
optimization finished, #iter = 248
nu = 0.435137
obj = -2127.754921, rho = 0.653137
nSV = 89, nBSV = 78
Total nSV = 89
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 125
nu = 0.454345
obj = -2557.248033, rho = 0.406366
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 179
nu = 0.441465
obj = -2482.754731, rho = 0.192600
nSV = 89, nBSV = 78
Total nSV = 89
*
optimization finished, #iter = 161
nu = 0.447788
obj = -2496.596769, rho = 0.208235
nSV = 90, nBSV = 82
Total nSV = 90
*
optimization finished, #iter = 129
nu = 0.457587
obj = -2560.717832, rho = 0.503099
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 172
nu = 0.426736
obj = -2415.982481, rho = 0.719617
nSV = 88, nBSV = 77
Total nSV = 88
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 95
nu = 0.446023
obj = -2899.430212, rho = 0.459117
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 168
nu = 0.435723
obj = -2816.180612, rho = 0.253086
nSV = 88, nBSV = 75
Total nSV = 88
*
optimization finished, #iter = 136
nu = 0.440079
obj = -2827.889667, rho = 0.228120
nSV = 89, nBSV = 80
Total nSV = 89
*
optimization finished, #iter = 123
nu = 0.451426
obj = -2901.641166, rho = 0.561215
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 173
nu = 0.419839
obj = -2746.161894, rho = 0.800047
nSV = 86, nBSV = 76
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 98
nu = 0.439499
obj = -3289.151764, rho = 0.495826
nSV = 88, nBSV = 82
Total nSV = 88
*
optimization finished, #iter = 175
nu = 0.427835
obj = -3195.521550, rho = 0.220127
nSV = 87, nBSV = 77
Total nSV = 87
*
optimization finished, #iter = 117
nu = 0.431984
obj = -3206.051594, rho = 0.194285
nSV = 87, nBSV = 80
Total nSV = 87
*
optimization finished, #iter = 173
nu = 0.444695
obj = -3288.701967, rho = 0.600384
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 187
nu = 0.414725
obj = -3122.922489, rho = 0.891968
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 94
nu = 0.433778
obj = -3731.950775, rho = 0.505675
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 179
nu = 0.421198
obj = -3628.660640, rho = 0.183562
nSV = 86, nBSV = 76
Total nSV = 86
*
optimization finished, #iter = 141
nu = 0.425675
obj = -3636.364963, rho = 0.236347
nSV = 86, nBSV = 78
Total nSV = 86
*
optimization finished, #iter = 171
nu = 0.438079
obj = -3727.814872, rho = 0.658359
nSV = 88, nBSV = 77
Total nSV = 88
*.*
optimization finished, #iter = 209
nu = 0.409400
obj = -3552.765596, rho = 0.931618
nSV = 84, nBSV = 72
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 128
nu = 0.427166
obj = -4235.702284, rho = 0.504713
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 215
nu = 0.415424
obj = -4122.496720, rho = 0.153528
nSV = 85, nBSV = 73
Total nSV = 85
*
optimization finished, #iter = 160
nu = 0.419634
obj = -4125.783625, rho = 0.342193
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 194
nu = 0.430102
obj = -4228.502033, rho = 0.675018
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 308
nu = 0.404335
obj = -4043.951763, rho = 1.051300
nSV = 84, nBSV = 70
Total nSV = 84
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 96
nu = 0.420707
obj = -4810.450219, rho = 0.491034
nSV = 85, nBSV = 76
Total nSV = 85
.*
optimization finished, #iter = 319
nu = 0.408722
obj = -4686.647228, rho = 0.281999
nSV = 85, nBSV = 71
Total nSV = 85
*.*
optimization finished, #iter = 195
nu = 0.413705
obj = -4682.616420, rho = 0.437855
nSV = 85, nBSV = 75
Total nSV = 85
*.*
optimization finished, #iter = 245
nu = 0.423818
obj = -4799.723141, rho = 0.720907
nSV = 86, nBSV = 75
Total nSV = 86
*.*
optimization finished, #iter = 367
nu = 0.398810
obj = -4606.083766, rho = 1.111201
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 157
nu = 0.415024
obj = -5465.889300, rho = 0.494158
nSV = 84, nBSV = 74
Total nSV = 84
.*.*
optimization finished, #iter = 407
nu = 0.402656
obj = -5332.594335, rho = 0.416970
nSV = 83, nBSV = 70
Total nSV = 83
.*
optimization finished, #iter = 277
nu = 0.406936
obj = -5317.230915, rho = 0.458206
nSV = 84, nBSV = 73
Total nSV = 84
*.*
optimization finished, #iter = 383
nu = 0.418611
obj = -5448.054649, rho = 0.798956
nSV = 84, nBSV = 72
Total nSV = 84
.*.*
optimization finished, #iter = 498
nu = 0.393741
obj = -5250.352188, rho = 1.136474
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 234
nu = 0.410469
obj = -6212.289173, rho = 0.552357
nSV = 84, nBSV = 73
Total nSV = 84
.*.*
optimization finished, #iter = 459
nu = 0.398505
obj = -6070.820587, rho = 0.561210
nSV = 81, nBSV = 69
Total nSV = 81
.*
optimization finished, #iter = 339
nu = 0.400583
obj = -6042.133785, rho = 0.465121
nSV = 83, nBSV = 70
Total nSV = 83
*.*
optimization finished, #iter = 332
nu = 0.411434
obj = -6188.086780, rho = 0.935078
nSV = 84, nBSV = 71
Total nSV = 84
.*
optimization finished, #iter = 255
nu = 0.389747
obj = -5988.422160, rho = 1.230306
nSV = 81, nBSV = 68
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*
optimization finished, #iter = 299
nu = 0.406085
obj = -7059.763334, rho = 0.660828
nSV = 85, nBSV = 72
Total nSV = 85
.*
optimization finished, #iter = 322
nu = 0.393795
obj = -6913.297661, rho = 0.667715
nSV = 81, nBSV = 69
Total nSV = 81
.*
optimization finished, #iter = 374
nu = 0.394540
obj = -6871.484366, rho = 0.494094
nSV = 82, nBSV = 69
Total nSV = 82
.*
optimization finished, #iter = 365
nu = 0.405580
obj = -7033.924821, rho = 1.088682
nSV = 83, nBSV = 71
Total nSV = 83
.*.*
optimization finished, #iter = 512
nu = 0.385868
obj = -6833.066111, rho = 1.399504
nSV = 81, nBSV = 66
Total nSV = 81
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 469
nu = 0.400634
obj = -8026.545735, rho = 0.790386
nSV = 83, nBSV = 71
Total nSV = 83
.*.*
optimization finished, #iter = 451
nu = 0.390000
obj = -7875.745645, rho = 0.794386
nSV = 79, nBSV = 66
Total nSV = 79
.*.*
optimization finished, #iter = 409
nu = 0.389280
obj = -7820.118057, rho = 0.610154
nSV = 81, nBSV = 67
Total nSV = 81
.*.*
optimization finished, #iter = 453
nu = 0.400286
obj = -7998.943531, rho = 1.309700
nSV = 83, nBSV = 70
Total nSV = 83
.*
optimization finished, #iter = 365
nu = 0.382646
obj = -7800.308889, rho = 1.581472
nSV = 79, nBSV = 66
Total nSV = 79
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 408
nu = 0.396928
obj = -9125.448833, rho = 1.049331
nSV = 83, nBSV = 71
Total nSV = 83
..*.*
optimization finished, #iter = 727
nu = 0.385676
obj = -8973.998857, rho = 0.975712
nSV = 80, nBSV = 64
Total nSV = 80
.*.*
optimization finished, #iter = 472
nu = 0.384306
obj = -8905.121529, rho = 0.713182
nSV = 81, nBSV = 66
Total nSV = 81
..*.*
optimization finished, #iter = 675
nu = 0.394505
obj = -9102.224177, rho = 1.435851
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 414
nu = 0.379964
obj = -8906.316923, rho = 1.757689
nSV = 80, nBSV = 67
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 415
nu = 0.391611
obj = -10377.022928, rho = 1.036342
nSV = 82, nBSV = 67
Total nSV = 82
..*.*
optimization finished, #iter = 701
nu = 0.381281
obj = -10231.495563, rho = 1.223398
nSV = 80, nBSV = 65
Total nSV = 80
.*.*
optimization finished, #iter = 511
nu = 0.380389
obj = -10145.705622, rho = 0.851146
nSV = 79, nBSV = 66
Total nSV = 79
.*.*
optimization finished, #iter = 413
nu = 0.389610
obj = -10364.679572, rho = 1.468487
nSV = 81, nBSV = 67
Total nSV = 81
.*.*
optimization finished, #iter = 529
nu = 0.377303
obj = -10170.569123, rho = 1.859683
nSV = 81, nBSV = 66
Total nSV = 81
Cross Validation Accuracy = 82.9167%
..**.*
optimization finished, #iter = 503
nu = 0.386976
obj = -11805.702272, rho = 1.131116
nSV = 82, nBSV = 67
Total nSV = 82
..*.*
optimization finished, #iter = 641
nu = 0.377738
obj = -11670.891035, rho = 1.561088
nSV = 79, nBSV = 65
Total nSV = 79
..*
optimization finished, #iter = 461
nu = 0.376465
obj = -11562.090582, rho = 1.033136
nSV = 79, nBSV = 65
Total nSV = 79
.*..*
optimization finished, #iter = 588
nu = 0.386140
obj = -11806.860532, rho = 1.649013
nSV = 80, nBSV = 66
Total nSV = 80
.*.*
optimization finished, #iter = 571
nu = 0.374496
obj = -11616.774809, rho = 2.048882
nSV = 82, nBSV = 65
Total nSV = 82
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 549
nu = 0.382835
obj = -13434.611245, rho = 1.313986
nSV = 81, nBSV = 67
Total nSV = 81
..*.*
optimization finished, #iter = 641
nu = 0.375219
obj = -13314.740704, rho = 1.910299
nSV = 79, nBSV = 66
Total nSV = 79
..*.*.*
optimization finished, #iter = 852
nu = 0.372705
obj = -13181.266136, rho = 1.233217
nSV = 78, nBSV = 63
Total nSV = 78
..*..*
optimization finished, #iter = 775
nu = 0.382354
obj = -13450.394439, rho = 1.938047
nSV = 80, nBSV = 65
Total nSV = 80
.*..*
optimization finished, #iter = 633
nu = 0.372175
obj = -13271.472497, rho = 2.235697
nSV = 80, nBSV = 65
Total nSV = 80
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 648
nu = 0.378030
obj = -15293.729349, rho = 1.617475
nSV = 82, nBSV = 66
Total nSV = 82
..*..*
optimization finished, #iter = 932
nu = 0.371838
obj = -15191.912272, rho = 2.158747
nSV = 80, nBSV = 64
Total nSV = 80
...*.*
optimization finished, #iter = 895
nu = 0.369005
obj = -15033.149588, rho = 1.407252
nSV = 79, nBSV = 64
Total nSV = 79
..*...*
optimization finished, #iter = 1052
nu = 0.378429
obj = -15327.427770, rho = 2.062439
nSV = 81, nBSV = 63
Total nSV = 81
..*..*
optimization finished, #iter = 846
nu = 0.370293
obj = -15162.163132, rho = 2.406600
nSV = 79, nBSV = 65
Total nSV = 79
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 690
nu = 0.373551
obj = -17419.129511, rho = 1.989529
nSV = 82, nBSV = 65
Total nSV = 82
...*.*
optimization finished, #iter = 937
nu = 0.368785
obj = -17339.299519, rho = 2.433674
nSV = 80, nBSV = 63
Total nSV = 80
..*.*
optimization finished, #iter = 605
nu = 0.365841
obj = -17150.875073, rho = 1.597541
nSV = 79, nBSV = 64
Total nSV = 79
..*..*
optimization finished, #iter = 944
nu = 0.374875
obj = -17471.744143, rho = 2.240429
nSV = 81, nBSV = 63
Total nSV = 81
..*.*
optimization finished, #iter = 757
nu = 0.368408
obj = -17320.418453, rho = 2.531990
nSV = 78, nBSV = 63
Total nSV = 78
Cross Validation Accuracy = 82.5%
...*..*
optimization finished, #iter = 993
nu = 0.369458
obj = -19849.100577, rho = 2.330209
nSV = 80, nBSV = 63
Total nSV = 80
...*..*
optimization finished, #iter = 1042
nu = 0.366020
obj = -19794.691279, rho = 2.763280
nSV = 81, nBSV = 63
Total nSV = 81
..*.*
optimization finished, #iter = 612
nu = 0.363199
obj = -19570.384597, rho = 1.869053
nSV = 78, nBSV = 64
Total nSV = 78
...*..*.*
optimization finished, #iter = 1100
nu = 0.371665
obj = -19920.001176, rho = 2.402238
nSV = 81, nBSV = 62
Total nSV = 81
...*.*
optimization finished, #iter = 951
nu = 0.366512
obj = -19785.747968, rho = 2.689936
nSV = 76, nBSV = 62
Total nSV = 76
Cross Validation Accuracy = 82.9167%
..*..*
optimization finished, #iter = 813
nu = 0.365925
obj = -22626.625977, rho = 2.619529
nSV = 79, nBSV = 63
Total nSV = 79
...*..*
optimization finished, #iter = 1088
nu = 0.363522
obj = -22601.132074, rho = 3.120387
nSV = 84, nBSV = 63
Total nSV = 84
..*..*
optimization finished, #iter = 852
nu = 0.360988
obj = -22330.796856, rho = 2.308784
nSV = 77, nBSV = 63
Total nSV = 77
..*..*
optimization finished, #iter = 943
nu = 0.368776
obj = -22714.250104, rho = 2.545442
nSV = 80, nBSV = 62
Total nSV = 80
...*..*
optimization finished, #iter = 1092
nu = 0.364571
obj = -22599.420111, rho = 3.154672
nSV = 78, nBSV = 61
Total nSV = 78
Cross Validation Accuracy = 82.9167%
...*.*
optimization finished, #iter = 923
nu = 0.362838
obj = -25798.186022, rho = 2.947228
nSV = 79, nBSV = 62
Total nSV = 79
...*..*
optimization finished, #iter = 1141
nu = 0.361298
obj = -25807.643701, rho = 3.496823
nSV = 80, nBSV = 62
Total nSV = 80
...*..*
optimization finished, #iter = 965
nu = 0.358814
obj = -25478.140000, rho = 2.715100
nSV = 76, nBSV = 60
Total nSV = 76
...*..*
optimization finished, #iter = 989
nu = 0.366260
obj = -25900.295325, rho = 2.693870
nSV = 80, nBSV = 62
Total nSV = 80
....*...*
optimization finished, #iter = 1360
nu = 0.362321
obj = -25814.744338, rho = 3.773406
nSV = 78, nBSV = 60
Total nSV = 78
Cross Validation Accuracy = 82.9167%
..*..*
optimization finished, #iter = 889
nu = 0.360098
obj = -29417.227411, rho = 3.306923
nSV = 79, nBSV = 63
Total nSV = 79
....*...*
optimization finished, #iter = 1355
nu = 0.359344
obj = -29468.317876, rho = 3.685824
nSV = 79, nBSV = 62
Total nSV = 79
...*..*
optimization finished, #iter = 1135
nu = 0.356738
obj = -29065.795753, rho = 3.098457
nSV = 76, nBSV = 60
Total nSV = 76
...*..*
optimization finished, #iter = 987
nu = 0.363864
obj = -29529.645266, rho = 2.798532
nSV = 81, nBSV = 62
Total nSV = 81
....*...*
optimization finished, #iter = 1339
nu = 0.360452
obj = -29487.929029, rho = 4.476339
nSV = 78, nBSV = 60
Total nSV = 78
Cross Validation Accuracy = 82.9167%
...*..*
optimization finished, #iter = 1074
nu = 0.357749
obj = -33542.373980, rho = 3.693717
nSV = 78, nBSV = 62
Total nSV = 78
....*...*
optimization finished, #iter = 1458
nu = 0.357941
obj = -33641.188927, rho = 3.857708
nSV = 79, nBSV = 62
Total nSV = 79
.....*.*
optimization finished, #iter = 1319
nu = 0.355037
obj = -33150.338064, rho = 3.572962
nSV = 76, nBSV = 60
Total nSV = 76
....*..*
optimization finished, #iter = 1241
nu = 0.361621
obj = -33662.264954, rho = 3.000697
nSV = 80, nBSV = 61
Total nSV = 80
....*..*
optimization finished, #iter = 1211
nu = 0.358846
obj = -33679.646116, rho = 5.149386
nSV = 77, nBSV = 58
Total nSV = 77
Cross Validation Accuracy = 83.3333%
...*..*
optimization finished, #iter = 1058
nu = 0.355798
obj = -38237.939699, rho = 4.231578
nSV = 77, nBSV = 61
Total nSV = 77
....*.*
optimization finished, #iter = 1096
nu = 0.356715
obj = -38389.988799, rho = 4.241926
nSV = 78, nBSV = 61
Total nSV = 78
....*...*
optimization finished, #iter = 1526
nu = 0.353232
obj = -37794.790027, rho = 4.047031
nSV = 77, nBSV = 60
Total nSV = 77
......*....*
optimization finished, #iter = 1932
nu = 0.359691
obj = -38361.043944, rho = 3.516794
nSV = 79, nBSV = 59
Total nSV = 79
.....*..*
optimization finished, #iter = 1404
nu = 0.357364
obj = -38459.267167, rho = 5.951722
nSV = 77, nBSV = 59
Total nSV = 77
Cross Validation Accuracy = 83.75%
......*..*
optimization finished, #iter = 1732
nu = 0.353994
obj = -43573.183640, rho = 4.959094
nSV = 77, nBSV = 57
Total nSV = 77
.....*..*
optimization finished, #iter = 1496
nu = 0.355570
obj = -43786.236790, rho = 4.609478
nSV = 77, nBSV = 59
Total nSV = 77
.....*...*
optimization finished, #iter = 1640
nu = 0.351311
obj = -43075.849455, rho = 4.738458
nSV = 76, nBSV = 58
Total nSV = 76
......*.....*
optimization finished, #iter = 2178
nu = 0.356811
obj = -43707.400343, rho = 4.592887
nSV = 80, nBSV = 58
Total nSV = 80
.....*...*
optimization finished, #iter = 1709
nu = 0.355808
obj = -43904.579236, rho = 6.853026
nSV = 79, nBSV = 59
Total nSV = 79
Cross Validation Accuracy = 83.3333%
.....*...*
optimization finished, #iter = 1628
nu = 0.351546
obj = -49638.025130, rho = 6.234292
nSV = 78, nBSV = 58
Total nSV = 78
.......*......*........*
optimization finished, #iter = 4148
nu = 0.354110
obj = -49912.974637, rho = 4.657310
nSV = 77, nBSV = 57
Total nSV = 77
......*....*
optimization finished, #iter = 1995
nu = 0.349702
obj = -49072.637497, rho = 5.367489
nSV = 76, nBSV = 57
Total nSV = 76
.......*....*
optimization finished, #iter = 2262
nu = 0.354261
obj = -49794.624849, rho = 5.791357
nSV = 81, nBSV = 58
Total nSV = 81
......*...*
optimization finished, #iter = 1755
nu = 0.354319
obj = -50105.998652, rho = 7.749137
nSV = 80, nBSV = 58
Total nSV = 80
Cross Validation Accuracy = 83.3333%
.....*...*
optimization finished, #iter = 1586
nu = 0.349801
obj = -56526.690827, rho = 7.239612
nSV = 77, nBSV = 57
Total nSV = 77
.......*....*
optimization finished, #iter = 2129
nu = 0.352425
obj = -56869.496279, rho = 4.921207
nSV = 77, nBSV = 57
Total nSV = 77
........*....*
optimization finished, #iter = 2332
nu = 0.348101
obj = -55871.404368, rho = 5.891379
nSV = 75, nBSV = 56
Total nSV = 75
.......*....*
optimization finished, #iter = 2178
nu = 0.351836
obj = -56718.435847, rho = 7.291897
nSV = 82, nBSV = 58
Total nSV = 82
......*....*
optimization finished, #iter = 1997
nu = 0.352726
obj = -57163.759694, rho = 8.568948
nSV = 80, nBSV = 57
Total nSV = 80
Cross Validation Accuracy = 83.3333%
......*...*
optimization finished, #iter = 1784
nu = 0.348391
obj = -64328.229376, rho = 8.371094
nSV = 77, nBSV = 57
Total nSV = 77
........*.........*
optimization finished, #iter = 3378
nu = 0.350644
obj = -64760.257278, rho = 5.176849
nSV = 79, nBSV = 56
Total nSV = 79
.......*......*
optimization finished, #iter = 2545
nu = 0.346125
obj = -63572.399931, rho = 7.158205
nSV = 76, nBSV = 55
Total nSV = 76
.......*....*
optimization finished, #iter = 2134
nu = 0.349912
obj = -64584.236412, rho = 8.689271
nSV = 81, nBSV = 57
Total nSV = 81
......*....*
optimization finished, #iter = 2051
nu = 0.351323
obj = -65189.808762, rho = 9.585356
nSV = 81, nBSV = 57
Total nSV = 81
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165984, rho = 0.999118
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165981, rho = 0.999277
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165981, rho = 0.999049
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165985, rho = 0.999126
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164027, rho = 0.999107
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190664, rho = 0.998987
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190661, rho = 0.999169
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190661, rho = 0.998908
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190666, rho = 0.998996
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188417, rho = 0.998974
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.219007, rho = 0.998837
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219003, rho = 0.999046
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219002, rho = 0.998745
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219009, rho = 0.998847
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216425, rho = 0.998822
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251561, rho = 0.998664
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.251558, rho = 0.998751
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251555, rho = 0.998559
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251564, rho = 0.998675
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248594, rho = 0.998647
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.288955, rho = 0.998465
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288950, rho = 0.998565
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288947, rho = 0.998344
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288958, rho = 0.998478
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285545, rho = 0.998446
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331901, rho = 0.998237
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331894, rho = 0.998352
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331890, rho = 0.998098
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331905, rho = 0.998252
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.327982, rho = 0.998214
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.381245, rho = 0.997974
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.381236, rho = 0.998106
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381231, rho = 0.997815
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381251, rho = 0.997992
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376742, rho = 0.997949
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.437904, rho = 0.997673
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437895, rho = 0.997783
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437885, rho = 0.997490
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437911, rho = 0.997694
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.432728, rho = 0.997644
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.502978, rho = 0.997327
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.502966, rho = 0.997454
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.502952, rho = 0.997117
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.502987, rho = 0.997351
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.497029, rho = 0.997293
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.577719, rho = 0.996930
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.577703, rho = 0.997075
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577685, rho = 0.996688
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577732, rho = 0.996957
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.570881, rho = 0.996891
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.663572, rho = 0.996510
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.663552, rho = 0.996488
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.663524, rho = 0.996196
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663582, rho = 0.996504
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.655704, rho = 0.996429
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.762148, rho = 0.995991
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.762122, rho = 0.995965
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.762089, rho = 0.995562
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762162, rho = 0.995985
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.753106, rho = 0.995816
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.875367, rho = 0.995157
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.875327, rho = 0.995366
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.875284, rho = 0.994902
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.875380, rho = 0.995388
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.864964, rho = 0.995194
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.005396, rho = 0.994437
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.005343, rho = 0.994676
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.005286, rho = 0.994144
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.005419, rho = 0.994506
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.993429, rho = 0.994480
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.154699, rho = 0.993610
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.154629, rho = 0.993885
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.154555, rho = 0.993273
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.154730, rho = 0.993689
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.140932, rho = 0.993659
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.326139, rho = 0.992660
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.326047, rho = 0.992975
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.325949, rho = 0.992273
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.326179, rho = 0.992751
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.310297, rho = 0.992716
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.522994, rho = 0.991569
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.522880, rho = 0.991853
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.522742, rho = 0.991124
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.523047, rho = 0.991673
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.504759, rho = 0.991633
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.749073, rho = 0.990315
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.748923, rho = 0.990641
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.748740, rho = 0.989804
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.749142, rho = 0.990434
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.728077, rho = 0.990388
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.008578, rho = 0.988874
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.008380, rho = 0.989250
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.008150, rho = 0.988303
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.008680, rho = 0.988993
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.984406, rho = 0.988681
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.306326, rho = 0.987402
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.306060, rho = 0.987652
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.305756, rho = 0.986564
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.306456, rho = 0.987357
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.278474, rho = 0.986999
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.648314, rho = 0.985528
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.647963, rho = 0.985815
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.647562, rho = 0.984566
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.648499, rho = 0.985751
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.616209, rho = 0.985065
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.040703, rho = 0.983158
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.040225, rho = 0.983707
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.039696, rho = 0.982271
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.040932, rho = 0.983632
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.003664, rho = 0.982845
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.491092, rho = 0.980654
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.490477, rho = 0.981107
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.489763, rho = 0.979635
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.491394, rho = 0.981198
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.448350, rho = 0.980294
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.007903, rho = 0.977777
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.007092, rho = 0.978297
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.006150, rho = 0.976606
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.008302, rho = 0.978402
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.958547, rho = 0.977364
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.600824, rho = 0.974472
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.599754, rho = 0.975069
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.598512, rho = 0.973127
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.601352, rho = 0.975190
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.543789, rho = 0.973997
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.280799, rho = 0.970676
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.279387, rho = 0.971362
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.277758, rho = 0.969132
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.281494, rho = 0.971502
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.214834, rho = 0.970131
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.060679, rho = 0.966315
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.058796, rho = 0.967104
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.056647, rho = 0.964541
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.061578, rho = 0.967264
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.984318, rho = 0.965779
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.954780, rho = 0.961306
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.952317, rho = 0.962548
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.949460, rho = 0.959269
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.955965, rho = 0.962396
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.866283, rho = 0.960691
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.979425, rho = 0.955553
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.976174, rho = 0.956980
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.972404, rho = 0.953212
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.980988, rho = 0.956805
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.876740, rho = 0.954846
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -9.153477, rho = 0.948944
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -9.149188, rho = 0.950583
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -9.144214, rho = 0.946256
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.155540, rho = 0.950382
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -9.034165, rho = 0.948132
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -10.498255, rho = 0.941352
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.492605, rho = 0.943234
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.486032, rho = 0.938263
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.500978, rho = 0.943003
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.359409, rho = 0.940419
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -12.037738, rho = 0.932630
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -12.030282, rho = 0.934793
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -12.021609, rho = 0.929083
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.041330, rho = 0.934528
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.875879, rho = 0.931559
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -13.799056, rho = 0.922613
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.789218, rho = 0.925097
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.777774, rho = 0.918538
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.803796, rho = 0.924792
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.610010, rho = 0.921382
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -15.813259, rho = 0.911106
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -15.800278, rho = 0.913959
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -15.785227, rho = 0.906358
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.819513, rho = 0.913609
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.591984, rho = 0.909692
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -18.115174, rho = 0.897886
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -18.098045, rho = 0.901164
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -18.078184, rho = 0.892432
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -18.123427, rho = 0.900762
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.855558, rho = 0.896262
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -20.743022, rho = 0.882703
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -20.720420, rho = 0.886468
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -20.694215, rho = 0.876438
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -20.753911, rho = 0.886006
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -20.437636, rho = 0.880838
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -23.741313, rho = 0.865259
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -23.711489, rho = 0.869584
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -23.676909, rho = 0.858062
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -23.755682, rho = 0.869053
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -23.381048, rho = 0.863116
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -27.157083, rho = 0.845225
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -27.117731, rho = 0.850192
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -27.072104, rho = 0.836958
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.176043, rho = 0.849583
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -26.730769, rho = 0.842763
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -31.043526, rho = 0.822216
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -30.991603, rho = 0.827922
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -30.931402, rho = 0.812720
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -31.068542, rho = 0.827222
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -30.537368, rho = 0.819388
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -35.461895, rho = 0.795772
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -35.393379, rho = 0.802327
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -35.313938, rho = 0.784865
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -35.494907, rho = 0.801523
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -34.858713, rho = 0.792524
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -40.472086, rho = 0.765407
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -40.381680, rho = 0.772936
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -40.276859, rho = 0.752877
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -40.515645, rho = 0.772013
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -39.750543, rho = 0.761675
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -46.143137, rho = 0.730527
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -46.023850, rho = 0.739176
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -45.885542, rho = 0.716135
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -46.200611, rho = 0.738116
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -45.276478, rho = 0.726241
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -52.548732, rho = 0.690449
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -52.391323, rho = 0.700385
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -52.208816, rho = 0.673916
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -52.624573, rho = 0.699166
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -51.503235, rho = 0.685526
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -59.759157, rho = 0.644492
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -59.551457, rho = 0.655835
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -59.310657, rho = 0.625952
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -59.859228, rho = 0.654435
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -58.492320, rho = 0.638766
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -67.849982, rho = 0.591626
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -67.575916, rho = 0.604654
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -67.258173, rho = 0.570328
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -67.982029, rho = 0.603047
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -66.307812, rho = 0.585048
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -76.888346, rho = 0.530906
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -76.526721, rho = 0.545872
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -76.107479, rho = 0.506253
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -77.062578, rho = 0.544026
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -75.002170, rho = 0.523350
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -86.936077, rho = 0.461152
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -86.458909, rho = 0.478343
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -85.905714, rho = 0.432832
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -87.165979, rho = 0.476222
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -84.618058, rho = 0.452473
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 65.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -98.034458, rho = 0.380908
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -97.404841, rho = 0.400778
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -96.674906, rho = 0.348500
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -98.337812, rho = 0.398342
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -95.172056, rho = 0.371061
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 71.25%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -110.200480, rho = 0.289153
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -109.369628, rho = 0.311669
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -108.406153, rho = 0.251770
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -110.600711, rho = 0.308870
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -106.648802, rho = 0.277533
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 76.25%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -123.403663, rho = 0.183453
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -122.307354, rho = 0.209318
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -121.036451, rho = 0.140336
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -123.931768, rho = 0.206103
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -118.976116, rho = 0.170105
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 85
nu = 0.873395
obj = -137.574520, rho = 0.090881
nSV = 170, nBSV = 168
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.873216
obj = -136.259797, rho = 0.132988
nSV = 169, nBSV = 166
Total nSV = 169
*
optimization finished, #iter = 91
nu = 0.862654
obj = -134.699692, rho = 0.083541
nSV = 168, nBSV = 163
Total nSV = 168
*
optimization finished, #iter = 86
nu = 0.875000
obj = -138.309160, rho = 0.135005
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 83
nu = 0.858826
obj = -132.224701, rho = 0.111769
nSV = 166, nBSV = 164
Total nSV = 166
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.842063
obj = -153.282207, rho = 0.087499
nSV = 164, nBSV = 162
Total nSV = 164
*
optimization finished, #iter = 85
nu = 0.837181
obj = -151.744500, rho = 0.135321
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 87
nu = 0.827443
obj = -150.036083, rho = 0.070394
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 94
nu = 0.848064
obj = -154.123362, rho = 0.111943
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 93
nu = 0.825311
obj = -146.960188, rho = 0.120638
nSV = 159, nBSV = 155
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.817448
obj = -170.783055, rho = 0.071076
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 89
nu = 0.814372
obj = -169.155596, rho = 0.102190
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 79
nu = 0.802083
obj = -167.294672, rho = 0.051832
nSV = 155, nBSV = 153
Total nSV = 155
*
optimization finished, #iter = 83
nu = 0.816474
obj = -172.028916, rho = 0.135731
nSV = 158, nBSV = 155
Total nSV = 158
*
optimization finished, #iter = 84
nu = 0.792146
obj = -163.629546, rho = 0.126716
nSV = 154, nBSV = 149
Total nSV = 154
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.790957
obj = -190.329042, rho = 0.068068
nSV = 155, nBSV = 151
Total nSV = 155
*
optimization finished, #iter = 78
nu = 0.789323
obj = -188.453028, rho = 0.131932
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 80
nu = 0.773865
obj = -186.634912, rho = 0.032131
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 80
nu = 0.794518
obj = -192.151441, rho = 0.141048
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 79
nu = 0.774869
obj = -182.275213, rho = 0.132720
nSV = 149, nBSV = 147
Total nSV = 149
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.764350
obj = -212.263768, rho = 0.053913
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 82
nu = 0.767189
obj = -210.015059, rho = 0.095984
nSV = 150, nBSV = 145
Total nSV = 150
*
optimization finished, #iter = 74
nu = 0.750098
obj = -208.422628, rho = 0.046935
nSV = 146, nBSV = 144
Total nSV = 146
*
optimization finished, #iter = 84
nu = 0.773382
obj = -214.543385, rho = 0.116196
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 82
nu = 0.746396
obj = -202.861270, rho = 0.136451
nSV = 144, nBSV = 141
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.743126
obj = -236.710396, rho = 0.080135
nSV = 147, nBSV = 141
Total nSV = 147
*
optimization finished, #iter = 80
nu = 0.744524
obj = -234.021470, rho = 0.085042
nSV = 145, nBSV = 141
Total nSV = 145
*
optimization finished, #iter = 87
nu = 0.729796
obj = -232.714473, rho = 0.030445
nSV = 143, nBSV = 137
Total nSV = 143
*
optimization finished, #iter = 94
nu = 0.750726
obj = -239.484325, rho = 0.108577
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 77
nu = 0.720466
obj = -226.053497, rho = 0.121173
nSV = 139, nBSV = 136
Total nSV = 139
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.718738
obj = -264.161859, rho = 0.076046
nSV = 140, nBSV = 137
Total nSV = 140
*
optimization finished, #iter = 93
nu = 0.717688
obj = -260.796279, rho = 0.078337
nSV = 142, nBSV = 134
Total nSV = 142
*
optimization finished, #iter = 78
nu = 0.710661
obj = -259.863643, rho = 0.007966
nSV = 138, nBSV = 134
Total nSV = 138
*
optimization finished, #iter = 80
nu = 0.727470
obj = -267.542786, rho = 0.119079
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 89
nu = 0.698523
obj = -251.906242, rho = 0.110265
nSV = 136, nBSV = 130
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 74
nu = 0.693837
obj = -295.111526, rho = 0.075748
nSV = 136, nBSV = 131
Total nSV = 136
*
optimization finished, #iter = 78
nu = 0.688413
obj = -291.146581, rho = 0.081957
nSV = 137, nBSV = 130
Total nSV = 137
*
optimization finished, #iter = 87
nu = 0.683078
obj = -290.394805, rho = 0.022519
nSV = 134, nBSV = 127
Total nSV = 134
*
optimization finished, #iter = 76
nu = 0.708004
obj = -298.947431, rho = 0.120971
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 79
nu = 0.672410
obj = -281.038657, rho = 0.113708
nSV = 130, nBSV = 125
Total nSV = 130
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.671151
obj = -329.953923, rho = 0.073807
nSV = 134, nBSV = 127
Total nSV = 134
*
optimization finished, #iter = 91
nu = 0.666273
obj = -325.526626, rho = 0.103615
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 77
nu = 0.661006
obj = -325.065241, rho = 0.016252
nSV = 130, nBSV = 126
Total nSV = 130
*
optimization finished, #iter = 80
nu = 0.683637
obj = -334.147078, rho = 0.138017
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 80
nu = 0.647300
obj = -314.025372, rho = 0.158318
nSV = 127, nBSV = 122
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 86
nu = 0.648898
obj = -369.412032, rho = 0.092357
nSV = 129, nBSV = 122
Total nSV = 129
*
optimization finished, #iter = 78
nu = 0.645833
obj = -364.469555, rho = 0.107810
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 77
nu = 0.642795
obj = -363.965067, rho = -0.007640
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 92
nu = 0.667276
obj = -373.763452, rho = 0.178385
nSV = 130, nBSV = 123
Total nSV = 130
*
optimization finished, #iter = 73
nu = 0.629405
obj = -351.200246, rho = 0.161796
nSV = 122, nBSV = 118
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 78
nu = 0.629755
obj = -414.121011, rho = 0.114123
nSV = 123, nBSV = 120
Total nSV = 123
*
optimization finished, #iter = 75
nu = 0.629645
obj = -407.964251, rho = 0.093450
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 73
nu = 0.625796
obj = -407.864060, rho = -0.010230
nSV = 122, nBSV = 119
Total nSV = 122
*
optimization finished, #iter = 85
nu = 0.642441
obj = -418.369727, rho = 0.216161
nSV = 129, nBSV = 120
Total nSV = 129
*
optimization finished, #iter = 80
nu = 0.610385
obj = -392.988068, rho = 0.205475
nSV = 119, nBSV = 114
Total nSV = 119
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.612617
obj = -464.477334, rho = 0.115658
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 85
nu = 0.610943
obj = -456.888238, rho = 0.110960
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 75
nu = 0.609681
obj = -457.062238, rho = 0.005245
nSV = 119, nBSV = 113
Total nSV = 119
*
optimization finished, #iter = 96
nu = 0.622968
obj = -469.079629, rho = 0.250884
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 80
nu = 0.590104
obj = -440.134892, rho = 0.220254
nSV = 116, nBSV = 110
Total nSV = 116
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 105
nu = 0.596557
obj = -521.311474, rho = 0.112067
nSV = 118, nBSV = 110
Total nSV = 118
*
optimization finished, #iter = 72
nu = 0.595478
obj = -512.067233, rho = 0.128096
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 84
nu = 0.593828
obj = -512.477697, rho = 0.006673
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 84
nu = 0.609673
obj = -526.117056, rho = 0.243550
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 74
nu = 0.573462
obj = -493.562741, rho = 0.244864
nSV = 112, nBSV = 107
Total nSV = 112
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 84
nu = 0.579655
obj = -585.560169, rho = 0.111135
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 80
nu = 0.579585
obj = -574.059878, rho = 0.112719
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 100
nu = 0.575128
obj = -575.114624, rho = 0.033640
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 75
nu = 0.591353
obj = -590.128805, rho = 0.219970
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 75
nu = 0.557483
obj = -553.974765, rho = 0.248967
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 93
nu = 0.565931
obj = -658.038103, rho = 0.118846
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 86
nu = 0.563387
obj = -643.765571, rho = 0.160949
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 101
nu = 0.559987
obj = -646.119258, rho = 0.053291
nSV = 111, nBSV = 104
Total nSV = 111
*
optimization finished, #iter = 99
nu = 0.575665
obj = -662.466582, rho = 0.206277
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 80
nu = 0.541074
obj = -622.387321, rho = 0.256290
nSV = 106, nBSV = 102
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 102
nu = 0.547111
obj = -740.491847, rho = 0.166223
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 80
nu = 0.544714
obj = -722.915673, rho = 0.222411
nSV = 107, nBSV = 102
Total nSV = 107
*
optimization finished, #iter = 89
nu = 0.543874
obj = -726.486834, rho = 0.035578
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 109
nu = 0.558687
obj = -744.531717, rho = 0.204006
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 118
nu = 0.529136
obj = -699.509551, rho = 0.270855
nSV = 104, nBSV = 95
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 78
nu = 0.535027
obj = -834.563290, rho = 0.224090
nSV = 106, nBSV = 102
Total nSV = 106
*
optimization finished, #iter = 90
nu = 0.529486
obj = -812.997812, rho = 0.259325
nSV = 106, nBSV = 98
Total nSV = 106
*
optimization finished, #iter = 93
nu = 0.529742
obj = -817.812094, rho = 0.036267
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 123
nu = 0.543939
obj = -837.720719, rho = 0.200599
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 107
nu = 0.514065
obj = -786.772522, rho = 0.295888
nSV = 102, nBSV = 94
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.524016
obj = -940.744332, rho = 0.298834
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 115
nu = 0.516355
obj = -915.122815, rho = 0.252195
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 97
nu = 0.514453
obj = -921.693217, rho = 0.078946
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 105
nu = 0.529147
obj = -943.631302, rho = 0.225581
nSV = 107, nBSV = 98
Total nSV = 107
*
optimization finished, #iter = 89
nu = 0.499598
obj = -886.248809, rho = 0.339616
nSV = 99, nBSV = 88
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 74
nu = 0.510307
obj = -1061.335951, rho = 0.353493
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 107
nu = 0.500776
obj = -1031.454727, rho = 0.251592
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 90
nu = 0.502232
obj = -1040.346474, rho = 0.133705
nSV = 99, nBSV = 94
Total nSV = 99
*
optimization finished, #iter = 119
nu = 0.516798
obj = -1064.097498, rho = 0.273251
nSV = 104, nBSV = 95
Total nSV = 104
*
optimization finished, #iter = 123
nu = 0.488322
obj = -999.174059, rho = 0.414955
nSV = 98, nBSV = 87
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 94
nu = 0.501106
obj = -1198.067252, rho = 0.350262
nSV = 99, nBSV = 91
Total nSV = 99
*
optimization finished, #iter = 90
nu = 0.490708
obj = -1164.112607, rho = 0.264388
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 75
nu = 0.492889
obj = -1174.843188, rho = 0.187966
nSV = 98, nBSV = 93
Total nSV = 98
*
optimization finished, #iter = 99
nu = 0.506308
obj = -1200.731942, rho = 0.292594
nSV = 101, nBSV = 93
Total nSV = 101
*
optimization finished, #iter = 152
nu = 0.474805
obj = -1127.942811, rho = 0.493626
nSV = 97, nBSV = 86
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 117
nu = 0.488074
obj = -1353.711954, rho = 0.349074
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 119
nu = 0.477601
obj = -1314.865837, rho = 0.250355
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 96
nu = 0.483634
obj = -1326.819114, rho = 0.201022
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 157
nu = 0.493055
obj = -1356.039620, rho = 0.338674
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 114
nu = 0.465272
obj = -1274.846653, rho = 0.558032
nSV = 92, nBSV = 83
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 113
nu = 0.476241
obj = -1531.891051, rho = 0.362143
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 136
nu = 0.468055
obj = -1486.901367, rho = 0.217557
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 96
nu = 0.474010
obj = -1499.773943, rho = 0.207493
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 127
nu = 0.481037
obj = -1533.751174, rho = 0.402358
nSV = 100, nBSV = 89
Total nSV = 100
*.*
optimization finished, #iter = 220
nu = 0.454419
obj = -1442.087160, rho = 0.567049
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 84
nu = 0.469747
obj = -1735.179945, rho = 0.397614
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 176
nu = 0.457788
obj = -1682.907479, rho = 0.179816
nSV = 95, nBSV = 84
Total nSV = 95
*
optimization finished, #iter = 98
nu = 0.464233
obj = -1695.851712, rho = 0.202937
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 92
nu = 0.471728
obj = -1736.751458, rho = 0.475798
nSV = 95, nBSV = 88
Total nSV = 95
*.*
optimization finished, #iter = 217
nu = 0.444442
obj = -1633.255967, rho = 0.598978
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 125
nu = 0.462039
obj = -1965.001583, rho = 0.403785
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 168
nu = 0.450345
obj = -1906.244064, rho = 0.163953
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 104
nu = 0.455572
obj = -1919.191677, rho = 0.216971
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 107
nu = 0.464648
obj = -1967.240126, rho = 0.472186
nSV = 95, nBSV = 87
Total nSV = 95
*.*
optimization finished, #iter = 233
nu = 0.435275
obj = -1852.210819, rho = 0.651240
nSV = 89, nBSV = 78
Total nSV = 89
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 134
nu = 0.454501
obj = -2226.034554, rho = 0.400726
nSV = 93, nBSV = 82
Total nSV = 93
*
optimization finished, #iter = 172
nu = 0.441682
obj = -2160.537281, rho = 0.188763
nSV = 89, nBSV = 78
Total nSV = 89
*
optimization finished, #iter = 153
nu = 0.447874
obj = -2172.894249, rho = 0.211315
nSV = 90, nBSV = 82
Total nSV = 90
*
optimization finished, #iter = 126
nu = 0.457601
obj = -2228.779929, rho = 0.501634
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 164
nu = 0.426886
obj = -2102.953077, rho = 0.719517
nSV = 88, nBSV = 77
Total nSV = 88
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 109
nu = 0.446179
obj = -2523.738383, rho = 0.456098
nSV = 92, nBSV = 83
Total nSV = 92
*.*
optimization finished, #iter = 200
nu = 0.435922
obj = -2450.400941, rho = 0.248630
nSV = 88, nBSV = 76
Total nSV = 88
*
optimization finished, #iter = 160
nu = 0.440210
obj = -2461.031662, rho = 0.231067
nSV = 89, nBSV = 80
Total nSV = 89
*
optimization finished, #iter = 121
nu = 0.451526
obj = -2525.397181, rho = 0.560706
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 189
nu = 0.419897
obj = -2390.215300, rho = 0.800667
nSV = 86, nBSV = 77
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 101
nu = 0.439608
obj = -2862.729235, rho = 0.494377
nSV = 89, nBSV = 82
Total nSV = 89
*.*
optimization finished, #iter = 193
nu = 0.428036
obj = -2779.997261, rho = 0.218459
nSV = 87, nBSV = 76
Total nSV = 87
*
optimization finished, #iter = 126
nu = 0.432045
obj = -2789.839570, rho = 0.196252
nSV = 87, nBSV = 80
Total nSV = 87
*
optimization finished, #iter = 182
nu = 0.444825
obj = -2862.020619, rho = 0.600772
nSV = 89, nBSV = 79
Total nSV = 89
*.*
optimization finished, #iter = 201
nu = 0.414863
obj = -2717.943444, rho = 0.893375
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 108
nu = 0.433887
obj = -3247.910485, rho = 0.500304
nSV = 86, nBSV = 79
Total nSV = 86
*
optimization finished, #iter = 182
nu = 0.421341
obj = -3156.285249, rho = 0.176375
nSV = 86, nBSV = 76
Total nSV = 86
*
optimization finished, #iter = 141
nu = 0.425822
obj = -3163.874838, rho = 0.237022
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 226
nu = 0.438290
obj = -3243.824697, rho = 0.655925
nSV = 88, nBSV = 77
Total nSV = 88
*.*
optimization finished, #iter = 235
nu = 0.409541
obj = -3091.803722, rho = 0.932015
nSV = 84, nBSV = 72
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 104
nu = 0.427265
obj = -3685.991276, rho = 0.499762
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 242
nu = 0.415461
obj = -3585.158152, rho = 0.149751
nSV = 85, nBSV = 72
Total nSV = 85
*
optimization finished, #iter = 160
nu = 0.419797
obj = -3589.180175, rho = 0.344827
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 194
nu = 0.430226
obj = -3679.011126, rho = 0.672648
nSV = 87, nBSV = 77
Total nSV = 87
.*
optimization finished, #iter = 331
nu = 0.404349
obj = -3519.006678, rho = 1.045497
nSV = 83, nBSV = 70
Total nSV = 83
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 98
nu = 0.420800
obj = -4185.736266, rho = 0.486842
nSV = 85, nBSV = 77
Total nSV = 85
.*.*
optimization finished, #iter = 487
nu = 0.408615
obj = -4075.131067, rho = 0.266183
nSV = 85, nBSV = 70
Total nSV = 85
*
optimization finished, #iter = 160
nu = 0.413871
obj = -4072.875331, rho = 0.436100
nSV = 85, nBSV = 75
Total nSV = 85
*.*
optimization finished, #iter = 247
nu = 0.423833
obj = -4175.463605, rho = 0.719432
nSV = 86, nBSV = 75
Total nSV = 86
.*
optimization finished, #iter = 280
nu = 0.398842
obj = -4007.873486, rho = 1.111968
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 176
nu = 0.415166
obj = -4755.490498, rho = 0.487921
nSV = 85, nBSV = 74
Total nSV = 85
.*.*
optimization finished, #iter = 458
nu = 0.402740
obj = -4636.083239, rho = 0.441071
nSV = 83, nBSV = 70
Total nSV = 83
.*
optimization finished, #iter = 265
nu = 0.407124
obj = -4623.852509, rho = 0.457633
nSV = 85, nBSV = 73
Total nSV = 85
*.*
optimization finished, #iter = 322
nu = 0.418605
obj = -4738.851482, rho = 0.800751
nSV = 85, nBSV = 71
Total nSV = 85
.*.*
optimization finished, #iter = 389
nu = 0.393774
obj = -4568.048190, rho = 1.128144
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 197
nu = 0.410607
obj = -5404.095948, rho = 0.546928
nSV = 84, nBSV = 73
Total nSV = 84
.*.*
optimization finished, #iter = 470
nu = 0.398426
obj = -5276.447629, rho = 0.543764
nSV = 82, nBSV = 68
Total nSV = 82
.*
optimization finished, #iter = 324
nu = 0.400599
obj = -5253.266521, rho = 0.458543
nSV = 83, nBSV = 70
Total nSV = 83
.*
optimization finished, #iter = 263
nu = 0.411417
obj = -5381.799683, rho = 0.935918
nSV = 85, nBSV = 71
Total nSV = 85
.*
optimization finished, #iter = 260
nu = 0.389782
obj = -5209.658097, rho = 1.233442
nSV = 81, nBSV = 68
Total nSV = 81
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 264
nu = 0.406182
obj = -6140.292158, rho = 0.651712
nSV = 85, nBSV = 72
Total nSV = 85
.*.*
optimization finished, #iter = 446
nu = 0.393637
obj = -6007.509536, rho = 0.658178
nSV = 81, nBSV = 69
Total nSV = 81
.*.*
optimization finished, #iter = 394
nu = 0.394528
obj = -5973.143721, rho = 0.492725
nSV = 82, nBSV = 69
Total nSV = 82
.*
optimization finished, #iter = 363
nu = 0.405597
obj = -6116.454640, rho = 1.082200
nSV = 83, nBSV = 71
Total nSV = 83
.*
optimization finished, #iter = 327
nu = 0.385869
obj = -5943.783139, rho = 1.403022
nSV = 81, nBSV = 66
Total nSV = 81
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 286
nu = 0.400723
obj = -6979.844851, rho = 0.775951
nSV = 83, nBSV = 71
Total nSV = 83
..*
optimization finished, #iter = 526
nu = 0.389940
obj = -6842.121608, rho = 0.775856
nSV = 80, nBSV = 66
Total nSV = 80
.*.*
optimization finished, #iter = 415
nu = 0.389137
obj = -6796.497288, rho = 0.601472
nSV = 81, nBSV = 68
Total nSV = 81
.*
optimization finished, #iter = 368
nu = 0.400188
obj = -6954.565413, rho = 1.307422
nSV = 83, nBSV = 70
Total nSV = 83
.*.*
optimization finished, #iter = 453
nu = 0.382670
obj = -6784.272908, rho = 1.574764
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 357
nu = 0.397030
obj = -7933.733277, rho = 1.032397
nSV = 83, nBSV = 71
Total nSV = 83
..*.*
optimization finished, #iter = 625
nu = 0.385183
obj = -7794.942256, rho = 0.976243
nSV = 80, nBSV = 64
Total nSV = 80
.*.*
optimization finished, #iter = 473
nu = 0.384260
obj = -7737.810305, rho = 0.724081
nSV = 80, nBSV = 66
Total nSV = 80
..*.*
optimization finished, #iter = 655
nu = 0.394484
obj = -7912.350122, rho = 1.426153
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 565
nu = 0.379996
obj = -7745.068027, rho = 1.754443
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 488
nu = 0.391719
obj = -9019.626666, rho = 1.024590
nSV = 82, nBSV = 67
Total nSV = 82
..*.*
optimization finished, #iter = 645
nu = 0.380848
obj = -8885.778733, rho = 1.221533
nSV = 81, nBSV = 65
Total nSV = 81
..*
optimization finished, #iter = 489
nu = 0.380270
obj = -8812.963731, rho = 0.873793
nSV = 79, nBSV = 65
Total nSV = 79
.*
optimization finished, #iter = 355
nu = 0.389631
obj = -9007.688605, rho = 1.466743
nSV = 81, nBSV = 67
Total nSV = 81
..*
optimization finished, #iter = 479
nu = 0.377320
obj = -8842.851156, rho = 1.854513
nSV = 82, nBSV = 66
Total nSV = 82
Cross Validation Accuracy = 82.9167%
..*
optimization finished, #iter = 545
nu = 0.387051
obj = -10258.593725, rho = 1.127309
nSV = 81, nBSV = 67
Total nSV = 81
..*.*
optimization finished, #iter = 691
nu = 0.377551
obj = -10133.280071, rho = 1.589850
nSV = 79, nBSV = 66
Total nSV = 79
..*.*
optimization finished, #iter = 699
nu = 0.376102
obj = -10041.153617, rho = 1.058978
nSV = 80, nBSV = 64
Total nSV = 80
..*.*
optimization finished, #iter = 637
nu = 0.386222
obj = -10258.195405, rho = 1.651001
nSV = 80, nBSV = 65
Total nSV = 80
.*..*
optimization finished, #iter = 633
nu = 0.374430
obj = -10098.462311, rho = 2.048502
nSV = 82, nBSV = 65
Total nSV = 82
Cross Validation Accuracy = 82.9167%
..*
optimization finished, #iter = 512
nu = 0.382504
obj = -11670.270035, rho = 1.350184
nSV = 81, nBSV = 66
Total nSV = 81
..*..*
optimization finished, #iter = 859
nu = 0.374529
obj = -11556.726511, rho = 1.851908
nSV = 81, nBSV = 64
Total nSV = 81
..*.*
optimization finished, #iter = 757
nu = 0.371998
obj = -11445.269750, rho = 1.249648
nSV = 81, nBSV = 64
Total nSV = 81
.*..*
optimization finished, #iter = 723
nu = 0.382288
obj = -11682.274685, rho = 1.862508
nSV = 80, nBSV = 63
Total nSV = 80
..*.*
optimization finished, #iter = 627
nu = 0.372184
obj = -11534.412730, rho = 2.212808
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 653
nu = 0.377679
obj = -13282.692812, rho = 1.639485
nSV = 81, nBSV = 65
Total nSV = 81
..*..*
optimization finished, #iter = 817
nu = 0.371075
obj = -13184.107617, rho = 2.095257
nSV = 81, nBSV = 63
Total nSV = 81
.*..*
optimization finished, #iter = 585
nu = 0.368438
obj = -13051.568701, rho = 1.433368
nSV = 79, nBSV = 65
Total nSV = 79
..*..*
optimization finished, #iter = 952
nu = 0.378255
obj = -13308.469491, rho = 2.019945
nSV = 81, nBSV = 63
Total nSV = 81
..*.*
optimization finished, #iter = 611
nu = 0.370423
obj = -13173.791542, rho = 2.406072
nSV = 79, nBSV = 65
Total nSV = 79
Cross Validation Accuracy = 82.5%
..*..*
optimization finished, #iter = 824
nu = 0.373184
obj = -15125.417694, rho = 2.020818
nSV = 80, nBSV = 64
Total nSV = 80
...*.*
optimization finished, #iter = 951
nu = 0.367998
obj = -15045.242884, rho = 2.380252
nSV = 81, nBSV = 63
Total nSV = 81
..*.*
optimization finished, #iter = 766
nu = 0.365419
obj = -14886.928476, rho = 1.660781
nSV = 79, nBSV = 64
Total nSV = 79
...*...*
optimization finished, #iter = 1158
nu = 0.374696
obj = -15165.082127, rho = 2.191525
nSV = 82, nBSV = 63
Total nSV = 82
..*.*
optimization finished, #iter = 687
nu = 0.368231
obj = -15044.955507, rho = 2.471692
nSV = 79, nBSV = 63
Total nSV = 79
Cross Validation Accuracy = 82.5%
..*..*
optimization finished, #iter = 934
nu = 0.369181
obj = -17231.069184, rho = 2.284422
nSV = 79, nBSV = 63
Total nSV = 79
...*..*
optimization finished, #iter = 1043
nu = 0.365298
obj = -17172.482414, rho = 2.701815
nSV = 82, nBSV = 64
Total nSV = 82
..*..*
optimization finished, #iter = 825
nu = 0.362799
obj = -16982.437575, rho = 1.911128
nSV = 78, nBSV = 64
Total nSV = 78
..*..*
optimization finished, #iter = 903
nu = 0.371437
obj = -17283.850872, rho = 2.311590
nSV = 80, nBSV = 62
Total nSV = 80
..*..*
optimization finished, #iter = 940
nu = 0.366403
obj = -17181.575589, rho = 2.743888
nSV = 79, nBSV = 63
Total nSV = 79
Cross Validation Accuracy = 82.9167%
..*..*
optimization finished, #iter = 816
nu = 0.365715
obj = -19635.484041, rho = 2.562669
nSV = 79, nBSV = 63
Total nSV = 79
...*...*
optimization finished, #iter = 1172
nu = 0.362795
obj = -19602.652335, rho = 2.942479
nSV = 83, nBSV = 63
Total nSV = 83
..*..*
optimization finished, #iter = 816
nu = 0.360820
obj = -19370.369426, rho = 2.311335
nSV = 77, nBSV = 61
Total nSV = 77
...*...*
optimization finished, #iter = 1167
nu = 0.368600
obj = -19699.662124, rho = 2.456983
nSV = 80, nBSV = 62
Total nSV = 80
...*..*
optimization finished, #iter = 1003
nu = 0.364179
obj = -19619.862938, rho = 3.173803
nSV = 79, nBSV = 61
Total nSV = 79
Cross Validation Accuracy = 82.9167%
...*.*
optimization finished, #iter = 877
nu = 0.362646
obj = -22378.561030, rho = 2.893187
nSV = 79, nBSV = 62
Total nSV = 79
...*..*
optimization finished, #iter = 1133
nu = 0.360535
obj = -22377.989746, rho = 3.096396
nSV = 81, nBSV = 62
Total nSV = 81
...*..*
optimization finished, #iter = 981
nu = 0.358493
obj = -22090.495456, rho = 2.654501
nSV = 78, nBSV = 60
Total nSV = 78
..*..*
optimization finished, #iter = 818
nu = 0.365994
obj = -22451.287119, rho = 2.576374
nSV = 81, nBSV = 62
Total nSV = 81
....*..*
optimization finished, #iter = 1231
nu = 0.362049
obj = -22405.020569, rho = 3.784065
nSV = 78, nBSV = 61
Total nSV = 78
Cross Validation Accuracy = 83.3333%
...*..*
optimization finished, #iter = 969
nu = 0.359894
obj = -25505.610886, rho = 3.252272
nSV = 80, nBSV = 62
Total nSV = 80
....*..*
optimization finished, #iter = 1219
nu = 0.358857
obj = -25543.533690, rho = 3.352704
nSV = 79, nBSV = 62
Total nSV = 79
...*.*
optimization finished, #iter = 913
nu = 0.356536
obj = -25188.086214, rho = 3.022674
nSV = 77, nBSV = 60
Total nSV = 77
...*.*
optimization finished, #iter = 901
nu = 0.363396
obj = -25584.640285, rho = 2.675001
nSV = 80, nBSV = 61
Total nSV = 80
....*..*
optimization finished, #iter = 1274
nu = 0.360216
obj = -25583.713966, rho = 4.495201
nSV = 78, nBSV = 60
Total nSV = 78
Cross Validation Accuracy = 83.75%
...*..*
optimization finished, #iter = 1080
nu = 0.357605
obj = -29066.356909, rho = 3.643501
nSV = 77, nBSV = 61
Total nSV = 77
...*....*
optimization finished, #iter = 1426
nu = 0.357531
obj = -29146.706758, rho = 3.564939
nSV = 78, nBSV = 61
Total nSV = 78
.....*..*
optimization finished, #iter = 1363
nu = 0.354671
obj = -28709.934210, rho = 3.457702
nSV = 76, nBSV = 60
Total nSV = 76
.....*..*
optimization finished, #iter = 1365
nu = 0.361335
obj = -29147.923635, rho = 3.089635
nSV = 80, nBSV = 61
Total nSV = 80
....*...*
optimization finished, #iter = 1342
nu = 0.358615
obj = -29207.777236, rho = 5.159608
nSV = 77, nBSV = 59
Total nSV = 77
Cross Validation Accuracy = 83.75%
....*..*
optimization finished, #iter = 1347
nu = 0.355561
obj = -33112.883527, rho = 4.242468
nSV = 77, nBSV = 59
Total nSV = 77
...*..*
optimization finished, #iter = 1042
nu = 0.356342
obj = -33241.626357, rho = 3.961866
nSV = 77, nBSV = 60
Total nSV = 77
...*..*
optimization finished, #iter = 1060
nu = 0.352557
obj = -32713.560544, rho = 4.036814
nSV = 77, nBSV = 59
Total nSV = 77
......*...*
optimization finished, #iter = 1816
nu = 0.358352
obj = -33199.602371, rho = 3.961218
nSV = 80, nBSV = 58
Total nSV = 80
.....*..*
optimization finished, #iter = 1453
nu = 0.356976
obj = -33336.239195, rho = 5.969200
nSV = 79, nBSV = 60
Total nSV = 79
Cross Validation Accuracy = 83.75%
....*...*
optimization finished, #iter = 1463
nu = 0.353135
obj = -37710.619294, rho = 5.306641
nSV = 78, nBSV = 59
Total nSV = 78
.....*.*
optimization finished, #iter = 1318
nu = 0.355130
obj = -37888.115643, rho = 4.125269
nSV = 77, nBSV = 58
Total nSV = 77
......*...*
optimization finished, #iter = 1917
nu = 0.350784
obj = -37260.914866, rho = 4.711174
nSV = 76, nBSV = 57
Total nSV = 76
....*....*
optimization finished, #iter = 1547
nu = 0.355620
obj = -37812.779820, rho = 4.970702
nSV = 81, nBSV = 58
Total nSV = 81
......*..*
optimization finished, #iter = 1709
nu = 0.355376
obj = -38037.594408, rho = 6.788671
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.3333%
....*...*
optimization finished, #iter = 1494
nu = 0.351145
obj = -42931.836135, rho = 6.237547
nSV = 78, nBSV = 58
Total nSV = 78
......*........*
optimization finished, #iter = 2840
nu = 0.353355
obj = -43160.673545, rho = 4.344189
nSV = 77, nBSV = 57
Total nSV = 77
.......*...*
optimization finished, #iter = 2024
nu = 0.349069
obj = -42416.200011, rho = 5.189638
nSV = 76, nBSV = 56
Total nSV = 76
......*.....*
optimization finished, #iter = 2209
nu = 0.352971
obj = -43060.363726, rho = 6.279106
nSV = 82, nBSV = 58
Total nSV = 82
......*....*
optimization finished, #iter = 1947
nu = 0.353622
obj = -43388.622280, rho = 7.501011
nSV = 80, nBSV = 57
Total nSV = 80
Cross Validation Accuracy = 83.3333%
.....*..*
optimization finished, #iter = 1512
nu = 0.349514
obj = -48846.806614, rho = 7.207402
nSV = 77, nBSV = 57
Total nSV = 77
.......*....*
optimization finished, #iter = 2224
nu = 0.351447
obj = -49141.385663, rho = 4.656271
nSV = 79, nBSV = 56
Total nSV = 79
.......*....*
optimization finished, #iter = 2189
nu = 0.346976
obj = -48255.923670, rho = 6.135551
nSV = 77, nBSV = 55
Total nSV = 77
.....*...*
optimization finished, #iter = 1609
nu = 0.350890
obj = -49022.210792, rho = 7.549697
nSV = 81, nBSV = 57
Total nSV = 81
......*.....*
optimization finished, #iter = 2224
nu = 0.352103
obj = -49474.217480, rho = 8.347166
nSV = 80, nBSV = 57
Total nSV = 80
Cross Validation Accuracy = 83.3333%
......*....*
optimization finished, #iter = 2022
nu = 0.347385
obj = -55535.582680, rho = 7.921433
nSV = 79, nBSV = 55
Total nSV = 79
.......*....*
optimization finished, #iter = 2240
nu = 0.349505
obj = -55922.418553, rho = 4.946699
nSV = 79, nBSV = 55
Total nSV = 79
........*.........*...*
optimization finished, #iter = 3844
nu = 0.344815
obj = -54870.743863, rho = 7.371874
nSV = 77, nBSV = 54
Total nSV = 77
.......*....*
optimization finished, #iter = 2153
nu = 0.348874
obj = -55780.121097, rho = 8.729599
nSV = 80, nBSV = 55
Total nSV = 80
......*...*
optimization finished, #iter = 1844
nu = 0.350649
obj = -56385.040526, rho = 9.124716
nSV = 80, nBSV = 57
Total nSV = 80
Cross Validation Accuracy = 83.3333%
......*.....*
optimization finished, #iter = 2287
nu = 0.344613
obj = -63110.539750, rho = 8.597058
nSV = 79, nBSV = 54
Total nSV = 79
.........*........*
optimization finished, #iter = 3313
nu = 0.347344
obj = -63601.932543, rho = 5.103978
nSV = 79, nBSV = 54
Total nSV = 79
............*.....*
optimization finished, #iter = 3281
nu = 0.342594
obj = -62350.222685, rho = 8.518080
nSV = 76, nBSV = 53
Total nSV = 76
........*........*
optimization finished, #iter = 3218
nu = 0.346630
obj = -63433.176237, rho = 9.890823
nSV = 80, nBSV = 54
Total nSV = 80
........*..*
optimization finished, #iter = 2006
nu = 0.348832
obj = -64226.428557, rho = 10.091970
nSV = 78, nBSV = 55
Total nSV = 78
Cross Validation Accuracy = 83.3333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165979, rho = 0.998992
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165976, rho = 0.999173
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165976, rho = 0.998913
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165980, rho = 0.999001
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164022, rho = 0.998979
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190658, rho = 0.998842
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190655, rho = 0.999051
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190654, rho = 0.998752
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190660, rho = 0.998852
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188410, rho = 0.998828
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.218999, rho = 0.998670
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.218996, rho = 0.998756
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218994, rho = 0.998566
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.219001, rho = 0.998681
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216416, rho = 0.998653
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251551, rho = 0.998472
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.251547, rho = 0.998571
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251544, rho = 0.998353
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251554, rho = 0.998485
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248583, rho = 0.998453
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.288941, rho = 0.998245
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288936, rho = 0.998358
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288932, rho = 0.998108
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288945, rho = 0.998260
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285530, rho = 0.998223
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331882, rho = 0.997984
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331875, rho = 0.998114
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331870, rho = 0.997827
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331887, rho = 0.998001
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.327962, rho = 0.997959
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.381221, rho = 0.997684
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.381213, rho = 0.997795
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381204, rho = 0.997503
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381227, rho = 0.997704
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376716, rho = 0.997655
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.437872, rho = 0.997340
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437862, rho = 0.997467
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437850, rho = 0.997132
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437881, rho = 0.997363
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.432694, rho = 0.997306
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.502936, rho = 0.996944
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.502922, rho = 0.997091
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.502907, rho = 0.996706
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.502947, rho = 0.996970
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.496983, rho = 0.996906
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.577668, rho = 0.996556
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.577651, rho = 0.996504
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.577627, rho = 0.996214
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577678, rho = 0.996520
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.570820, rho = 0.996446
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.663499, rho = 0.996044
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.663477, rho = 0.995984
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.663448, rho = 0.995579
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663512, rho = 0.996002
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.655628, rho = 0.995835
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.762056, rho = 0.995271
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.762023, rho = 0.995386
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.761985, rho = 0.994922
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.762069, rho = 0.995408
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.753001, rho = 0.995215
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.875240, rho = 0.994568
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.875196, rho = 0.994700
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.875147, rho = 0.994167
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.875262, rho = 0.994532
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.864825, rho = 0.994504
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.005229, rho = 0.993760
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.005170, rho = 0.993912
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.005106, rho = 0.993300
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.005257, rho = 0.993718
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.993247, rho = 0.993687
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.154479, rho = 0.992832
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.154402, rho = 0.993007
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.154317, rho = 0.992303
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.154517, rho = 0.992784
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.140692, rho = 0.992748
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.325849, rho = 0.991766
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.325754, rho = 0.991886
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.325635, rho = 0.991159
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.325899, rho = 0.991712
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.309980, rho = 0.991670
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.522619, rho = 0.990496
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.522486, rho = 0.990680
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.522328, rho = 0.989844
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.522677, rho = 0.990479
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.504340, rho = 0.990431
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.748577, rho = 0.989082
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.748402, rho = 0.989294
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.748202, rho = 0.988353
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.748654, rho = 0.989063
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.727533, rho = 0.988726
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.007924, rho = 0.987459
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.007693, rho = 0.987702
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.007430, rho = 0.986621
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.008036, rho = 0.987408
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.983678, rho = 0.987049
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.305459, rho = 0.985595
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.305153, rho = 0.985874
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.304806, rho = 0.984632
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.305619, rho = 0.985810
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.277513, rho = 0.985125
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.647182, rho = 0.983228
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.646767, rho = 0.983773
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.646308, rho = 0.982346
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.647380, rho = 0.983700
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.614941, rho = 0.982912
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.039195, rho = 0.980735
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.038661, rho = 0.981182
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.038043, rho = 0.979722
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.039457, rho = 0.981276
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.001991, rho = 0.980372
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.489102, rho = 0.977870
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.488397, rho = 0.978384
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.487581, rho = 0.976706
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.489448, rho = 0.978492
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.446142, rho = 0.977453
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.005277, rho = 0.974579
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.004347, rho = 0.975170
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.003271, rho = 0.973242
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.005733, rho = 0.975293
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.955634, rho = 0.974100
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.597360, rho = 0.970798
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.596133, rho = 0.971477
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.594722, rho = 0.969263
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.597962, rho = 0.971619
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.539946, rho = 0.970248
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.276246, rho = 0.966473
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.274608, rho = 0.967236
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.272746, rho = 0.964693
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.277022, rho = 0.967399
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.209784, rho = 0.965938
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.054651, rho = 0.961487
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.052509, rho = 0.962708
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.050034, rho = 0.959442
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.055676, rho = 0.962551
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.977630, rho = 0.960873
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.946826, rho = 0.955760
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.944000, rho = 0.957163
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.940733, rho = 0.953411
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.948178, rho = 0.956983
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.857459, rho = 0.955054
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.968930, rho = 0.949182
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.965200, rho = 0.950794
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.960890, rho = 0.946484
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.970713, rho = 0.950587
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.865097, rho = 0.948371
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -9.139629, rho = 0.941626
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.134716, rho = 0.943477
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -9.129021, rho = 0.938527
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.141982, rho = 0.943239
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -9.018802, rho = 0.940695
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -10.479982, rho = 0.932945
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.473500, rho = 0.935072
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.465984, rho = 0.929385
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.483088, rho = 0.934798
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.339137, rho = 0.931875
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -12.013626, rho = 0.922974
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -12.005073, rho = 0.925416
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -11.995191, rho = 0.918817
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.017724, rho = 0.925103
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.849130, rho = 0.921745
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -13.767241, rho = 0.911521
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -13.755955, rho = 0.914327
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.742916, rho = 0.906746
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.772648, rho = 0.913966
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.574715, rho = 0.910109
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -15.771278, rho = 0.898364
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -15.756387, rho = 0.901587
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -15.739182, rho = 0.892880
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.778413, rho = 0.901173
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.545412, rho = 0.896743
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -18.059778, rho = 0.883249
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -18.040129, rho = 0.886952
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -18.017425, rho = 0.876949
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -18.069193, rho = 0.886476
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.794104, rho = 0.881387
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -20.669928, rho = 0.865890
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -20.644001, rho = 0.870143
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -20.614044, rho = 0.858654
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -20.682351, rho = 0.869597
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -20.356547, rho = 0.863751
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -23.644862, rho = 0.845945
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -23.610649, rho = 0.850831
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -23.571120, rho = 0.837633
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -23.661255, rho = 0.850203
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -23.274047, rho = 0.843488
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -27.029818, rho = 0.823039
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -26.984675, rho = 0.828651
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -26.932516, rho = 0.813491
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.051448, rho = 0.827930
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -26.589584, rho = 0.820217
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -30.875609, rho = 0.796732
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -30.816047, rho = 0.803178
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -30.747228, rho = 0.785764
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -30.904148, rho = 0.802350
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -30.351086, rho = 0.793490
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -35.240313, rho = 0.766499
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -35.161715, rho = 0.773904
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -35.070915, rho = 0.754188
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -35.277973, rho = 0.772952
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -34.612894, rho = 0.762774
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -40.179713, rho = 0.731780
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -40.076004, rho = 0.740286
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -39.956196, rho = 0.717643
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -40.229405, rho = 0.739193
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -39.426190, rho = 0.727502
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -45.757361, rho = 0.691901
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -45.620520, rho = 0.701672
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -45.462438, rho = 0.675662
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -45.822927, rho = 0.700417
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -44.848506, rho = 0.686987
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -52.039672, rho = 0.646079
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -51.859100, rho = 0.657302
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -51.650499, rho = 0.627424
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -52.126191, rho = 0.655860
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -50.938494, rho = 0.640433
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -59.087457, rho = 0.593454
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -58.849194, rho = 0.606347
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -58.573946, rho = 0.572025
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -59.201618, rho = 0.604690
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -57.747150, rho = 0.586969
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -66.963654, rho = 0.532997
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -66.649258, rho = 0.547807
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -66.286086, rho = 0.508725
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -67.114293, rho = 0.545904
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -65.324537, rho = 0.525548
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 59.5833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -75.718853, rho = 0.463560
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -75.304015, rho = 0.480572
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -74.824817, rho = 0.435680
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -75.917619, rho = 0.478387
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -73.704759, rho = 0.455003
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 65.4167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -85.392919, rho = 0.383792
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -84.845535, rho = 0.403333
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -84.213228, rho = 0.351765
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -85.655191, rho = 0.400823
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -82.906110, rho = 0.373963
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 70.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -95.998298, rho = 0.292157
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -95.276013, rho = 0.314615
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -94.441694, rho = 0.255171
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -96.344345, rho = 0.311731
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -92.913160, rho = 0.280877
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 75.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -107.513623, rho = 0.186908
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -106.560576, rho = 0.212693
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -105.459663, rho = 0.144649
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -107.970272, rho = 0.209380
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -103.668121, rho = 0.173938
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 85
nu = 0.874567
obj = -119.871376, rho = 0.090310
nSV = 170, nBSV = 168
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.874201
obj = -118.725651, rho = 0.133039
nSV = 169, nBSV = 166
Total nSV = 169
*
optimization finished, #iter = 87
nu = 0.863917
obj = -117.366431, rho = 0.084468
nSV = 168, nBSV = 163
Total nSV = 168
*
optimization finished, #iter = 86
nu = 0.875000
obj = -120.505037, rho = 0.138537
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 83
nu = 0.859904
obj = -115.217164, rho = 0.111829
nSV = 166, nBSV = 164
Total nSV = 166
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.842881
obj = -133.552820, rho = 0.086489
nSV = 164, nBSV = 162
Total nSV = 164
*
optimization finished, #iter = 85
nu = 0.838189
obj = -132.211541, rho = 0.135336
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 88
nu = 0.828471
obj = -130.722425, rho = 0.070097
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 93
nu = 0.849244
obj = -134.282717, rho = 0.110485
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 93
nu = 0.826345
obj = -128.052872, rho = 0.120546
nSV = 160, nBSV = 155
Total nSV = 160
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.818407
obj = -148.799625, rho = 0.071210
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 86
nu = 0.815243
obj = -147.382412, rho = 0.101286
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 80
nu = 0.802892
obj = -145.757778, rho = 0.051406
nSV = 156, nBSV = 153
Total nSV = 156
*
optimization finished, #iter = 83
nu = 0.817301
obj = -149.875970, rho = 0.134085
nSV = 158, nBSV = 156
Total nSV = 158
*
optimization finished, #iter = 85
nu = 0.793175
obj = -142.569494, rho = 0.124597
nSV = 154, nBSV = 149
Total nSV = 154
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.792033
obj = -165.825503, rho = 0.066678
nSV = 155, nBSV = 151
Total nSV = 155
*
optimization finished, #iter = 80
nu = 0.790261
obj = -164.190206, rho = 0.132683
nSV = 154, nBSV = 149
Total nSV = 154
*
optimization finished, #iter = 79
nu = 0.774846
obj = -162.603363, rho = 0.031775
nSV = 150, nBSV = 147
Total nSV = 150
*
optimization finished, #iter = 80
nu = 0.795079
obj = -167.402928, rho = 0.140763
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 78
nu = 0.774869
obj = -158.817633, rho = 0.136025
nSV = 149, nBSV = 147
Total nSV = 149
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 78
nu = 0.764885
obj = -184.929905, rho = 0.053207
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 80
nu = 0.768016
obj = -182.975645, rho = 0.096562
nSV = 150, nBSV = 145
Total nSV = 150
*
optimization finished, #iter = 74
nu = 0.750554
obj = -181.577741, rho = 0.046338
nSV = 146, nBSV = 144
Total nSV = 146
*
optimization finished, #iter = 82
nu = 0.774164
obj = -186.909074, rho = 0.116170
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 82
nu = 0.747109
obj = -176.743660, rho = 0.137393
nSV = 144, nBSV = 141
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.744154
obj = -206.229132, rho = 0.080280
nSV = 147, nBSV = 141
Total nSV = 147
*
optimization finished, #iter = 77
nu = 0.745167
obj = -203.893431, rho = 0.084793
nSV = 145, nBSV = 141
Total nSV = 145
*
optimization finished, #iter = 92
nu = 0.730608
obj = -202.742313, rho = 0.031962
nSV = 143, nBSV = 137
Total nSV = 143
*
optimization finished, #iter = 99
nu = 0.751456
obj = -208.636891, rho = 0.108216
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 77
nu = 0.721018
obj = -196.946478, rho = 0.121193
nSV = 139, nBSV = 136
Total nSV = 139
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.719329
obj = -230.137757, rho = 0.075824
nSV = 140, nBSV = 137
Total nSV = 140
*
optimization finished, #iter = 89
nu = 0.718550
obj = -227.213977, rho = 0.078777
nSV = 142, nBSV = 134
Total nSV = 142
*
optimization finished, #iter = 80
nu = 0.711340
obj = -226.392509, rho = 0.008895
nSV = 138, nBSV = 134
Total nSV = 138
*
optimization finished, #iter = 82
nu = 0.728085
obj = -233.074558, rho = 0.119798
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 91
nu = 0.699244
obj = -219.468174, rho = 0.111360
nSV = 136, nBSV = 130
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 73
nu = 0.694301
obj = -257.095970, rho = 0.077196
nSV = 136, nBSV = 133
Total nSV = 136
*
optimization finished, #iter = 87
nu = 0.689212
obj = -253.637385, rho = 0.082689
nSV = 138, nBSV = 130
Total nSV = 138
*
optimization finished, #iter = 85
nu = 0.683716
obj = -252.974472, rho = 0.021417
nSV = 134, nBSV = 127
Total nSV = 134
*
optimization finished, #iter = 78
nu = 0.708681
obj = -260.434029, rho = 0.120344
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 78
nu = 0.673086
obj = -244.839611, rho = 0.112675
nSV = 130, nBSV = 125
Total nSV = 130
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 82
nu = 0.671976
obj = -287.438578, rho = 0.073682
nSV = 134, nBSV = 127
Total nSV = 134
*
optimization finished, #iter = 83
nu = 0.666997
obj = -283.579297, rho = 0.102728
nSV = 131, nBSV = 125
Total nSV = 131
*
optimization finished, #iter = 74
nu = 0.661442
obj = -283.167683, rho = 0.015738
nSV = 129, nBSV = 126
Total nSV = 129
*
optimization finished, #iter = 78
nu = 0.684390
obj = -291.085353, rho = 0.136283
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 81
nu = 0.647915
obj = -273.561019, rho = 0.157424
nSV = 127, nBSV = 122
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.649630
obj = -321.792291, rho = 0.091577
nSV = 129, nBSV = 122
Total nSV = 129
*
optimization finished, #iter = 78
nu = 0.645833
obj = -317.481583, rho = 0.112213
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 78
nu = 0.643480
obj = -317.043767, rho = -0.008517
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 91
nu = 0.667719
obj = -325.589411, rho = 0.176562
nSV = 130, nBSV = 123
Total nSV = 130
*
optimization finished, #iter = 74
nu = 0.629999
obj = -305.939808, rho = 0.161018
nSV = 122, nBSV = 118
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 79
nu = 0.630150
obj = -360.725680, rho = 0.114986
nSV = 123, nBSV = 120
Total nSV = 123
*
optimization finished, #iter = 74
nu = 0.630215
obj = -355.366797, rho = 0.093567
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 71
nu = 0.626107
obj = -355.280079, rho = -0.011048
nSV = 122, nBSV = 119
Total nSV = 122
*
optimization finished, #iter = 91
nu = 0.643078
obj = -364.420187, rho = 0.213229
nSV = 129, nBSV = 120
Total nSV = 129
*
optimization finished, #iter = 78
nu = 0.610932
obj = -342.332993, rho = 0.203210
nSV = 119, nBSV = 114
Total nSV = 119
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 86
nu = 0.613052
obj = -404.584424, rho = 0.115669
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 86
nu = 0.611467
obj = -397.972341, rho = 0.110745
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 71
nu = 0.610225
obj = -398.126608, rho = 0.005179
nSV = 119, nBSV = 113
Total nSV = 119
*
optimization finished, #iter = 90
nu = 0.623452
obj = -408.569128, rho = 0.250994
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 83
nu = 0.590699
obj = -383.384311, rho = 0.219633
nSV = 116, nBSV = 110
Total nSV = 116
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 98
nu = 0.597146
obj = -454.079749, rho = 0.111390
nSV = 118, nBSV = 110
Total nSV = 118
*
optimization finished, #iter = 71
nu = 0.596088
obj = -446.029232, rho = 0.128350
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 93
nu = 0.594232
obj = -446.380705, rho = 0.005981
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 101
nu = 0.609950
obj = -458.243098, rho = 0.244921
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 74
nu = 0.573978
obj = -429.910491, rho = 0.242769
nSV = 112, nBSV = 107
Total nSV = 112
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 95
nu = 0.579954
obj = -510.009941, rho = 0.110940
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 78
nu = 0.579963
obj = -499.999270, rho = 0.111059
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 91
nu = 0.575638
obj = -500.904204, rho = 0.032530
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 86
nu = 0.591778
obj = -513.972693, rho = 0.221688
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 75
nu = 0.557808
obj = -482.503513, rho = 0.250109
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 86
nu = 0.566408
obj = -573.132109, rho = 0.117909
nSV = 112, nBSV = 105
Total nSV = 112
*
optimization finished, #iter = 88
nu = 0.563900
obj = -560.690061, rho = 0.158099
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 92
nu = 0.560316
obj = -562.732795, rho = 0.053972
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 104
nu = 0.576159
obj = -576.964467, rho = 0.206675
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 78
nu = 0.541310
obj = -542.075165, rho = 0.256271
nSV = 106, nBSV = 102
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 113
nu = 0.547547
obj = -644.900003, rho = 0.164797
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 92
nu = 0.545105
obj = -629.577633, rho = 0.219021
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 91
nu = 0.544362
obj = -632.690129, rho = 0.036123
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 108
nu = 0.559105
obj = -648.399577, rho = 0.203947
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 121
nu = 0.529521
obj = -609.229760, rho = 0.270926
nSV = 104, nBSV = 96
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 79
nu = 0.535222
obj = -726.800871, rho = 0.222658
nSV = 106, nBSV = 102
Total nSV = 106
*
optimization finished, #iter = 86
nu = 0.529948
obj = -707.981470, rho = 0.258344
nSV = 106, nBSV = 98
Total nSV = 106
*
optimization finished, #iter = 90
nu = 0.530178
obj = -712.184840, rho = 0.035762
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 126
nu = 0.544344
obj = -729.518129, rho = 0.199947
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 110
nu = 0.514452
obj = -685.185865, rho = 0.293562
nSV = 102, nBSV = 94
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.524409
obj = -819.249192, rho = 0.297801
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 105
nu = 0.516761
obj = -796.871082, rho = 0.252137
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 94
nu = 0.514846
obj = -802.587625, rho = 0.078078
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 115
nu = 0.529529
obj = -821.697309, rho = 0.222593
nSV = 107, nBSV = 98
Total nSV = 107
*
optimization finished, #iter = 93
nu = 0.499989
obj = -771.773936, rho = 0.335893
nSV = 99, nBSV = 88
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 74
nu = 0.510593
obj = -924.223427, rho = 0.351317
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 110
nu = 0.501144
obj = -898.100025, rho = 0.251053
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 82
nu = 0.502560
obj = -905.847235, rho = 0.132413
nSV = 99, nBSV = 94
Total nSV = 99
*
optimization finished, #iter = 141
nu = 0.517216
obj = -926.564574, rho = 0.268720
nSV = 105, nBSV = 95
Total nSV = 105
*
optimization finished, #iter = 124
nu = 0.488687
obj = -870.069358, rho = 0.412028
nSV = 98, nBSV = 87
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 101
nu = 0.501476
obj = -1043.250105, rho = 0.350461
nSV = 99, nBSV = 91
Total nSV = 99
*
optimization finished, #iter = 89
nu = 0.491012
obj = -1013.538984, rho = 0.262313
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 75
nu = 0.493116
obj = -1022.872346, rho = 0.186855
nSV = 99, nBSV = 93
Total nSV = 99
*
optimization finished, #iter = 93
nu = 0.506511
obj = -1045.480139, rho = 0.291819
nSV = 101, nBSV = 93
Total nSV = 101
*
optimization finished, #iter = 149
nu = 0.475163
obj = -982.107745, rho = 0.490175
nSV = 97, nBSV = 86
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 114
nu = 0.488397
obj = -1178.693319, rho = 0.348883
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 136
nu = 0.477960
obj = -1144.681956, rho = 0.249492
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 99
nu = 0.483913
obj = -1155.107747, rho = 0.200313
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 141
nu = 0.493373
obj = -1180.618915, rho = 0.337715
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 134
nu = 0.465427
obj = -1109.952559, rho = 0.555204
nSV = 92, nBSV = 84
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 103
nu = 0.476570
obj = -1333.731275, rho = 0.361328
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 129
nu = 0.468248
obj = -1294.330332, rho = 0.217731
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 99
nu = 0.474193
obj = -1305.569409, rho = 0.207202
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 124
nu = 0.481297
obj = -1335.237156, rho = 0.399781
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 165
nu = 0.454649
obj = -1255.497596, rho = 0.566283
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 84
nu = 0.469899
obj = -1510.642871, rho = 0.395680
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 138
nu = 0.458044
obj = -1464.799309, rho = 0.178676
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 105
nu = 0.464485
obj = -1476.131411, rho = 0.202485
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 97
nu = 0.471880
obj = -1511.839384, rho = 0.476559
nSV = 95, nBSV = 88
Total nSV = 95
*.*
optimization finished, #iter = 256
nu = 0.444629
obj = -1421.847230, rho = 0.598579
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 176
nu = 0.462271
obj = -1710.583680, rho = 0.400179
nSV = 95, nBSV = 84
Total nSV = 95
*
optimization finished, #iter = 135
nu = 0.450549
obj = -1659.008469, rho = 0.163757
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 91
nu = 0.455640
obj = -1670.402508, rho = 0.218654
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 112
nu = 0.464871
obj = -1712.325752, rho = 0.473258
nSV = 95, nBSV = 87
Total nSV = 95
*.*
optimization finished, #iter = 239
nu = 0.435474
obj = -1612.338285, rho = 0.649698
nSV = 89, nBSV = 78
Total nSV = 89
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 108
nu = 0.454726
obj = -1937.724398, rho = 0.398124
nSV = 93, nBSV = 82
Total nSV = 93
*
optimization finished, #iter = 153
nu = 0.441875
obj = -1880.067092, rho = 0.189007
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 136
nu = 0.447977
obj = -1891.119427, rho = 0.214577
nSV = 90, nBSV = 82
Total nSV = 90
*
optimization finished, #iter = 114
nu = 0.457617
obj = -1939.831526, rho = 0.500407
nSV = 92, nBSV = 84
Total nSV = 92
*.*
optimization finished, #iter = 244
nu = 0.427064
obj = -1830.461450, rho = 0.717268
nSV = 88, nBSV = 77
Total nSV = 88
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 89
nu = 0.446357
obj = -2196.695724, rho = 0.451196
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 164
nu = 0.436041
obj = -2132.013365, rho = 0.247409
nSV = 88, nBSV = 77
Total nSV = 88
*
optimization finished, #iter = 118
nu = 0.440380
obj = -2141.683171, rho = 0.234005
nSV = 89, nBSV = 80
Total nSV = 89
*
optimization finished, #iter = 120
nu = 0.451654
obj = -2197.875396, rho = 0.560024
nSV = 92, nBSV = 83
Total nSV = 92
*.*
optimization finished, #iter = 195
nu = 0.419960
obj = -2080.355902, rho = 0.801703
nSV = 86, nBSV = 77
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 91
nu = 0.439779
obj = -2491.538105, rho = 0.491600
nSV = 90, nBSV = 82
Total nSV = 90
*.*
optimization finished, #iter = 192
nu = 0.428308
obj = -2418.337047, rho = 0.219890
nSV = 87, nBSV = 76
Total nSV = 87
*
optimization finished, #iter = 120
nu = 0.432151
obj = -2427.542670, rho = 0.197533
nSV = 88, nBSV = 80
Total nSV = 88
*
optimization finished, #iter = 174
nu = 0.444972
obj = -2490.612221, rho = 0.600573
nSV = 89, nBSV = 79
Total nSV = 89
*.*
optimization finished, #iter = 193
nu = 0.415006
obj = -2365.420460, rho = 0.894186
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 99
nu = 0.434024
obj = -2826.545166, rho = 0.493410
nSV = 86, nBSV = 79
Total nSV = 86
*.*
optimization finished, #iter = 226
nu = 0.421502
obj = -2745.094861, rho = 0.169380
nSV = 86, nBSV = 74
Total nSV = 86
*
optimization finished, #iter = 137
nu = 0.426030
obj = -2752.585112, rho = 0.235403
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 204
nu = 0.438535
obj = -2822.515905, rho = 0.653646
nSV = 88, nBSV = 77
Total nSV = 88
*.*
optimization finished, #iter = 236
nu = 0.409694
obj = -2690.530955, rho = 0.933242
nSV = 84, nBSV = 72
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 130
nu = 0.427379
obj = -3207.479019, rho = 0.492708
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 293
nu = 0.415494
obj = -3117.495162, rho = 0.141544
nSV = 84, nBSV = 71
Total nSV = 84
*
optimization finished, #iter = 150
nu = 0.419975
obj = -3122.102348, rho = 0.347921
nSV = 86, nBSV = 77
Total nSV = 86
*
optimization finished, #iter = 166
nu = 0.430353
obj = -3200.695053, rho = 0.670213
nSV = 87, nBSV = 77
Total nSV = 87
.*
optimization finished, #iter = 339
nu = 0.404390
obj = -3062.041328, rho = 1.041262
nSV = 83, nBSV = 69
Total nSV = 83
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 95
nu = 0.420912
obj = -3641.935611, rho = 0.481274
nSV = 85, nBSV = 77
Total nSV = 85
.*.*
optimization finished, #iter = 440
nu = 0.408431
obj = -3543.096697, rho = 0.271867
nSV = 84, nBSV = 71
Total nSV = 84
*
optimization finished, #iter = 151
nu = 0.414059
obj = -3542.137641, rho = 0.433785
nSV = 85, nBSV = 75
Total nSV = 85
*.*
optimization finished, #iter = 229
nu = 0.423864
obj = -3632.063284, rho = 0.717349
nSV = 86, nBSV = 75
Total nSV = 86
.*
optimization finished, #iter = 308
nu = 0.398875
obj = -3487.120796, rho = 1.106029
nSV = 82, nBSV = 68
Total nSV = 82
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 164
nu = 0.415293
obj = -4137.110290, rho = 0.479820
nSV = 85, nBSV = 75
Total nSV = 85
.*
optimization finished, #iter = 359
nu = 0.402961
obj = -4029.954597, rho = 0.444412
nSV = 82, nBSV = 69
Total nSV = 82
.*
optimization finished, #iter = 261
nu = 0.407338
obj = -4020.321993, rho = 0.452506
nSV = 85, nBSV = 72
Total nSV = 85
*.*
optimization finished, #iter = 383
nu = 0.418655
obj = -4121.559600, rho = 0.791370
nSV = 85, nBSV = 71
Total nSV = 85
.*.*
optimization finished, #iter = 404
nu = 0.393825
obj = -3974.091940, rho = 1.129633
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 196
nu = 0.410768
obj = -4700.602088, rho = 0.540483
nSV = 84, nBSV = 73
Total nSV = 84
.*.*
optimization finished, #iter = 399
nu = 0.398319
obj = -4585.275580, rho = 0.531290
nSV = 82, nBSV = 68
Total nSV = 82
.*
optimization finished, #iter = 311
nu = 0.400621
obj = -4566.620065, rho = 0.451078
nSV = 83, nBSV = 70
Total nSV = 83
.*.*
optimization finished, #iter = 479
nu = 0.411457
obj = -4679.977995, rho = 0.932648
nSV = 85, nBSV = 71
Total nSV = 85
.*.*
optimization finished, #iter = 423
nu = 0.389822
obj = -4531.736644, rho = 1.234993
nSV = 81, nBSV = 68
Total nSV = 81
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 253
nu = 0.406308
obj = -5339.946715, rho = 0.640717
nSV = 85, nBSV = 72
Total nSV = 85
.*.*
optimization finished, #iter = 424
nu = 0.393527
obj = -5219.306567, rho = 0.650021
nSV = 82, nBSV = 69
Total nSV = 82
.*.*
optimization finished, #iter = 443
nu = 0.394430
obj = -5191.254600, rho = 0.497379
nSV = 82, nBSV = 68
Total nSV = 82
.*
optimization finished, #iter = 322
nu = 0.405631
obj = -5317.829024, rho = 1.069343
nSV = 83, nBSV = 71
Total nSV = 83
*.*
optimization finished, #iter = 268
nu = 0.385881
obj = -5169.721836, rho = 1.398713
nSV = 81, nBSV = 66
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*
optimization finished, #iter = 367
nu = 0.400828
obj = -6068.758346, rho = 0.759672
nSV = 83, nBSV = 71
Total nSV = 83
..*..*
optimization finished, #iter = 857
nu = 0.389594
obj = -5942.716905, rho = 0.778202
nSV = 81, nBSV = 65
Total nSV = 81
.*.*
optimization finished, #iter = 461
nu = 0.388932
obj = -5905.545997, rho = 0.586803
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 435
nu = 0.400094
obj = -6045.494234, rho = 1.301302
nSV = 83, nBSV = 69
Total nSV = 83
.*.*
optimization finished, #iter = 420
nu = 0.382701
obj = -5899.884476, rho = 1.567859
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 297
nu = 0.397155
obj = -6896.444313, rho = 1.012761
nSV = 83, nBSV = 70
Total nSV = 83
..*.*
optimization finished, #iter = 715
nu = 0.384618
obj = -6769.248883, rho = 0.989030
nSV = 82, nBSV = 64
Total nSV = 82
.*.*
optimization finished, #iter = 490
nu = 0.384234
obj = -6722.053739, rho = 0.731826
nSV = 80, nBSV = 67
Total nSV = 80
.*.*
optimization finished, #iter = 542
nu = 0.394491
obj = -6876.652729, rho = 1.411031
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 408
nu = 0.380051
obj = -6734.278607, rho = 1.744867
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 468
nu = 0.391847
obj = -7838.177394, rho = 1.012798
nSV = 82, nBSV = 66
Total nSV = 82
..*.*
optimization finished, #iter = 747
nu = 0.380478
obj = -7715.239767, rho = 1.262724
nSV = 81, nBSV = 64
Total nSV = 81
.*.*
optimization finished, #iter = 503
nu = 0.379902
obj = -7653.872872, rho = 0.901246
nSV = 80, nBSV = 65
Total nSV = 80
.*.*
optimization finished, #iter = 532
nu = 0.389649
obj = -7826.509039, rho = 1.460944
nSV = 81, nBSV = 67
Total nSV = 81
..*
optimization finished, #iter = 544
nu = 0.377289
obj = -7687.314124, rho = 1.880830
nSV = 82, nBSV = 66
Total nSV = 82
Cross Validation Accuracy = 82.9167%
..*
optimization finished, #iter = 566
nu = 0.387138
obj = -8912.002964, rho = 1.121072
nSV = 81, nBSV = 67
Total nSV = 81
..*.*
optimization finished, #iter = 719
nu = 0.377496
obj = -8795.533227, rho = 1.577759
nSV = 81, nBSV = 65
Total nSV = 81
..*.*
optimization finished, #iter = 698
nu = 0.375609
obj = -8718.629821, rho = 1.084727
nSV = 81, nBSV = 64
Total nSV = 81
.*.*
optimization finished, #iter = 560
nu = 0.386240
obj = -8910.234868, rho = 1.660979
nSV = 81, nBSV = 66
Total nSV = 81
.*.*
optimization finished, #iter = 487
nu = 0.374398
obj = -8777.125782, rho = 2.083504
nSV = 82, nBSV = 66
Total nSV = 82
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 705
nu = 0.382080
obj = -10135.867307, rho = 1.351559
nSV = 80, nBSV = 65
Total nSV = 80
..*..*
optimization finished, #iter = 884
nu = 0.373671
obj = -10029.002665, rho = 1.784831
nSV = 81, nBSV = 62
Total nSV = 81
..*
optimization finished, #iter = 560
nu = 0.371336
obj = -9936.604288, rho = 1.288754
nSV = 80, nBSV = 65
Total nSV = 80
.*..*
optimization finished, #iter = 723
nu = 0.382096
obj = -10143.826024, rho = 1.818523
nSV = 81, nBSV = 63
Total nSV = 81
.*.*
optimization finished, #iter = 451
nu = 0.372223
obj = -10022.621160, rho = 2.239017
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*..*.*
optimization finished, #iter = 713
nu = 0.377338
obj = -11533.790502, rho = 1.620037
nSV = 80, nBSV = 64
Total nSV = 80
..*..*
optimization finished, #iter = 850
nu = 0.370258
obj = -11439.725062, rho = 2.047486
nSV = 81, nBSV = 64
Total nSV = 81
..*.*
optimization finished, #iter = 759
nu = 0.368000
obj = -11328.847240, rho = 1.477583
nSV = 80, nBSV = 64
Total nSV = 80
..*..*
optimization finished, #iter = 816
nu = 0.378101
obj = -11551.991072, rho = 1.968930
nSV = 81, nBSV = 63
Total nSV = 81
..*.*
optimization finished, #iter = 705
nu = 0.370325
obj = -11443.551742, rho = 2.371374
nSV = 79, nBSV = 64
Total nSV = 79
Cross Validation Accuracy = 82.5%
.
WARNING: using -h 0 may be faster
*..*
optimization finished, #iter = 657
nu = 0.372861
obj = -13130.247897, rho = 1.895380
nSV = 80, nBSV = 63
Total nSV = 80
...*.*
optimization finished, #iter = 780
nu = 0.367271
obj = -13052.111030, rho = 2.298125
nSV = 82, nBSV = 63
Total nSV = 82
.*.*
optimization finished, #iter = 504
nu = 0.364878
obj = -12918.690618, rho = 1.676531
nSV = 79, nBSV = 64
Total nSV = 79
..*..*
optimization finished, #iter = 933
nu = 0.374410
obj = -13158.678653, rho = 2.121537
nSV = 81, nBSV = 63
Total nSV = 81
..*.*
optimization finished, #iter = 689
nu = 0.368069
obj = -13065.423282, rho = 2.428787
nSV = 78, nBSV = 61
Total nSV = 78
Cross Validation Accuracy = 82.5%
..*..*
optimization finished, #iter = 864
nu = 0.368944
obj = -14953.170554, rho = 2.156816
nSV = 79, nBSV = 62
Total nSV = 79
...*..*
optimization finished, #iter = 1144
nu = 0.364512
obj = -14894.103887, rho = 2.424896
nSV = 84, nBSV = 63
Total nSV = 84
..*.*
optimization finished, #iter = 617
nu = 0.362703
obj = -14732.441606, rho = 1.897610
nSV = 77, nBSV = 64
Total nSV = 77
..*..*
optimization finished, #iter = 840
nu = 0.371257
obj = -14990.715379, rho = 2.229515
nSV = 80, nBSV = 62
Total nSV = 80
..*...*
optimization finished, #iter = 988
nu = 0.366024
obj = -14916.399709, rho = 2.760468
nSV = 79, nBSV = 62
Total nSV = 79
Cross Validation Accuracy = 82.9167%
...*.*
optimization finished, #iter = 861
nu = 0.365512
obj = -17032.834574, rho = 2.464252
nSV = 79, nBSV = 62
Total nSV = 79
...*...*
optimization finished, #iter = 1274
nu = 0.361990
obj = -16997.901445, rho = 2.538375
nSV = 84, nBSV = 62
Total nSV = 84
..*..*
optimization finished, #iter = 789
nu = 0.360524
obj = -16795.837917, rho = 2.254083
nSV = 78, nBSV = 60
Total nSV = 78
...*..*
optimization finished, #iter = 1127
nu = 0.368401
obj = -17077.226567, rho = 2.361947
nSV = 81, nBSV = 61
Total nSV = 81
...*..*
optimization finished, #iter = 1005
nu = 0.363884
obj = -17028.655978, rho = 3.183736
nSV = 79, nBSV = 61
Total nSV = 79
Cross Validation Accuracy = 83.3333%
..*..*
optimization finished, #iter = 892
nu = 0.362395
obj = -19403.235425, rho = 2.770254
nSV = 80, nBSV = 61
Total nSV = 80
...*.*
optimization finished, #iter = 944
nu = 0.359936
obj = -19398.619701, rho = 2.850728
nSV = 80, nBSV = 62
Total nSV = 80
...*.*
optimization finished, #iter = 848
nu = 0.358264
obj = -19145.079769, rho = 2.559033
nSV = 77, nBSV = 60
Total nSV = 77
...*...*
optimization finished, #iter = 1172
nu = 0.365415
obj = -19453.139336, rho = 2.395366
nSV = 80, nBSV = 61
Total nSV = 80
....*..*
optimization finished, #iter = 1227
nu = 0.361803
obj = -19439.021308, rho = 3.796989
nSV = 78, nBSV = 60
Total nSV = 78
Cross Validation Accuracy = 83.75%
...*.*
optimization finished, #iter = 844
nu = 0.359632
obj = -22103.097323, rho = 3.144732
nSV = 79, nBSV = 61
Total nSV = 79
...*..*
optimization finished, #iter = 1067
nu = 0.358446
obj = -22132.676158, rho = 3.059229
nSV = 79, nBSV = 62
Total nSV = 79
...*..*
optimization finished, #iter = 1071
nu = 0.356332
obj = -21816.193722, rho = 2.953456
nSV = 76, nBSV = 60
Total nSV = 76
....*.*
optimization finished, #iter = 1077
nu = 0.363108
obj = -22155.624502, rho = 2.749517
nSV = 80, nBSV = 61
Total nSV = 80
....*..*
optimization finished, #iter = 1171
nu = 0.360026
obj = -22187.499805, rho = 4.494175
nSV = 77, nBSV = 60
Total nSV = 77
Cross Validation Accuracy = 83.75%
...*.*
optimization finished, #iter = 933
nu = 0.357347
obj = -25172.647869, rho = 3.617422
nSV = 77, nBSV = 58
Total nSV = 77
...*..*
optimization finished, #iter = 1053
nu = 0.357153
obj = -25240.258315, rho = 3.340409
nSV = 78, nBSV = 60
Total nSV = 78
....*.*
optimization finished, #iter = 1091
nu = 0.354030
obj = -24851.573306, rho = 3.451667
nSV = 77, nBSV = 58
Total nSV = 77
.....*..*
optimization finished, #iter = 1502
nu = 0.360140
obj = -25226.768470, rho = 3.394715
nSV = 80, nBSV = 58
Total nSV = 80
....*...*
optimization finished, #iter = 1364
nu = 0.358305
obj = -25317.736217, rho = 5.194721
nSV = 79, nBSV = 60
Total nSV = 79
Cross Validation Accuracy = 83.75%
...*..*
optimization finished, #iter = 1156
nu = 0.354906
obj = -28659.231602, rho = 4.384177
nSV = 78, nBSV = 59
Total nSV = 78
...*.*
optimization finished, #iter = 952
nu = 0.356118
obj = -28766.468615, rho = 3.668544
nSV = 77, nBSV = 60
Total nSV = 77
......*..*
optimization finished, #iter = 1607
nu = 0.352005
obj = -28300.011426, rho = 4.143109
nSV = 76, nBSV = 57
Total nSV = 76
.....*....*
optimization finished, #iter = 1878
nu = 0.357138
obj = -28722.956196, rho = 4.264569
nSV = 81, nBSV = 58
Total nSV = 81
....*....*
optimization finished, #iter = 1593
nu = 0.356518
obj = -28882.045569, rho = 5.907962
nSV = 80, nBSV = 58
Total nSV = 80
Cross Validation Accuracy = 83.3333%
....*...*
optimization finished, #iter = 1520
nu = 0.352720
obj = -32617.277722, rho = 5.342251
nSV = 78, nBSV = 59
Total nSV = 78
.....*..*
optimization finished, #iter = 1361
nu = 0.354395
obj = -32763.405568, rho = 3.897279
nSV = 77, nBSV = 57
Total nSV = 77
.....*...*
optimization finished, #iter = 1612
nu = 0.350170
obj = -32209.545272, rho = 4.577585
nSV = 76, nBSV = 56
Total nSV = 76
.....*...*
optimization finished, #iter = 1692
nu = 0.354290
obj = -32700.302623, rho = 5.399387
nSV = 82, nBSV = 58
Total nSV = 82
....*...*
optimization finished, #iter = 1435
nu = 0.354620
obj = -32939.350478, rho = 6.536658
nSV = 80, nBSV = 58
Total nSV = 80
Cross Validation Accuracy = 83.3333%
....*..*
optimization finished, #iter = 1206
nu = 0.350786
obj = -37101.734666, rho = 6.207927
nSV = 77, nBSV = 57
Total nSV = 77
......*......*
optimization finished, #iter = 2308
nu = 0.352371
obj = -37296.508705, rho = 4.152140
nSV = 79, nBSV = 56
Total nSV = 79
......*....*
optimization finished, #iter = 2105
nu = 0.347917
obj = -36637.967670, rho = 5.176221
nSV = 77, nBSV = 53
Total nSV = 77
.....*....*
optimization finished, #iter = 1858
nu = 0.352019
obj = -37219.343783, rho = 6.544940
nSV = 81, nBSV = 57
Total nSV = 81
.....*....*
optimization finished, #iter = 1747
nu = 0.353006
obj = -37553.722505, rho = 7.275317
nSV = 79, nBSV = 57
Total nSV = 79
Cross Validation Accuracy = 83.3333%
.....*.......*
optimization finished, #iter = 2402
nu = 0.348639
obj = -42173.721022, rho = 6.866549
nSV = 79, nBSV = 55
Total nSV = 79
......*...*
optimization finished, #iter = 1859
nu = 0.350310
obj = -42436.292627, rho = 4.390233
nSV = 79, nBSV = 56
Total nSV = 79
.......*....*
optimization finished, #iter = 2213
nu = 0.345613
obj = -41655.519226, rho = 6.197817
nSV = 77, nBSV = 54
Total nSV = 77
.....*..*
optimization finished, #iter = 1487
nu = 0.349881
obj = -42341.792141, rho = 7.618576
nSV = 80, nBSV = 55
Total nSV = 80
.....*...*
optimization finished, #iter = 1573
nu = 0.351473
obj = -42793.688411, rho = 7.960644
nSV = 80, nBSV = 58
Total nSV = 80
Cross Validation Accuracy = 83.3333%
......*....*
optimization finished, #iter = 2076
nu = 0.345777
obj = -47914.193364, rho = 7.422406
nSV = 79, nBSV = 54
Total nSV = 79
........*....*
optimization finished, #iter = 2400
nu = 0.348060
obj = -48256.609475, rho = 4.493746
nSV = 80, nBSV = 54
Total nSV = 80
..........*....*
optimization finished, #iter = 2848
nu = 0.343341
obj = -47329.854555, rho = 7.297313
nSV = 78, nBSV = 53
Total nSV = 78
......*.....*
optimization finished, #iter = 2234
nu = 0.347524
obj = -48142.471326, rho = 8.688412
nSV = 81, nBSV = 54
Total nSV = 81
......*..*
optimization finished, #iter = 1689
nu = 0.349644
obj = -48737.810497, rho = 8.750528
nSV = 78, nBSV = 56
Total nSV = 78
Cross Validation Accuracy = 83.3333%
.......*......*
optimization finished, #iter = 2676
nu = 0.342967
obj = -54412.601759, rho = 8.437480
nSV = 80, nBSV = 54
Total nSV = 80
.........*......*
optimization finished, #iter = 3056
nu = 0.345716
obj = -54843.734493, rho = 5.043682
nSV = 80, nBSV = 51
Total nSV = 80
.........*.....*
optimization finished, #iter = 2855
nu = 0.340419
obj = -53749.190233, rho = 7.991007
nSV = 78, nBSV = 52
Total nSV = 78
.........*....*
optimization finished, #iter = 2617
nu = 0.345010
obj = -54711.522758, rho = 9.758128
nSV = 80, nBSV = 53
Total nSV = 80
........*..*
optimization finished, #iter = 2073
nu = 0.347679
obj = -55481.485502, rho = 9.660113
nSV = 78, nBSV = 55
Total nSV = 78
Cross Validation Accuracy = 83.75%
.......*....*
optimization finished, #iter = 2256
nu = 0.340653
obj = -61753.232559, rho = 9.812076
nSV = 79, nBSV = 54
Total nSV = 79
.......*......*
optimization finished, #iter = 2572
nu = 0.343260
obj = -62296.232781, rho = 5.977685
nSV = 79, nBSV = 52
Total nSV = 79
........*.....*
optimization finished, #iter = 2532
nu = 0.337288
obj = -61015.203715, rho = 8.504540
nSV = 78, nBSV = 51
Total nSV = 78
........*....*
optimization finished, #iter = 2464
nu = 0.342608
obj = -62140.030897, rho = 10.964665
nSV = 80, nBSV = 53
Total nSV = 80
.........*.....*
optimization finished, #iter = 2734
nu = 0.345804
obj = -63123.041438, rho = 10.835169
nSV = 79, nBSV = 54
Total nSV = 79
Cross Validation Accuracy = 83.75%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165974, rho = 0.998848
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165971, rho = 0.999056
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165970, rho = 0.998759
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165975, rho = 0.998858
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164017, rho = 0.998834
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190651, rho = 0.998677
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190649, rho = 0.998761
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190647, rho = 0.998575
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190653, rho = 0.998688
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188403, rho = 0.998661
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.218990, rho = 0.998481
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.218986, rho = 0.998577
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218984, rho = 0.998363
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218992, rho = 0.998493
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216406, rho = 0.998461
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251539, rho = 0.998255
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.251534, rho = 0.998366
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251531, rho = 0.998119
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251542, rho = 0.998269
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248570, rho = 0.998233
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.288926, rho = 0.997995
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288919, rho = 0.998123
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288915, rho = 0.997840
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288930, rho = 0.998011
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285513, rho = 0.997970
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331862, rho = 0.997697
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.331855, rho = 0.997809
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331847, rho = 0.997519
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331867, rho = 0.997716
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.327940, rho = 0.997668
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.381194, rho = 0.997354
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.381185, rho = 0.997483
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381175, rho = 0.997150
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381201, rho = 0.997376
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376686, rho = 0.997321
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.437836, rho = 0.996961
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437824, rho = 0.997109
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437811, rho = 0.996726
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437846, rho = 0.996986
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.432654, rho = 0.996923
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.502892, rho = 0.996576
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.502877, rho = 0.996522
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.502857, rho = 0.996234
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.502901, rho = 0.996537
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.496931, rho = 0.996465
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.577606, rho = 0.996067
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.577587, rho = 0.996005
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.577562, rho = 0.995599
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577617, rho = 0.996023
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.570755, rho = 0.995856
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.663420, rho = 0.995292
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.663391, rho = 0.995410
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.663359, rho = 0.994945
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.663431, rho = 0.995431
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.655538, rho = 0.995240
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.761948, rho = 0.994593
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.761910, rho = 0.994728
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.761868, rho = 0.994193
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.761967, rho = 0.994561
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.752882, rho = 0.994532
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.875098, rho = 0.993788
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.875047, rho = 0.993944
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.874991, rho = 0.993330
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.875123, rho = 0.993752
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.864668, rho = 0.993719
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.005041, rho = 0.992865
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.004974, rho = 0.993043
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.004900, rho = 0.992338
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.005074, rho = 0.992823
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.993039, rho = 0.992785
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.154231, rho = 0.991804
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.154149, rho = 0.991925
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.154046, rho = 0.991199
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.154275, rho = 0.991756
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.140417, rho = 0.991712
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.325529, rho = 0.990546
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.325413, rho = 0.990724
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.325277, rho = 0.989890
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.325579, rho = 0.990530
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.309618, rho = 0.990479
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.522189, rho = 0.989140
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.522036, rho = 0.989345
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.521864, rho = 0.988410
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.522255, rho = 0.989122
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.503871, rho = 0.988777
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.748010, rho = 0.987524
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.747809, rho = 0.987760
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.747581, rho = 0.986686
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.748107, rho = 0.987467
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.726905, rho = 0.987108
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.007176, rho = 0.985669
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.006910, rho = 0.985939
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.006610, rho = 0.984706
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.007314, rho = 0.985876
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.982849, rho = 0.985191
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.304471, rho = 0.983539
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.304121, rho = 0.983850
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.303724, rho = 0.982433
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.304653, rho = 0.983777
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.276419, rho = 0.982990
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.645880, rho = 0.980827
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.645416, rho = 0.981269
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.644881, rho = 0.979820
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.646107, rho = 0.981365
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.613497, rho = 0.980460
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.037478, rho = 0.977976
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.036865, rho = 0.978484
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.036159, rho = 0.976820
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.037777, rho = 0.978594
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.000086, rho = 0.977555
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.486836, rho = 0.974701
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.486028, rho = 0.975284
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.485096, rho = 0.973373
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.487230, rho = 0.975411
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.443629, rho = 0.974218
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -4.002299, rho = 0.970962
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.001221, rho = 0.971609
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.999999, rho = 0.969414
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.002807, rho = 0.971754
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.952317, rho = 0.970383
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.593431, rho = 0.966644
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.592007, rho = 0.967386
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.590395, rho = 0.964865
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.594101, rho = 0.967553
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.535587, rho = 0.966118
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.271043, rho = 0.961685
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.269184, rho = 0.962891
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.267037, rho = 0.959641
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.271928, rho = 0.962729
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.204012, rho = 0.961080
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.047786, rho = 0.955987
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.045334, rho = 0.957373
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.042501, rho = 0.953639
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.048954, rho = 0.957187
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.970014, rho = 0.955293
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.937767, rho = 0.949442
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.934531, rho = 0.951034
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.930793, rho = 0.946745
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.939308, rho = 0.950820
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.847409, rho = 0.948645
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.956977, rho = 0.941925
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.952707, rho = 0.943754
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.947774, rho = 0.938827
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.959010, rho = 0.943508
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.851836, rho = 0.941009
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -9.123857, rho = 0.933289
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -9.118223, rho = 0.935390
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.111740, rho = 0.929664
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.126539, rho = 0.935108
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -9.001305, rho = 0.932237
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -10.459171, rho = 0.923369
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.451737, rho = 0.925782
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.443182, rho = 0.919204
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.462710, rho = 0.925458
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.316049, rho = 0.922160
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -11.986165, rho = 0.911974
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.976356, rho = 0.914746
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -11.965067, rho = 0.907189
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -11.990835, rho = 0.914373
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.818664, rho = 0.910585
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -13.731006, rho = 0.898885
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -13.718063, rho = 0.902069
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.703168, rho = 0.893390
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.737169, rho = 0.901642
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.534516, rho = 0.897290
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -15.723467, rho = 0.883850
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -15.706388, rho = 0.887507
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -15.686734, rho = 0.877537
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.731598, rho = 0.887016
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.492369, rho = 0.882018
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -17.996689, rho = 0.866576
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -17.974153, rho = 0.870778
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -17.948218, rho = 0.859325
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -18.007419, rho = 0.870213
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.724112, rho = 0.864472
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -20.586683, rho = 0.846738
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -20.556947, rho = 0.851565
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -20.522738, rho = 0.838655
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -20.600841, rho = 0.850916
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -20.264195, rho = 0.844321
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -23.535015, rho = 0.823945
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -23.495777, rho = 0.829489
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -23.450635, rho = 0.814659
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -23.553698, rho = 0.828744
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -23.152182, rho = 0.821168
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -26.884877, rho = 0.797768
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -26.833103, rho = 0.804137
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -26.773539, rho = 0.787101
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -26.909528, rho = 0.803281
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -26.428785, rho = 0.794578
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -30.684372, rho = 0.767704
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -30.616060, rho = 0.775019
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -30.537470, rho = 0.755452
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -30.716897, rho = 0.774036
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -30.138925, rho = 0.764040
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -34.987956, rho = 0.733153
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -34.897812, rho = 0.741556
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -34.794106, rho = 0.719082
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -35.030876, rho = 0.740427
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -34.332927, rho = 0.728944
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -39.846733, rho = 0.693476
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -39.727790, rho = 0.703129
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -39.590952, rho = 0.677313
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -39.903365, rho = 0.701832
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -39.056779, rho = 0.688641
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -45.318007, rho = 0.647902
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -45.161064, rho = 0.658990
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -44.980523, rho = 0.629586
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -45.392729, rho = 0.657500
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -44.361080, rho = 0.642349
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -51.459911, rho = 0.595536
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -51.252813, rho = 0.608273
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -51.014576, rho = 0.574496
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -51.558513, rho = 0.606561
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -50.295300, rho = 0.589156
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -58.322468, rho = 0.535396
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -58.049205, rho = 0.550027
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -57.734855, rho = 0.511227
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -58.452573, rho = 0.548061
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -56.898463, rho = 0.528068
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 58.75%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -65.954226, rho = 0.466305
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -65.593648, rho = 0.483112
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -65.178865, rho = 0.438199
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -66.125904, rho = 0.480854
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -64.204668, rho = 0.457887
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 65.4167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -74.386934, rho = 0.386952
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -73.911160, rho = 0.406258
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -73.363862, rho = 0.354668
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -74.613461, rho = 0.403664
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -72.227115, rho = 0.377283
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 70.4167%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -83.635435, rho = 0.295792
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -83.007646, rho = 0.317969
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -82.285482, rho = 0.258722
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -83.934340, rho = 0.314989
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -80.956341, rho = 0.284685
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -93.679300, rho = 0.191084
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -92.850939, rho = 0.216558
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -91.898050, rho = 0.148484
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -94.073701, rho = 0.213135
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -90.340463, rho = 0.178325
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 85
nu = 0.875913
obj = -104.460628, rho = 0.089660
nSV = 170, nBSV = 168
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.875000
obj = -103.461695, rho = 0.134617
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 86
nu = 0.864583
obj = -102.277632, rho = 0.086705
nSV = 167, nBSV = 164
Total nSV = 167
*
optimization finished, #iter = 87
nu = 0.875252
obj = -105.005478, rho = 0.141530
nSV = 170, nBSV = 167
Total nSV = 170
*
optimization finished, #iter = 83
nu = 0.861142
obj = -100.411737, rho = 0.111895
nSV = 166, nBSV = 164
Total nSV = 166
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.843823
obj = -116.377669, rho = 0.085338
nSV = 164, nBSV = 162
Total nSV = 164
*
optimization finished, #iter = 86
nu = 0.839369
obj = -115.207512, rho = 0.135322
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 88
nu = 0.829718
obj = -113.909348, rho = 0.069645
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 91
nu = 0.850485
obj = -117.011101, rho = 0.107709
nSV = 165, nBSV = 161
Total nSV = 165
*
optimization finished, #iter = 93
nu = 0.827734
obj = -111.593762, rho = 0.120036
nSV = 160, nBSV = 155
Total nSV = 160
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.819638
obj = -129.661275, rho = 0.071097
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 88
nu = 0.816285
obj = -128.427216, rho = 0.100321
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 82
nu = 0.803821
obj = -127.008017, rho = 0.051419
nSV = 157, nBSV = 153
Total nSV = 157
*
optimization finished, #iter = 87
nu = 0.817945
obj = -130.589969, rho = 0.132036
nSV = 158, nBSV = 156
Total nSV = 158
*
optimization finished, #iter = 86
nu = 0.794323
obj = -124.235229, rho = 0.123021
nSV = 155, nBSV = 149
Total nSV = 155
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 82
nu = 0.793237
obj = -144.494705, rho = 0.064919
nSV = 155, nBSV = 151
Total nSV = 155
*
optimization finished, #iter = 80
nu = 0.791194
obj = -143.068636, rho = 0.133701
nSV = 154, nBSV = 149
Total nSV = 154
*
optimization finished, #iter = 79
nu = 0.775868
obj = -141.683184, rho = 0.031815
nSV = 150, nBSV = 147
Total nSV = 150
*
optimization finished, #iter = 80
nu = 0.795724
obj = -145.858392, rho = 0.140435
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 77
nu = 0.774869
obj = -138.396154, rho = 0.139801
nSV = 149, nBSV = 147
Total nSV = 149
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 79
nu = 0.765547
obj = -161.136508, rho = 0.052172
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 80
nu = 0.769008
obj = -159.438718, rho = 0.096810
nSV = 150, nBSV = 145
Total nSV = 150
*
optimization finished, #iter = 75
nu = 0.751234
obj = -158.210090, rho = 0.045659
nSV = 147, nBSV = 144
Total nSV = 147
*
optimization finished, #iter = 84
nu = 0.775217
obj = -162.854719, rho = 0.115402
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 83
nu = 0.748016
obj = -154.009161, rho = 0.138715
nSV = 145, nBSV = 141
Total nSV = 145
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 83
nu = 0.745210
obj = -179.692914, rho = 0.078928
nSV = 147, nBSV = 142
Total nSV = 147
*
optimization finished, #iter = 77
nu = 0.745874
obj = -177.664307, rho = 0.084637
nSV = 145, nBSV = 141
Total nSV = 145
*
optimization finished, #iter = 89
nu = 0.731563
obj = -176.649390, rho = 0.033128
nSV = 143, nBSV = 137
Total nSV = 143
*
optimization finished, #iter = 97
nu = 0.752271
obj = -181.781718, rho = 0.108066
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 76
nu = 0.721688
obj = -171.606303, rho = 0.121265
nSV = 139, nBSV = 136
Total nSV = 139
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.720040
obj = -200.518604, rho = 0.075586
nSV = 140, nBSV = 137
Total nSV = 140
*
optimization finished, #iter = 87
nu = 0.719601
obj = -197.979653, rho = 0.079217
nSV = 142, nBSV = 134
Total nSV = 142
*
optimization finished, #iter = 83
nu = 0.712073
obj = -197.254808, rho = 0.009668
nSV = 138, nBSV = 134
Total nSV = 138
*
optimization finished, #iter = 78
nu = 0.728850
obj = -203.068476, rho = 0.120552
nSV = 141, nBSV = 138
Total nSV = 141
*
optimization finished, #iter = 85
nu = 0.700132
obj = -191.229762, rho = 0.112182
nSV = 136, nBSV = 130
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 73
nu = 0.694301
obj = -223.999300, rho = 0.081819
nSV = 136, nBSV = 133
Total nSV = 136
*
optimization finished, #iter = 101
nu = 0.690065
obj = -220.983615, rho = 0.085098
nSV = 138, nBSV = 130
Total nSV = 138
*
optimization finished, #iter = 82
nu = 0.684412
obj = -220.396805, rho = 0.021241
nSV = 134, nBSV = 128
Total nSV = 134
*
optimization finished, #iter = 84
nu = 0.709514
obj = -226.904844, rho = 0.119705
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 81
nu = 0.673947
obj = -213.325321, rho = 0.112690
nSV = 131, nBSV = 125
Total nSV = 131
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 78
nu = 0.672889
obj = -250.428362, rho = 0.074034
nSV = 133, nBSV = 127
Total nSV = 133
*
optimization finished, #iter = 82
nu = 0.667777
obj = -247.063115, rho = 0.101825
nSV = 131, nBSV = 125
Total nSV = 131
*
optimization finished, #iter = 72
nu = 0.661962
obj = -246.694188, rho = 0.015200
nSV = 129, nBSV = 126
Total nSV = 129
*
optimization finished, #iter = 82
nu = 0.685210
obj = -253.599155, rho = 0.134429
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 79
nu = 0.648641
obj = -238.335510, rho = 0.156041
nSV = 128, nBSV = 122
Total nSV = 128
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 91
nu = 0.650436
obj = -280.341830, rho = 0.090735
nSV = 129, nBSV = 122
Total nSV = 129
*
optimization finished, #iter = 74
nu = 0.645833
obj = -276.579187, rho = 0.117379
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 76
nu = 0.644230
obj = -276.200881, rho = -0.009220
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 88
nu = 0.668294
obj = -283.655534, rho = 0.174439
nSV = 130, nBSV = 123
Total nSV = 130
*
optimization finished, #iter = 77
nu = 0.630673
obj = -266.542383, rho = 0.160926
nSV = 122, nBSV = 119
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 78
nu = 0.630606
obj = -314.239834, rho = 0.115778
nSV = 124, nBSV = 120
Total nSV = 124
*
optimization finished, #iter = 77
nu = 0.630897
obj = -309.576108, rho = 0.093778
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 72
nu = 0.626523
obj = -309.500398, rho = -0.011898
nSV = 122, nBSV = 119
Total nSV = 122
*
optimization finished, #iter = 85
nu = 0.643921
obj = -317.453685, rho = 0.210245
nSV = 129, nBSV = 120
Total nSV = 129
*
optimization finished, #iter = 79
nu = 0.611574
obj = -298.233448, rho = 0.200553
nSV = 119, nBSV = 114
Total nSV = 119
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 92
nu = 0.613604
obj = -352.445049, rho = 0.115465
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 87
nu = 0.612035
obj = -346.683974, rho = 0.110117
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 76
nu = 0.610865
obj = -346.821142, rho = 0.005211
nSV = 120, nBSV = 113
Total nSV = 120
*
optimization finished, #iter = 92
nu = 0.624011
obj = -355.892901, rho = 0.250999
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 84
nu = 0.591355
obj = -333.981328, rho = 0.218940
nSV = 116, nBSV = 110
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 97
nu = 0.597874
obj = -395.549594, rho = 0.110428
nSV = 118, nBSV = 110
Total nSV = 118
*
optimization finished, #iter = 77
nu = 0.596803
obj = -388.537824, rho = 0.127917
nSV = 118, nBSV = 112
Total nSV = 118
*
optimization finished, #iter = 99
nu = 0.594640
obj = -388.837245, rho = 0.005128
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 105
nu = 0.610249
obj = -399.152193, rho = 0.246978
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 72
nu = 0.574546
obj = -374.495697, rho = 0.238847
nSV = 112, nBSV = 107
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 98
nu = 0.580350
obj = -444.247587, rho = 0.111089
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 79
nu = 0.580426
obj = -435.534417, rho = 0.110809
nSV = 114, nBSV = 107
Total nSV = 114
*
optimization finished, #iter = 96
nu = 0.576259
obj = -436.309316, rho = 0.031230
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 89
nu = 0.592309
obj = -447.683553, rho = 0.223375
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 72
nu = 0.558203
obj = -420.291895, rho = 0.250916
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 90
nu = 0.566869
obj = -499.209949, rho = 0.117855
nSV = 112, nBSV = 105
Total nSV = 112
*
optimization finished, #iter = 85
nu = 0.564448
obj = -488.362731, rho = 0.155115
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 87
nu = 0.560728
obj = -490.133730, rho = 0.054164
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 105
nu = 0.576690
obj = -502.524163, rho = 0.206963
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 76
nu = 0.541613
obj = -472.152054, rho = 0.256480
nSV = 107, nBSV = 102
Total nSV = 107
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 104
nu = 0.548106
obj = -561.687115, rho = 0.163114
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 91
nu = 0.545581
obj = -548.327354, rho = 0.215212
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 88
nu = 0.544861
obj = -551.040067, rho = 0.037200
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 105
nu = 0.559571
obj = -564.716720, rho = 0.204408
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 109
nu = 0.530025
obj = -530.641461, rho = 0.270703
nSV = 103, nBSV = 96
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 80
nu = 0.535456
obj = -632.988634, rho = 0.221073
nSV = 107, nBSV = 102
Total nSV = 107
*
optimization finished, #iter = 91
nu = 0.530495
obj = -616.562429, rho = 0.257669
nSV = 106, nBSV = 98
Total nSV = 106
*
optimization finished, #iter = 86
nu = 0.530715
obj = -620.233398, rho = 0.034192
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 163
nu = 0.544869
obj = -635.325177, rho = 0.198575
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 105
nu = 0.514907
obj = -596.751548, rho = 0.290951
nSV = 102, nBSV = 94
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 78
nu = 0.524865
obj = -713.483793, rho = 0.297230
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 124
nu = 0.517190
obj = -693.929862, rho = 0.251340
nSV = 103, nBSV = 93
Total nSV = 103
*
optimization finished, #iter = 99
nu = 0.515305
obj = -698.903203, rho = 0.077142
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 103
nu = 0.529935
obj = -715.552187, rho = 0.219782
nSV = 107, nBSV = 98
Total nSV = 107
*
optimization finished, #iter = 113
nu = 0.500425
obj = -672.120826, rho = 0.333078
nSV = 99, nBSV = 89
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 74
nu = 0.510899
obj = -804.854564, rho = 0.348838
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 119
nu = 0.501569
obj = -782.005809, rho = 0.249525
nSV = 102, nBSV = 93
Total nSV = 102
*
optimization finished, #iter = 91
nu = 0.502935
obj = -788.755379, rho = 0.130872
nSV = 99, nBSV = 94
Total nSV = 99
*
optimization finished, #iter = 126
nu = 0.517591
obj = -806.833579, rho = 0.264027
nSV = 105, nBSV = 96
Total nSV = 105
*
optimization finished, #iter = 134
nu = 0.489111
obj = -757.674519, rho = 0.408704
nSV = 98, nBSV = 87
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 95
nu = 0.501927
obj = -908.484102, rho = 0.350953
nSV = 99, nBSV = 91
Total nSV = 99
*
optimization finished, #iter = 89
nu = 0.491363
obj = -882.467373, rho = 0.260866
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 78
nu = 0.493482
obj = -890.584425, rho = 0.185084
nSV = 99, nBSV = 93
Total nSV = 99
*
optimization finished, #iter = 96
nu = 0.506739
obj = -910.334505, rho = 0.291495
nSV = 101, nBSV = 93
Total nSV = 101
*
optimization finished, #iter = 139
nu = 0.475558
obj = -855.162048, rho = 0.486568
nSV = 97, nBSV = 86
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 117
nu = 0.488765
obj = -1026.332833, rho = 0.348482
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 114
nu = 0.478355
obj = -996.534515, rho = 0.248523
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 101
nu = 0.484274
obj = -1005.627953, rho = 0.199192
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 166
nu = 0.493699
obj = -1027.909439, rho = 0.336655
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 115
nu = 0.465575
obj = -966.405527, rho = 0.552797
nSV = 92, nBSV = 84
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 104
nu = 0.476917
obj = -1161.229153, rho = 0.360981
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 131
nu = 0.468514
obj = -1126.694636, rho = 0.219079
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 98
nu = 0.474388
obj = -1136.510466, rho = 0.206775
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 137
nu = 0.481569
obj = -1162.426141, rho = 0.395827
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 148
nu = 0.454845
obj = -1093.066595, rho = 0.562926
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 87
nu = 0.470068
obj = -1315.170595, rho = 0.393613
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 141
nu = 0.458377
obj = -1274.929681, rho = 0.179303
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 95
nu = 0.464783
obj = -1284.855846, rho = 0.201872
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 103
nu = 0.472042
obj = -1316.040824, rho = 0.477322
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 187
nu = 0.444850
obj = -1237.804460, rho = 0.594849
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 156
nu = 0.462561
obj = -1489.122914, rho = 0.396417
nSV = 95, nBSV = 84
Total nSV = 95
*
optimization finished, #iter = 136
nu = 0.450792
obj = -1443.795598, rho = 0.164045
nSV = 92, nBSV = 81
Total nSV = 92
*
optimization finished, #iter = 105
nu = 0.455741
obj = -1453.832658, rho = 0.220538
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 119
nu = 0.465129
obj = -1490.425491, rho = 0.474730
nSV = 95, nBSV = 87
Total nSV = 95
*.*
optimization finished, #iter = 224
nu = 0.435671
obj = -1403.530691, rho = 0.646853
nSV = 89, nBSV = 78
Total nSV = 89
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 118
nu = 0.455008
obj = -1686.740955, rho = 0.395217
nSV = 93, nBSV = 82
Total nSV = 93
*
optimization finished, #iter = 167
nu = 0.442148
obj = -1635.920883, rho = 0.185428
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 143
nu = 0.448097
obj = -1645.821102, rho = 0.218449
nSV = 89, nBSV = 82
Total nSV = 89
*
optimization finished, #iter = 117
nu = 0.457675
obj = -1688.285665, rho = 0.499157
nSV = 93, nBSV = 84
Total nSV = 93
*.*
optimization finished, #iter = 266
nu = 0.427258
obj = -1593.243424, rho = 0.715860
nSV = 89, nBSV = 76
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 98
nu = 0.446585
obj = -1912.001936, rho = 0.445806
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 172
nu = 0.436142
obj = -1854.877454, rho = 0.242353
nSV = 88, nBSV = 77
Total nSV = 88
*
optimization finished, #iter = 131
nu = 0.440585
obj = -1863.690510, rho = 0.237600
nSV = 89, nBSV = 80
Total nSV = 89
*
optimization finished, #iter = 116
nu = 0.451804
obj = -1912.767909, rho = 0.559439
nSV = 92, nBSV = 83
Total nSV = 92
*.*
optimization finished, #iter = 292
nu = 0.420033
obj = -1810.623166, rho = 0.801865
nSV = 87, nBSV = 77
Total nSV = 87
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 100
nu = 0.439993
obj = -2168.404497, rho = 0.485705
nSV = 90, nBSV = 82
Total nSV = 90
*.*
optimization finished, #iter = 198
nu = 0.428583
obj = -2103.554150, rho = 0.218190
nSV = 87, nBSV = 75
Total nSV = 87
*
optimization finished, #iter = 110
nu = 0.432310
obj = -2112.157408, rho = 0.194395
nSV = 88, nBSV = 80
Total nSV = 88
*
optimization finished, #iter = 158
nu = 0.445128
obj = -2167.297204, rho = 0.600414
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 175
nu = 0.415159
obj = -2058.547854, rho = 0.894437
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 92
nu = 0.434164
obj = -2459.744402, rho = 0.489024
nSV = 86, nBSV = 80
Total nSV = 86
*.*
optimization finished, #iter = 222
nu = 0.421701
obj = -2387.228038, rho = 0.167385
nSV = 86, nBSV = 74
Total nSV = 86
*
optimization finished, #iter = 143
nu = 0.426258
obj = -2394.579407, rho = 0.234040
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 318
nu = 0.438785
obj = -2455.782834, rho = 0.648817
nSV = 89, nBSV = 76
Total nSV = 89
*.*
optimization finished, #iter = 210
nu = 0.409851
obj = -2341.239870, rho = 0.933207
nSV = 84, nBSV = 72
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 125
nu = 0.427524
obj = -2790.911626, rho = 0.486928
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 260
nu = 0.415278
obj = -2710.546361, rho = 0.147980
nSV = 84, nBSV = 70
Total nSV = 84
*
optimization finished, #iter = 144
nu = 0.420188
obj = -2715.518007, rho = 0.350956
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 238
nu = 0.430489
obj = -2784.313461, rho = 0.667910
nSV = 89, nBSV = 77
Total nSV = 89
*.*
optimization finished, #iter = 338
nu = 0.404428
obj = -2664.240761, rho = 1.036409
nSV = 83, nBSV = 69
Total nSV = 83
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 103
nu = 0.421029
obj = -3168.550707, rho = 0.474565
nSV = 85, nBSV = 77
Total nSV = 85
.*
optimization finished, #iter = 287
nu = 0.408439
obj = -3080.159220, rho = 0.286151
nSV = 84, nBSV = 71
Total nSV = 84
*
optimization finished, #iter = 151
nu = 0.414291
obj = -3080.160885, rho = 0.432039
nSV = 85, nBSV = 75
Total nSV = 85
*.*
optimization finished, #iter = 250
nu = 0.423830
obj = -3159.045070, rho = 0.709518
nSV = 86, nBSV = 74
Total nSV = 86
.*
optimization finished, #iter = 293
nu = 0.398897
obj = -3033.804923, rho = 1.109291
nSV = 82, nBSV = 68
Total nSV = 82
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 125
nu = 0.415451
obj = -3598.807995, rho = 0.474743
nSV = 85, nBSV = 75
Total nSV = 85
.*
optimization finished, #iter = 284
nu = 0.403174
obj = -3502.483206, rho = 0.442682
nSV = 82, nBSV = 70
Total nSV = 82
.*
optimization finished, #iter = 324
nu = 0.407514
obj = -3495.012512, rho = 0.447111
nSV = 85, nBSV = 71
Total nSV = 85
.*
optimization finished, #iter = 347
nu = 0.418639
obj = -3584.249569, rho = 0.785465
nSV = 85, nBSV = 73
Total nSV = 85
.*.*
optimization finished, #iter = 385
nu = 0.393877
obj = -3457.055169, rho = 1.129233
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 205
nu = 0.410950
obj = -4088.217959, rho = 0.533211
nSV = 84, nBSV = 73
Total nSV = 84
.*
optimization finished, #iter = 342
nu = 0.398224
obj = -3983.918644, rho = 0.522738
nSV = 82, nBSV = 69
Total nSV = 82
.*.*
optimization finished, #iter = 497
nu = 0.400623
obj = -3968.941860, rho = 0.448727
nSV = 84, nBSV = 69
Total nSV = 84
.*.*
optimization finished, #iter = 482
nu = 0.411503
obj = -4069.079959, rho = 0.929283
nSV = 85, nBSV = 71
Total nSV = 85
.*
optimization finished, #iter = 330
nu = 0.389843
obj = -3941.609424, rho = 1.234649
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 255
nu = 0.406446
obj = -4643.258501, rho = 0.629086
nSV = 85, nBSV = 72
Total nSV = 85
.*.*
optimization finished, #iter = 514
nu = 0.393425
obj = -4533.525973, rho = 0.643817
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 448
nu = 0.394288
obj = -4510.757597, rho = 0.503198
nSV = 83, nBSV = 68
Total nSV = 83
.*
optimization finished, #iter = 332
nu = 0.405554
obj = -4622.658644, rho = 1.070756
nSV = 84, nBSV = 70
Total nSV = 84
*.*
optimization finished, #iter = 285
nu = 0.385885
obj = -4495.966463, rho = 1.400919
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 329
nu = 0.400942
obj = -5275.685243, rho = 0.741848
nSV = 83, nBSV = 71
Total nSV = 83
..*.*
optimization finished, #iter = 661
nu = 0.388958
obj = -5160.576171, rho = 0.795657
nSV = 82, nBSV = 64
Total nSV = 82
.*.*
optimization finished, #iter = 428
nu = 0.388572
obj = -5130.325436, rho = 0.591111
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 452
nu = 0.399945
obj = -5254.235218, rho = 1.293323
nSV = 84, nBSV = 69
Total nSV = 84
.*.*
optimization finished, #iter = 391
nu = 0.382735
obj = -5130.118165, rho = 1.561879
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 391
nu = 0.397294
obj = -5993.546507, rho = 0.990289
nSV = 83, nBSV = 68
Total nSV = 83
..*.*
optimization finished, #iter = 674
nu = 0.384049
obj = -5877.548911, rho = 0.987462
nSV = 83, nBSV = 65
Total nSV = 83
.*.*
optimization finished, #iter = 489
nu = 0.384146
obj = -5838.109888, rho = 0.733893
nSV = 80, nBSV = 67
Total nSV = 80
.*.*
optimization finished, #iter = 460
nu = 0.394502
obj = -5975.147558, rho = 1.395637
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 502
nu = 0.380068
obj = -5854.473441, rho = 1.743432
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 570
nu = 0.391981
obj = -6809.897807, rho = 0.995235
nSV = 82, nBSV = 66
Total nSV = 82
.*.*
optimization finished, #iter = 555
nu = 0.380178
obj = -6697.279575, rho = 1.281815
nSV = 81, nBSV = 65
Total nSV = 81
.*.*
optimization finished, #iter = 490
nu = 0.379469
obj = -6645.848174, rho = 0.935721
nSV = 82, nBSV = 66
Total nSV = 82
.*.*
optimization finished, #iter = 384
nu = 0.389671
obj = -6798.357436, rho = 1.452468
nSV = 82, nBSV = 67
Total nSV = 82
..*.*
optimization finished, #iter = 729
nu = 0.377212
obj = -6681.604831, rho = 1.904797
nSV = 82, nBSV = 65
Total nSV = 82
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 659
nu = 0.387087
obj = -7739.922989, rho = 1.103574
nSV = 82, nBSV = 65
Total nSV = 82
..*.*
optimization finished, #iter = 654
nu = 0.376588
obj = -7632.687352, rho = 1.484587
nSV = 81, nBSV = 64
Total nSV = 81
..*.*
optimization finished, #iter = 596
nu = 0.374829
obj = -7569.178590, rho = 1.141531
nSV = 82, nBSV = 65
Total nSV = 82
.*..*
optimization finished, #iter = 658
nu = 0.386181
obj = -7737.006110, rho = 1.677643
nSV = 81, nBSV = 65
Total nSV = 81
.*..*
optimization finished, #iter = 635
nu = 0.374391
obj = -7627.138877, rho = 2.085085
nSV = 81, nBSV = 65
Total nSV = 81
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 698
nu = 0.381677
obj = -8800.881159, rho = 1.336970
nSV = 81, nBSV = 65
Total nSV = 81
..*..*
optimization finished, #iter = 769
nu = 0.372853
obj = -8701.946730, rho = 1.687450
nSV = 82, nBSV = 63
Total nSV = 82
.*.*
optimization finished, #iter = 538
nu = 0.370899
obj = -8625.187456, rho = 1.314988
nSV = 79, nBSV = 64
Total nSV = 79
.*..*
optimization finished, #iter = 722
nu = 0.381923
obj = -8805.340620, rho = 1.777689
nSV = 81, nBSV = 64
Total nSV = 81
..*.*
optimization finished, #iter = 621
nu = 0.372296
obj = -8706.853957, rho = 2.261607
nSV = 80, nBSV = 65
Total nSV = 80
Cross Validation Accuracy = 82.5%
..*.*
optimization finished, #iter = 643
nu = 0.377007
obj = -10012.071384, rho = 1.590496
nSV = 80, nBSV = 64
Total nSV = 80
..*..*
optimization finished, #iter = 843
nu = 0.369481
obj = -9924.190557, rho = 1.860148
nSV = 82, nBSV = 63
Total nSV = 82
.*..*
optimization finished, #iter = 664
nu = 0.367444
obj = -9831.144043, rho = 1.468040
nSV = 80, nBSV = 65
Total nSV = 80
..*.*
optimization finished, #iter = 702
nu = 0.377864
obj = -10023.851343, rho = 1.904871
nSV = 82, nBSV = 64
Total nSV = 82
..*.*
optimization finished, #iter = 709
nu = 0.370119
obj = -9938.121971, rho = 2.332789
nSV = 80, nBSV = 63
Total nSV = 80
Cross Validation Accuracy = 82.9167%
..*..*
optimization finished, #iter = 774
nu = 0.372541
obj = -11394.341928, rho = 1.784973
nSV = 80, nBSV = 62
Total nSV = 80
..*...*
optimization finished, #iter = 1095
nu = 0.366485
obj = -11320.502068, rho = 2.026282
nSV = 84, nBSV = 63
Total nSV = 84
..*.*
optimization finished, #iter = 595
nu = 0.364464
obj = -11207.863926, rho = 1.637613
nSV = 78, nBSV = 65
Total nSV = 78
..*.*
optimization finished, #iter = 664
nu = 0.374187
obj = -11413.401348, rho = 2.042146
nSV = 80, nBSV = 63
Total nSV = 80
...*.*
optimization finished, #iter = 826
nu = 0.367835
obj = -11343.322390, rho = 2.421744
nSV = 79, nBSV = 62
Total nSV = 79
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 764
nu = 0.368718
obj = -12971.209539, rho = 2.044543
nSV = 79, nBSV = 62
Total nSV = 79
...*...*
optimization finished, #iter = 1276
nu = 0.363694
obj = -12915.218286, rho = 2.121618
nSV = 84, nBSV = 63
Total nSV = 84
..*.*
optimization finished, #iter = 686
nu = 0.362619
obj = -12775.660092, rho = 1.877624
nSV = 78, nBSV = 63
Total nSV = 78
..*..*
optimization finished, #iter = 872
nu = 0.371070
obj = -12995.918181, rho = 2.157323
nSV = 80, nBSV = 61
Total nSV = 80
...*.*
optimization finished, #iter = 921
nu = 0.365676
obj = -12946.567411, rho = 2.768939
nSV = 79, nBSV = 62
Total nSV = 79
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 927
nu = 0.365261
obj = -14768.369289, rho = 2.333494
nSV = 80, nBSV = 61
Total nSV = 80
..*..*
optimization finished, #iter = 866
nu = 0.361291
obj = -14735.269517, rho = 2.302407
nSV = 83, nBSV = 62
Total nSV = 83
..*..*
optimization finished, #iter = 802
nu = 0.360250
obj = -14557.602722, rho = 2.168551
nSV = 77, nBSV = 60
Total nSV = 77
...*..*
optimization finished, #iter = 970
nu = 0.367786
obj = -14797.584243, rho = 2.191539
nSV = 81, nBSV = 61
Total nSV = 81
...*..*
optimization finished, #iter = 982
nu = 0.363619
obj = -14774.772389, rho = 3.208041
nSV = 79, nBSV = 60
Total nSV = 79
Cross Validation Accuracy = 83.75%
...*.*
optimization finished, #iter = 960
nu = 0.362099
obj = -16815.102169, rho = 2.660480
nSV = 80, nBSV = 61
Total nSV = 80
...*..*
optimization finished, #iter = 1113
nu = 0.359502
obj = -16809.463586, rho = 2.600689
nSV = 80, nBSV = 62
Total nSV = 80
...*.*
optimization finished, #iter = 882
nu = 0.358098
obj = -16583.771354, rho = 2.506374
nSV = 76, nBSV = 61
Total nSV = 76
...*..*
optimization finished, #iter = 964
nu = 0.365129
obj = -16847.348012, rho = 2.447299
nSV = 80, nBSV = 61
Total nSV = 80
...*..*
optimization finished, #iter = 1069
nu = 0.361578
obj = -16859.110404, rho = 3.818556
nSV = 78, nBSV = 60
Total nSV = 78
Cross Validation Accuracy = 83.75%
...*.*
optimization finished, #iter = 776
nu = 0.359389
obj = -19143.237712, rho = 3.070774
nSV = 77, nBSV = 59
Total nSV = 77
...*.*
optimization finished, #iter = 922
nu = 0.358071
obj = -19167.922827, rho = 2.812051
nSV = 78, nBSV = 61
Total nSV = 78
...*..*
optimization finished, #iter = 1110
nu = 0.355702
obj = -18885.328953, rho = 2.938983
nSV = 77, nBSV = 58
Total nSV = 77
...*...*
optimization finished, #iter = 1249
nu = 0.362174
obj = -19175.852177, rho = 2.900615
nSV = 81, nBSV = 59
Total nSV = 81
....*..*
optimization finished, #iter = 1291
nu = 0.359792
obj = -19233.078420, rho = 4.482428
nSV = 79, nBSV = 60
Total nSV = 79
Cross Validation Accuracy = 83.75%
...*.*
optimization finished, #iter = 854
nu = 0.356887
obj = -21787.712262, rho = 3.633903
nSV = 77, nBSV = 59
Total nSV = 77
...*..*
optimization finished, #iter = 1029
nu = 0.356906
obj = -21844.662670, rho = 3.101547
nSV = 77, nBSV = 60
Total nSV = 77
...*..*
optimization finished, #iter = 1010
nu = 0.353383
obj = -21500.296090, rho = 3.529134
nSV = 77, nBSV = 58
Total nSV = 77
....*....*
optimization finished, #iter = 1539
nu = 0.358898
obj = -21825.556575, rho = 3.651526
nSV = 82, nBSV = 58
Total nSV = 82
....*...*
optimization finished, #iter = 1428
nu = 0.357795
obj = -21935.505752, rho = 5.136752
nSV = 80, nBSV = 58
Total nSV = 80
Cross Validation Accuracy = 83.75%
...*..*
optimization finished, #iter = 1058
nu = 0.354446
obj = -24788.385558, rho = 4.427216
nSV = 78, nBSV = 59
Total nSV = 78
....*...*
optimization finished, #iter = 1430
nu = 0.355574
obj = -24876.496941, rho = 3.471571
nSV = 77, nBSV = 58
Total nSV = 77
....*...*
optimization finished, #iter = 1427
nu = 0.351427
obj = -24465.559183, rho = 4.041726
nSV = 76, nBSV = 56
Total nSV = 76
.....*....*
optimization finished, #iter = 1803
nu = 0.355794
obj = -24840.244166, rho = 4.637667
nSV = 82, nBSV = 58
Total nSV = 82
...*...*
optimization finished, #iter = 1230
nu = 0.355745
obj = -25012.144559, rho = 5.682462
nSV = 80, nBSV = 58
Total nSV = 80
Cross Validation Accuracy = 83.3333%
.....*..*
optimization finished, #iter = 1482
nu = 0.352264
obj = -28188.074971, rho = 5.361610
nSV = 79, nBSV = 56
Total nSV = 79
......*....*
optimization finished, #iter = 2090
nu = 0.353428
obj = -28312.498790, rho = 3.718294
nSV = 79, nBSV = 56
Total nSV = 79
......*.....*
optimization finished, #iter = 2122
nu = 0.349029
obj = -27824.085290, rho = 4.435359
nSV = 77, nBSV = 53
Total nSV = 77
.....*..*
optimization finished, #iter = 1513
nu = 0.353311
obj = -28265.823414, rho = 5.678286
nSV = 81, nBSV = 57
Total nSV = 81
.....*..*
optimization finished, #iter = 1495
nu = 0.353996
obj = -28511.396476, rho = 6.317378
nSV = 79, nBSV = 58
Total nSV = 79
Cross Validation Accuracy = 83.3333%
....*.......*...*
optimization finished, #iter = 2761
nu = 0.349986
obj = -32035.029224, rho = 5.912045
nSV = 79, nBSV = 56
Total nSV = 79
......*...*
optimization finished, #iter = 1798
nu = 0.351225
obj = -32208.356753, rho = 3.947340
nSV = 79, nBSV = 56
Total nSV = 79
......*...*
optimization finished, #iter = 1881
nu = 0.346574
obj = -31630.232202, rho = 5.213804
nSV = 77, nBSV = 54
Total nSV = 77
.....*..*
optimization finished, #iter = 1419
nu = 0.351032
obj = -32148.858584, rho = 6.637723
nSV = 80, nBSV = 55
Total nSV = 80
.....*...*
optimization finished, #iter = 1687
nu = 0.352383
obj = -32484.916591, rho = 6.933051
nSV = 80, nBSV = 58
Total nSV = 80
Cross Validation Accuracy = 83.75%
.....*...*
optimization finished, #iter = 1557
nu = 0.347109
obj = -36385.449514, rho = 6.413994
nSV = 79, nBSV = 54
Total nSV = 79
.......*....*
optimization finished, #iter = 2169
nu = 0.348897
obj = -36619.763554, rho = 3.910287
nSV = 80, nBSV = 54
Total nSV = 80
........*....*
optimization finished, #iter = 2451
nu = 0.344202
obj = -35935.599113, rho = 6.245100
nSV = 78, nBSV = 53
Total nSV = 78
......*......*
optimization finished, #iter = 2428
nu = 0.348557
obj = -36545.604002, rho = 7.566452
nSV = 81, nBSV = 55
Total nSV = 81
.....*...*
optimization finished, #iter = 1558
nu = 0.350570
obj = -36991.525340, rho = 7.584189
nSV = 79, nBSV = 56
Total nSV = 79
Cross Validation Accuracy = 83.3333%
.......*......*
optimization finished, #iter = 2566
nu = 0.344083
obj = -41310.142108, rho = 7.342425
nSV = 80, nBSV = 54
Total nSV = 80
........*........*
optimization finished, #iter = 3223
nu = 0.346441
obj = -41612.198307, rho = 4.418188
nSV = 80, nBSV = 51
Total nSV = 80
.........*.....*
optimization finished, #iter = 2731
nu = 0.341273
obj = -40806.036180, rho = 6.832670
nSV = 78, nBSV = 52
Total nSV = 78
.......*...*
optimization finished, #iter = 2081
nu = 0.345909
obj = -41524.666341, rho = 8.551665
nSV = 81, nBSV = 54
Total nSV = 81
......*...*
optimization finished, #iter = 1741
nu = 0.348567
obj = -42102.804901, rho = 8.378458
nSV = 78, nBSV = 55
Total nSV = 78
Cross Validation Accuracy = 84.1667%
......*....*
optimization finished, #iter = 2063
nu = 0.341572
obj = -46874.123625, rho = 8.517238
nSV = 79, nBSV = 53
Total nSV = 79
........*.....*
optimization finished, #iter = 2562
nu = 0.343872
obj = -47260.883120, rho = 5.270550
nSV = 79, nBSV = 52
Total nSV = 79
.........*.....*
optimization finished, #iter = 2721
nu = 0.338054
obj = -46317.599114, rho = 7.295088
nSV = 78, nBSV = 51
Total nSV = 78
.......*......*.....*
optimization finished, #iter = 3357
nu = 0.343393
obj = -47155.225983, rho = 9.600525
nSV = 80, nBSV = 53
Total nSV = 80
.......*....*
optimization finished, #iter = 2234
nu = 0.346517
obj = -47894.303779, rho = 9.326709
nSV = 79, nBSV = 54
Total nSV = 79
Cross Validation Accuracy = 83.75%
........*...*
optimization finished, #iter = 2236
nu = 0.339168
obj = -53143.061294, rho = 9.987317
nSV = 79, nBSV = 53
Total nSV = 79
........*......*
optimization finished, #iter = 2807
nu = 0.341811
obj = -53633.256084, rho = 6.121644
nSV = 81, nBSV = 53
Total nSV = 81
.........*....*
optimization finished, #iter = 2588
nu = 0.335277
obj = -52546.680393, rho = 7.767361
nSV = 78, nBSV = 51
Total nSV = 78
.........*....*
optimization finished, #iter = 2524
nu = 0.340937
obj = -53513.950143, rho = 11.009146
nSV = 78, nBSV = 52
Total nSV = 78
.......*....*
optimization finished, #iter = 2274
nu = 0.344512
obj = -54448.255817, rho = 10.656822
nSV = 80, nBSV = 54
Total nSV = 80
Cross Validation Accuracy = 83.3333%
..........*.......*
optimization finished, #iter = 3297
nu = 0.337302
obj = -60183.112337, rho = 11.367952
nSV = 79, nBSV = 54
Total nSV = 79
..........*.....*
optimization finished, #iter = 3026
nu = 0.339105
obj = -60812.671569, rho = 7.660298
nSV = 81, nBSV = 52
Total nSV = 81
.........*...*
optimization finished, #iter = 2461
nu = 0.332474
obj = -59574.517968, rho = 7.681738
nSV = 78, nBSV = 51
Total nSV = 78
........*....*
optimization finished, #iter = 2336
nu = 0.338960
obj = -60673.739622, rho = 12.937958
nSV = 77, nBSV = 52
Total nSV = 77
........*......*
optimization finished, #iter = 2799
nu = 0.342413
obj = -61854.314463, rho = 11.698308
nSV = 80, nBSV = 52
Total nSV = 80
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165968, rho = 0.998685
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165965, rho = 0.998768
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165964, rho = 0.998585
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165970, rho = 0.998696
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164010, rho = 0.998669
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190644, rho = 0.998490
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190640, rho = 0.998585
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190638, rho = 0.998374
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190646, rho = 0.998501
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188394, rho = 0.998471
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.218980, rho = 0.998265
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.218975, rho = 0.998374
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218972, rho = 0.998133
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218982, rho = 0.998279
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216395, rho = 0.998244
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251525, rho = 0.998008
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.251520, rho = 0.998133
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251516, rho = 0.997855
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251529, rho = 0.998023
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248555, rho = 0.997983
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.288908, rho = 0.997711
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.288902, rho = 0.997825
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288895, rho = 0.997536
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288913, rho = 0.997729
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285493, rho = 0.997683
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331838, rho = 0.997371
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.331830, rho = 0.997501
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331821, rho = 0.997170
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331844, rho = 0.997391
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.327914, rho = 0.997338
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.381163, rho = 0.996980
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.381152, rho = 0.997129
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381141, rho = 0.996749
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381171, rho = 0.997003
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376652, rho = 0.996942
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.437798, rho = 0.996598
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.437786, rho = 0.996542
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437768, rho = 0.996258
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437806, rho = 0.996557
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.432609, rho = 0.996488
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.502838, rho = 0.996093
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.502822, rho = 0.996028
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.502801, rho = 0.995622
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.502848, rho = 0.996045
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.496874, rho = 0.995880
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.577538, rho = 0.995317
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.577513, rho = 0.995438
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.577485, rho = 0.994971
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.577548, rho = 0.995457
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.570677, rho = 0.995267
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.663327, rho = 0.994621
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.663294, rho = 0.994759
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.663257, rho = 0.994223
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.663344, rho = 0.994594
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.655435, rho = 0.994563
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.761826, rho = 0.993821
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.761782, rho = 0.993980
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.761733, rho = 0.993364
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.761847, rho = 0.993790
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.752746, rho = 0.993755
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.874936, rho = 0.992902
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.874878, rho = 0.993085
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.874814, rho = 0.992378
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.874965, rho = 0.992867
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.864489, rho = 0.992826
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.004828, rho = 0.991846
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.004756, rho = 0.991968
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.004667, rho = 0.991244
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.004865, rho = 0.991806
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.992803, rho = 0.991760
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.153956, rho = 0.990602
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.153855, rho = 0.990774
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.153737, rho = 0.989942
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.153999, rho = 0.990588
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -1.140105, rho = 0.990534
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.325159, rho = 0.989205
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.325026, rho = 0.989402
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.324877, rho = 0.988480
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.325216, rho = 0.989188
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.309214, rho = 0.988836
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.521700, rho = 0.987600
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.521525, rho = 0.987826
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.521328, rho = 0.986767
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.521783, rho = 0.987535
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.503329, rho = 0.987175
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.747365, rho = 0.985755
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.747134, rho = 0.986015
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.746874, rho = 0.984799
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.747484, rho = 0.985953
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.726190, rho = 0.985268
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -2.006325, rho = 0.983637
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.006019, rho = 0.983936
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.005677, rho = 0.982539
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.006482, rho = 0.983864
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.981905, rho = 0.983077
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.303360, rho = 0.980933
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.302956, rho = 0.981368
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.302493, rho = 0.979943
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.303555, rho = 0.981466
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.275174, rho = 0.980562
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.644400, rho = 0.978097
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.643868, rho = 0.978597
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.643257, rho = 0.976960
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.644658, rho = 0.978710
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.611855, rho = 0.977671
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.035524, rho = 0.974840
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.034822, rho = 0.975415
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.034016, rho = 0.973535
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.035865, rho = 0.975544
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.997919, rho = 0.974351
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -3.484269, rho = 0.971133
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.483332, rho = 0.971759
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.482275, rho = 0.969585
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.484708, rho = 0.971908
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.440769, rho = 0.970537
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.998900, rho = 0.966841
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.997663, rho = 0.967559
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.996268, rho = 0.965062
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.999479, rho = 0.967730
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.948560, rho = 0.966324
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.588945, rho = 0.961909
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.587330, rho = 0.963099
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.585472, rho = 0.959867
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.589709, rho = 0.962931
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.530611, rho = 0.961316
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.265125, rho = 0.956246
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.262994, rho = 0.957613
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.260542, rho = 0.953899
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.266132, rho = 0.957419
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.197446, rho = 0.955565
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.039977, rho = 0.949739
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.037165, rho = 0.951309
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.033930, rho = 0.947044
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.041306, rho = 0.951088
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.961350, rho = 0.948957
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.927463, rho = 0.942265
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.923753, rho = 0.944069
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.919503, rho = 0.939329
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.929217, rho = 0.943814
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.835977, rho = 0.941367
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.943381, rho = 0.933681
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.938485, rho = 0.935753
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.932878, rho = 0.930308
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.945695, rho = 0.935460
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.836752, rho = 0.932649
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -9.105917, rho = 0.923820
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -9.099457, rho = 0.926200
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.092058, rho = 0.919945
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.108970, rho = 0.925863
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -8.981401, rho = 0.922634
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -10.435498, rho = 0.912491
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -10.426974, rho = 0.915225
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.417212, rho = 0.908040
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.439527, rho = 0.914839
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.289785, rho = 0.911129
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -11.954929, rho = 0.899478
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.943681, rho = 0.902619
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -11.930799, rho = 0.894365
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -11.960245, rho = 0.902175
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.784009, rho = 0.897914
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -13.689790, rho = 0.884532
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -13.674950, rho = 0.888139
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -13.657952, rho = 0.878659
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.696806, rho = 0.887629
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.488789, rho = 0.882734
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -15.669082, rho = 0.867362
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -15.649500, rho = 0.871506
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -15.627071, rho = 0.860615
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.678339, rho = 0.870920
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.432032, rho = 0.865297
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -17.924926, rho = 0.847637
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -17.899086, rho = 0.852397
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -17.869490, rho = 0.839887
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -17.937140, rho = 0.851724
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.644494, rho = 0.845265
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -20.491994, rho = 0.824983
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -20.457898, rho = 0.830450
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -20.418847, rho = 0.816080
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -20.508110, rho = 0.829678
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -20.159141, rho = 0.822258
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -23.410067, rho = 0.798954
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -23.365076, rho = 0.805235
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -23.313561, rho = 0.788567
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -23.431333, rho = 0.804347
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -23.013558, rho = 0.795824
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -26.720010, rho = 0.769061
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -26.660645, rho = 0.776275
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -26.592672, rho = 0.757129
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -26.748071, rho = 0.775256
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -26.245873, rho = 0.765466
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -30.466842, rho = 0.734730
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -30.388515, rho = 0.743017
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -30.298838, rho = 0.720735
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -30.503867, rho = 0.741846
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -29.897587, rho = 0.730600
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -34.700904, rho = 0.695274
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -34.597544, rho = 0.704793
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -34.479209, rho = 0.679406
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -34.749761, rho = 0.703448
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -34.014457, rho = 0.690530
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -39.467975, rho = 0.649965
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -39.331592, rho = 0.660900
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -39.175462, rho = 0.631402
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -39.532440, rho = 0.659355
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -38.636565, rho = 0.644516
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -44.818247, rho = 0.597922
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -44.638294, rho = 0.610483
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -44.432286, rho = 0.576599
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -44.903306, rho = 0.608708
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -43.806639, rho = 0.591663
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -50.800441, rho = 0.538122
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -50.562980, rho = 0.552551
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -50.291135, rho = 0.513627
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -50.912683, rho = 0.550512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -49.563674, rho = 0.530932
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 58.3333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -57.452302, rho = 0.469445
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -57.138977, rho = 0.486019
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -56.780280, rho = 0.441308
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -57.600406, rho = 0.483678
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -55.933089, rho = 0.461186
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 65%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -64.806017, rho = 0.390548
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -64.392575, rho = 0.409586
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -63.919264, rho = 0.358226
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -65.001445, rho = 0.406897
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -62.930829, rho = 0.381060
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 70.4167%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -72.871896, rho = 0.299931
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -72.326368, rho = 0.321800
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -71.701845, rho = 0.262825
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -73.129760, rho = 0.318711
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -70.546310, rho = 0.289032
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -81.636325, rho = 0.195830
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -80.916494, rho = 0.220952
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -80.092439, rho = 0.153195
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -81.976579, rho = 0.217403
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -78.738499, rho = 0.183312
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 85
nu = 0.877462
obj = -91.044329, rho = 0.088917
nSV = 170, nBSV = 168
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.875000
obj = -90.172227, rho = 0.139150
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 89
nu = 0.864583
obj = -89.140716, rho = 0.091782
nSV = 167, nBSV = 164
Total nSV = 167
*
optimization finished, #iter = 88
nu = 0.876525
obj = -91.511354, rho = 0.141091
nSV = 170, nBSV = 167
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.862766
obj = -87.522264, rho = 0.113007
nSV = 167, nBSV = 164
Total nSV = 167
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.844907
obj = -101.426179, rho = 0.084029
nSV = 164, nBSV = 162
Total nSV = 164
*
optimization finished, #iter = 85
nu = 0.840693
obj = -100.405111, rho = 0.135357
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 85
nu = 0.831016
obj = -99.273260, rho = 0.069443
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 89
nu = 0.851570
obj = -101.975907, rho = 0.105158
nSV = 165, nBSV = 161
Total nSV = 165
*
optimization finished, #iter = 86
nu = 0.829217
obj = -97.266035, rho = 0.119880
nSV = 160, nBSV = 156
Total nSV = 160
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.820779
obj = -113.000550, rho = 0.071243
nSV = 160, nBSV = 157
Total nSV = 160
*
optimization finished, #iter = 86
nu = 0.817469
obj = -111.926189, rho = 0.099242
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 83
nu = 0.804999
obj = -110.685585, rho = 0.051227
nSV = 157, nBSV = 153
Total nSV = 157
*
optimization finished, #iter = 87
nu = 0.818706
obj = -113.800645, rho = 0.129706
nSV = 158, nBSV = 156
Total nSV = 158
*
optimization finished, #iter = 86
nu = 0.795641
obj = -108.274980, rho = 0.121377
nSV = 155, nBSV = 150
Total nSV = 155
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.794260
obj = -125.924615, rho = 0.064056
nSV = 155, nBSV = 152
Total nSV = 155
*
optimization finished, #iter = 80
nu = 0.791871
obj = -124.680214, rho = 0.135714
nSV = 155, nBSV = 150
Total nSV = 155
*
optimization finished, #iter = 78
nu = 0.777042
obj = -123.470295, rho = 0.031970
nSV = 150, nBSV = 147
Total nSV = 150
*
optimization finished, #iter = 80
nu = 0.796470
obj = -127.101693, rho = 0.140057
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 77
nu = 0.774869
obj = -120.616346, rho = 0.144118
nSV = 149, nBSV = 147
Total nSV = 149
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.766402
obj = -140.423285, rho = 0.052161
nSV = 151, nBSV = 146
Total nSV = 151
*
optimization finished, #iter = 81
nu = 0.770185
obj = -138.948824, rho = 0.097123
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 75
nu = 0.751946
obj = -137.867408, rho = 0.044900
nSV = 147, nBSV = 144
Total nSV = 147
*
optimization finished, #iter = 83
nu = 0.776344
obj = -141.914675, rho = 0.115423
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 86
nu = 0.749110
obj = -134.217969, rho = 0.139315
nSV = 146, nBSV = 141
Total nSV = 146
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 81
nu = 0.746291
obj = -156.594139, rho = 0.077163
nSV = 147, nBSV = 142
Total nSV = 147
*
optimization finished, #iter = 78
nu = 0.746803
obj = -154.832529, rho = 0.084002
nSV = 145, nBSV = 141
Total nSV = 145
*
optimization finished, #iter = 85
nu = 0.732680
obj = -153.936722, rho = 0.034060
nSV = 142, nBSV = 137
Total nSV = 142
*
optimization finished, #iter = 104
nu = 0.753222
obj = -158.405296, rho = 0.107619
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 74
nu = 0.722432
obj = -149.548414, rho = 0.121218
nSV = 139, nBSV = 136
Total nSV = 139
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.720847
obj = -174.732492, rho = 0.075278
nSV = 140, nBSV = 137
Total nSV = 140
*
optimization finished, #iter = 89
nu = 0.720796
obj = -172.528897, rho = 0.079826
nSV = 143, nBSV = 134
Total nSV = 143
*
optimization finished, #iter = 84
nu = 0.712794
obj = -171.887791, rho = 0.010956
nSV = 138, nBSV = 135
Total nSV = 138
*
optimization finished, #iter = 75
nu = 0.729167
obj = -176.944955, rho = 0.123321
nSV = 141, nBSV = 139
Total nSV = 141
*
optimization finished, #iter = 87
nu = 0.701065
obj = -166.645796, rho = 0.113401
nSV = 136, nBSV = 130
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 72
nu = 0.694301
obj = -195.186017, rho = 0.087100
nSV = 136, nBSV = 133
Total nSV = 136
*
optimization finished, #iter = 99
nu = 0.691132
obj = -192.558271, rho = 0.086559
nSV = 137, nBSV = 130
Total nSV = 137
*
optimization finished, #iter = 86
nu = 0.685312
obj = -192.036849, rho = 0.020032
nSV = 135, nBSV = 127
Total nSV = 135
*
optimization finished, #iter = 85
nu = 0.710375
obj = -197.716380, rho = 0.119144
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 76
nu = 0.674853
obj = -185.890922, rho = 0.112419
nSV = 131, nBSV = 126
Total nSV = 131
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 88
nu = 0.673961
obj = -218.208296, rho = 0.073868
nSV = 133, nBSV = 127
Total nSV = 133
*
optimization finished, #iter = 80
nu = 0.668789
obj = -215.272772, rho = 0.100272
nSV = 131, nBSV = 125
Total nSV = 131
*
optimization finished, #iter = 72
nu = 0.662512
obj = -214.940262, rho = 0.014485
nSV = 129, nBSV = 126
Total nSV = 129
*
optimization finished, #iter = 80
nu = 0.686242
obj = -220.964383, rho = 0.132181
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 81
nu = 0.649696
obj = -207.669010, rho = 0.153752
nSV = 128, nBSV = 122
Total nSV = 128
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.651388
obj = -244.258140, rho = 0.088852
nSV = 129, nBSV = 123
Total nSV = 129
*
optimization finished, #iter = 76
nu = 0.645833
obj = -240.970848, rho = 0.123003
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 75
nu = 0.645147
obj = -240.645901, rho = -0.010045
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 87
nu = 0.668887
obj = -247.150198, rho = 0.171901
nSV = 130, nBSV = 123
Total nSV = 130
*
optimization finished, #iter = 74
nu = 0.631321
obj = -232.245047, rho = 0.161805
nSV = 122, nBSV = 119
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 76
nu = 0.631202
obj = -273.774980, rho = 0.116985
nSV = 123, nBSV = 120
Total nSV = 123
*
optimization finished, #iter = 79
nu = 0.631557
obj = -269.717012, rho = 0.093481
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 70
nu = 0.626962
obj = -269.650000, rho = -0.012981
nSV = 122, nBSV = 119
Total nSV = 122
*
optimization finished, #iter = 86
nu = 0.644907
obj = -276.572468, rho = 0.207411
nSV = 129, nBSV = 120
Total nSV = 129
*
optimization finished, #iter = 73
nu = 0.612280
obj = -259.846417, rho = 0.197703
nSV = 119, nBSV = 114
Total nSV = 119
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 92
nu = 0.614154
obj = -307.052460, rho = 0.115567
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 87
nu = 0.612682
obj = -302.032805, rho = 0.109654
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 85
nu = 0.611599
obj = -302.155210, rho = 0.004649
nSV = 120, nBSV = 113
Total nSV = 120
*
optimization finished, #iter = 90
nu = 0.624607
obj = -310.033820, rho = 0.250811
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 81
nu = 0.592119
obj = -290.972028, rho = 0.218230
nSV = 116, nBSV = 111
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 93
nu = 0.598584
obj = -344.597858, rho = 0.109516
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 72
nu = 0.597457
obj = -338.490154, rho = 0.126988
nSV = 118, nBSV = 113
Total nSV = 118
*
optimization finished, #iter = 86
nu = 0.595049
obj = -338.743314, rho = 0.003719
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 109
nu = 0.610670
obj = -347.710633, rho = 0.249258
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 75
nu = 0.575208
obj = -326.255139, rho = 0.235598
nSV = 111, nBSV = 107
Total nSV = 111
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.580849
obj = -386.994781, rho = 0.111066
nSV = 118, nBSV = 110
Total nSV = 118
*
optimization finished, #iter = 78
nu = 0.580869
obj = -379.411713, rho = 0.111000
nSV = 114, nBSV = 107
Total nSV = 114
*
optimization finished, #iter = 100
nu = 0.576891
obj = -380.074356, rho = 0.029909
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 86
nu = 0.592891
obj = -389.972758, rho = 0.225700
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 82
nu = 0.558689
obj = -366.130575, rho = 0.252138
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 89
nu = 0.567410
obj = -434.864841, rho = 0.117119
nSV = 112, nBSV = 105
Total nSV = 112
*
optimization finished, #iter = 92
nu = 0.565074
obj = -425.406642, rho = 0.151502
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 80
nu = 0.561242
obj = -426.940638, rho = 0.054706
nSV = 112, nBSV = 105
Total nSV = 112
*
optimization finished, #iter = 100
nu = 0.577347
obj = -437.728727, rho = 0.207233
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 75
nu = 0.542159
obj = -411.288094, rho = 0.257443
nSV = 107, nBSV = 102
Total nSV = 107
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 113
nu = 0.548697
obj = -489.239316, rho = 0.161260
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 92
nu = 0.546157
obj = -477.589146, rho = 0.211013
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 82
nu = 0.545450
obj = -479.953162, rho = 0.038415
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 114
nu = 0.560144
obj = -491.860011, rho = 0.204531
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 82
nu = 0.530558
obj = -462.220341, rho = 0.270062
nSV = 103, nBSV = 96
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 82
nu = 0.535793
obj = -551.323270, rho = 0.218648
nSV = 108, nBSV = 102
Total nSV = 108
*
optimization finished, #iter = 90
nu = 0.531083
obj = -536.983043, rho = 0.256052
nSV = 106, nBSV = 98
Total nSV = 106
*
optimization finished, #iter = 97
nu = 0.531259
obj = -540.190058, rho = 0.033441
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 146
nu = 0.545435
obj = -553.331894, rho = 0.197191
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 129
nu = 0.515456
obj = -519.769237, rho = 0.288479
nSV = 103, nBSV = 94
Total nSV = 103
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 76
nu = 0.525395
obj = -621.411552, rho = 0.296102
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 99
nu = 0.517682
obj = -604.317730, rho = 0.249301
nSV = 103, nBSV = 93
Total nSV = 103
*
optimization finished, #iter = 93
nu = 0.515788
obj = -608.643586, rho = 0.075964
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 108
nu = 0.530453
obj = -623.151514, rho = 0.216250
nSV = 108, nBSV = 98
Total nSV = 108
*
optimization finished, #iter = 123
nu = 0.500931
obj = -585.370203, rho = 0.327822
nSV = 99, nBSV = 91
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 74
nu = 0.511245
obj = -700.938908, rho = 0.346286
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 122
nu = 0.502088
obj = -680.944448, rho = 0.248710
nSV = 102, nBSV = 92
Total nSV = 102
*
optimization finished, #iter = 82
nu = 0.503338
obj = -686.824333, rho = 0.129243
nSV = 99, nBSV = 94
Total nSV = 99
*
optimization finished, #iter = 133
nu = 0.517946
obj = -702.605242, rho = 0.258438
nSV = 105, nBSV = 97
Total nSV = 105
*
optimization finished, #iter = 145
nu = 0.489599
obj = -659.832393, rho = 0.404715
nSV = 98, nBSV = 87
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.502427
obj = -791.160217, rho = 0.351260
nSV = 99, nBSV = 91
Total nSV = 99
*
optimization finished, #iter = 97
nu = 0.491576
obj = -768.359570, rho = 0.257348
nSV = 97, nBSV = 90
Total nSV = 97
*
optimization finished, #iter = 74
nu = 0.493888
obj = -775.419064, rho = 0.183052
nSV = 99, nBSV = 93
Total nSV = 99
*
optimization finished, #iter = 98
nu = 0.507000
obj = -792.678581, rho = 0.290644
nSV = 101, nBSV = 94
Total nSV = 101
*
optimization finished, #iter = 104
nu = 0.476004
obj = -744.647559, rho = 0.481540
nSV = 97, nBSV = 86
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 115
nu = 0.489175
obj = -893.704861, rho = 0.347737
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 115
nu = 0.478819
obj = -867.578690, rho = 0.247371
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 91
nu = 0.484646
obj = -875.509989, rho = 0.198081
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 137
nu = 0.494090
obj = -894.978661, rho = 0.335556
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 122
nu = 0.465808
obj = -841.448528, rho = 0.549444
nSV = 93, nBSV = 84
Total nSV = 93
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 103
nu = 0.477322
obj = -1011.060563, rho = 0.360382
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 135
nu = 0.468777
obj = -980.764543, rho = 0.219021
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 101
nu = 0.474630
obj = -989.340654, rho = 0.206333
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 134
nu = 0.481881
obj = -1011.988500, rho = 0.391907
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 155
nu = 0.455145
obj = -951.663262, rho = 0.561841
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 82
nu = 0.470282
obj = -1145.006148, rho = 0.390993
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 175
nu = 0.458728
obj = -1109.650601, rho = 0.183814
nSV = 95, nBSV = 83
Total nSV = 95
*
optimization finished, #iter = 101
nu = 0.465121
obj = -1118.350334, rho = 0.201540
nSV = 93, nBSV = 85
Total nSV = 93
*
optimization finished, #iter = 87
nu = 0.472336
obj = -1145.593959, rho = 0.476027
nSV = 96, nBSV = 88
Total nSV = 96
*.*
optimization finished, #iter = 196
nu = 0.445091
obj = -1077.589926, rho = 0.593412
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 216
nu = 0.462907
obj = -1296.338591, rho = 0.393990
nSV = 95, nBSV = 84
Total nSV = 95
*
optimization finished, #iter = 170
nu = 0.451170
obj = -1256.456373, rho = 0.166932
nSV = 91, nBSV = 81
Total nSV = 91
*
optimization finished, #iter = 109
nu = 0.455838
obj = -1265.300095, rho = 0.222644
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 99
nu = 0.465400
obj = -1297.253393, rho = 0.475505
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 171
nu = 0.435893
obj = -1221.752582, rho = 0.644003
nSV = 90, nBSV = 78
Total nSV = 90
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 107
nu = 0.455306
obj = -1468.265615, rho = 0.392099
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 155
nu = 0.442440
obj = -1423.411892, rho = 0.185294
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 127
nu = 0.448269
obj = -1432.293084, rho = 0.222434
nSV = 89, nBSV = 82
Total nSV = 89
*
optimization finished, #iter = 113
nu = 0.457832
obj = -1469.318483, rho = 0.498209
nSV = 93, nBSV = 84
Total nSV = 93
*.*
optimization finished, #iter = 270
nu = 0.427401
obj = -1386.757913, rho = 0.715437
nSV = 89, nBSV = 76
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 99
nu = 0.446818
obj = -1664.161240, rho = 0.440366
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 179
nu = 0.436220
obj = -1613.638282, rho = 0.238928
nSV = 88, nBSV = 77
Total nSV = 88
*
optimization finished, #iter = 140
nu = 0.440809
obj = -1621.690320, rho = 0.241886
nSV = 89, nBSV = 81
Total nSV = 89
*
optimization finished, #iter = 123
nu = 0.451964
obj = -1664.572888, rho = 0.558527
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 129
nu = 0.420137
obj = -1575.818120, rho = 0.799802
nSV = 87, nBSV = 77
Total nSV = 87
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 97
nu = 0.440258
obj = -1887.116304, rho = 0.479777
nSV = 89, nBSV = 82
Total nSV = 89
*
optimization finished, #iter = 190
nu = 0.428885
obj = -1829.601065, rho = 0.214132
nSV = 87, nBSV = 75
Total nSV = 87
*
optimization finished, #iter = 111
nu = 0.432477
obj = -1837.623268, rho = 0.192949
nSV = 88, nBSV = 80
Total nSV = 88
*
optimization finished, #iter = 164
nu = 0.445270
obj = -1885.859091, rho = 0.599980
nSV = 89, nBSV = 80
Total nSV = 89
*
optimization finished, #iter = 177
nu = 0.415341
obj = -1791.422311, rho = 0.894569
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 90
nu = 0.434311
obj = -2140.427671, rho = 0.488164
nSV = 86, nBSV = 80
Total nSV = 86
*.*
optimization finished, #iter = 266
nu = 0.421944
obj = -2075.801382, rho = 0.167207
nSV = 87, nBSV = 73
Total nSV = 87
*
optimization finished, #iter = 147
nu = 0.426534
obj = -2082.952795, rho = 0.232133
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 295
nu = 0.439056
obj = -2136.562721, rho = 0.639790
nSV = 89, nBSV = 76
Total nSV = 89
*.*
optimization finished, #iter = 276
nu = 0.410039
obj = -2037.184828, rho = 0.934010
nSV = 84, nBSV = 71
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 118
nu = 0.427671
obj = -2428.289742, rho = 0.477978
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 306
nu = 0.415100
obj = -2356.532614, rho = 0.164767
nSV = 85, nBSV = 72
Total nSV = 85
*
optimization finished, #iter = 136
nu = 0.420409
obj = -2361.621828, rho = 0.349989
nSV = 85, nBSV = 77
Total nSV = 85
*
optimization finished, #iter = 161
nu = 0.430794
obj = -2421.893721, rho = 0.662650
nSV = 89, nBSV = 77
Total nSV = 89
*.*
optimization finished, #iter = 267
nu = 0.404473
obj = -2317.962061, rho = 1.031048
nSV = 83, nBSV = 69
Total nSV = 83
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 104
nu = 0.421167
obj = -2756.449918, rho = 0.467301
nSV = 85, nBSV = 77
Total nSV = 85
*.*
optimization finished, #iter = 267
nu = 0.408464
obj = -2677.313802, rho = 0.297492
nSV = 84, nBSV = 71
Total nSV = 84
*
optimization finished, #iter = 177
nu = 0.414516
obj = -2678.035778, rho = 0.428432
nSV = 85, nBSV = 75
Total nSV = 85
*.*
optimization finished, #iter = 220
nu = 0.423865
obj = -2747.296214, rho = 0.698444
nSV = 86, nBSV = 74
Total nSV = 86
.*.*
optimization finished, #iter = 402
nu = 0.398974
obj = -2639.176558, rho = 1.097690
nSV = 83, nBSV = 69
Total nSV = 83
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 123
nu = 0.415606
obj = -3130.216710, rho = 0.467654
nSV = 85, nBSV = 75
Total nSV = 85
.*
optimization finished, #iter = 298
nu = 0.403389
obj = -3043.492258, rho = 0.440308
nSV = 82, nBSV = 70
Total nSV = 82
.*
optimization finished, #iter = 253
nu = 0.407640
obj = -3037.854301, rho = 0.443960
nSV = 85, nBSV = 71
Total nSV = 85
.*
optimization finished, #iter = 339
nu = 0.418639
obj = -3116.559191, rho = 0.778914
nSV = 85, nBSV = 73
Total nSV = 85
.*
optimization finished, #iter = 375
nu = 0.393935
obj = -3006.973804, rho = 1.127176
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 182
nu = 0.411155
obj = -3555.154140, rho = 0.524904
nSV = 84, nBSV = 73
Total nSV = 84
.*.*
optimization finished, #iter = 511
nu = 0.398153
obj = -3460.740393, rho = 0.521448
nSV = 83, nBSV = 67
Total nSV = 83
.*.*
optimization finished, #iter = 463
nu = 0.400607
obj = -3448.841499, rho = 0.465792
nSV = 84, nBSV = 68
Total nSV = 84
.*.*
optimization finished, #iter = 471
nu = 0.411630
obj = -3537.347305, rho = 0.913243
nSV = 85, nBSV = 71
Total nSV = 85
.*
optimization finished, #iter = 351
nu = 0.389776
obj = -3427.917746, rho = 1.234574
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 83.3333%
*.*
optimization finished, #iter = 224
nu = 0.406606
obj = -4036.808709, rho = 0.617592
nSV = 86, nBSV = 72
Total nSV = 86
.*.*
optimization finished, #iter = 572
nu = 0.393186
obj = -3937.073828, rho = 0.647833
nSV = 83, nBSV = 66
Total nSV = 83
.*.*
optimization finished, #iter = 489
nu = 0.394073
obj = -3918.693636, rho = 0.518867
nSV = 84, nBSV = 67
Total nSV = 84
.*
optimization finished, #iter = 381
nu = 0.405427
obj = -4017.620843, rho = 1.074289
nSV = 84, nBSV = 70
Total nSV = 84
.*.*
optimization finished, #iter = 401
nu = 0.385841
obj = -3909.486949, rho = 1.399172
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*
optimization finished, #iter = 340
nu = 0.401076
obj = -4585.347319, rho = 0.721290
nSV = 83, nBSV = 71
Total nSV = 83
..*.*
optimization finished, #iter = 586
nu = 0.388382
obj = -4480.763244, rho = 0.798624
nSV = 83, nBSV = 66
Total nSV = 83
.*.*
optimization finished, #iter = 459
nu = 0.388477
obj = -4455.941539, rho = 0.621851
nSV = 83, nBSV = 67
Total nSV = 83
.*.*
optimization finished, #iter = 404
nu = 0.399813
obj = -4565.545012, rho = 1.274684
nSV = 84, nBSV = 70
Total nSV = 84
.*.*
optimization finished, #iter = 403
nu = 0.382777
obj = -4460.111056, rho = 1.554051
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 509
nu = 0.397301
obj = -5207.725879, rho = 0.940086
nSV = 82, nBSV = 67
Total nSV = 82
.*..*
optimization finished, #iter = 577
nu = 0.383656
obj = -5102.259733, rho = 1.000340
nSV = 82, nBSV = 66
Total nSV = 82
.*.*
optimization finished, #iter = 523
nu = 0.383642
obj = -5069.133457, rho = 0.785510
nSV = 82, nBSV = 66
Total nSV = 82
.*.*
optimization finished, #iter = 514
nu = 0.394524
obj = -5190.472286, rho = 1.381024
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 527
nu = 0.380113
obj = -5088.690924, rho = 1.720680
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 575
nu = 0.392051
obj = -5915.002641, rho = 0.989216
nSV = 82, nBSV = 66
Total nSV = 82
.*.*
optimization finished, #iter = 555
nu = 0.379869
obj = -5812.016185, rho = 1.229885
nSV = 81, nBSV = 65
Total nSV = 81
.*..*
optimization finished, #iter = 586
nu = 0.378853
obj = -5769.500441, rho = 1.002918
nSV = 82, nBSV = 65
Total nSV = 82
.*.*
optimization finished, #iter = 500
nu = 0.389627
obj = -5903.485716, rho = 1.476012
nSV = 83, nBSV = 67
Total nSV = 83
.*.*
optimization finished, #iter = 545
nu = 0.377119
obj = -5806.327044, rho = 1.880234
nSV = 81, nBSV = 65
Total nSV = 81
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 681
nu = 0.386708
obj = -6720.336024, rho = 1.075190
nSV = 82, nBSV = 64
Total nSV = 82
..*.*
optimization finished, #iter = 636
nu = 0.375719
obj = -6622.591389, rho = 1.370269
nSV = 82, nBSV = 64
Total nSV = 82
..*
optimization finished, #iter = 467
nu = 0.374209
obj = -6570.166353, rho = 1.161848
nSV = 79, nBSV = 66
Total nSV = 79
.*.*
optimization finished, #iter = 557
nu = 0.385842
obj = -6716.053941, rho = 1.645827
nSV = 81, nBSV = 66
Total nSV = 81
.*..*
optimization finished, #iter = 580
nu = 0.374434
obj = -6626.309079, rho = 2.078710
nSV = 81, nBSV = 65
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*..*
optimization finished, #iter = 610
nu = 0.381372
obj = -7639.411622, rho = 1.302885
nSV = 82, nBSV = 65
Total nSV = 82
..*...*
optimization finished, #iter = 992
nu = 0.371990
obj = -7549.203602, rho = 1.496366
nSV = 82, nBSV = 64
Total nSV = 82
.*.*
optimization finished, #iter = 494
nu = 0.370358
obj = -7484.892158, rho = 1.294331
nSV = 79, nBSV = 65
Total nSV = 79
.*..*
optimization finished, #iter = 661
nu = 0.381701
obj = -7640.718559, rho = 1.735659
nSV = 82, nBSV = 65
Total nSV = 82
.*..*
optimization finished, #iter = 598
nu = 0.372316
obj = -7561.770533, rho = 2.267286
nSV = 81, nBSV = 64
Total nSV = 81
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 726
nu = 0.376563
obj = -8687.980556, rho = 1.508422
nSV = 81, nBSV = 63
Total nSV = 81
..*..*
optimization finished, #iter = 824
nu = 0.368718
obj = -8607.748134, rho = 1.651999
nSV = 84, nBSV = 63
Total nSV = 84
.*.*
optimization finished, #iter = 559
nu = 0.366896
obj = -8529.240102, rho = 1.445667
nSV = 80, nBSV = 65
Total nSV = 80
..*.*
optimization finished, #iter = 686
nu = 0.377594
obj = -8694.640129, rho = 1.838508
nSV = 81, nBSV = 64
Total nSV = 81
..*..*
optimization finished, #iter = 807
nu = 0.369887
obj = -8628.421918, rho = 2.277345
nSV = 82, nBSV = 63
Total nSV = 82
Cross Validation Accuracy = 82.9167%
.*..*
optimization finished, #iter = 589
nu = 0.372204
obj = -9884.065416, rho = 1.700873
nSV = 81, nBSV = 63
Total nSV = 81
...*....*
optimization finished, #iter = 1360
nu = 0.365655
obj = -9816.559704, rho = 1.794475
nSV = 85, nBSV = 63
Total nSV = 85
..*
optimization finished, #iter = 529
nu = 0.364150
obj = -9720.130752, rho = 1.611476
nSV = 79, nBSV = 65
Total nSV = 79
..*..*
optimization finished, #iter = 807
nu = 0.373960
obj = -9895.362294, rho = 1.968580
nSV = 80, nBSV = 62
Total nSV = 80
...*.*
optimization finished, #iter = 847
nu = 0.367604
obj = -9845.396563, rho = 2.414281
nSV = 81, nBSV = 63
Total nSV = 81
Cross Validation Accuracy = 82.9167%
..*..*..*
optimization finished, #iter = 1147
nu = 0.368433
obj = -11246.900925, rho = 1.933021
nSV = 80, nBSV = 61
Total nSV = 80
...*...*
optimization finished, #iter = 1251
nu = 0.362992
obj = -11196.303473, rho = 1.898908
nSV = 83, nBSV = 62
Total nSV = 83
..*.*
optimization finished, #iter = 644
nu = 0.362416
obj = -11074.020000, rho = 1.873184
nSV = 76, nBSV = 62
Total nSV = 76
..*.*
optimization finished, #iter = 709
nu = 0.370486
obj = -11261.766584, rho = 2.005886
nSV = 81, nBSV = 61
Total nSV = 81
...*..*
optimization finished, #iter = 977
nu = 0.365408
obj = -11233.093970, rho = 2.757996
nSV = 80, nBSV = 62
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*...*
optimization finished, #iter = 1060
nu = 0.364942
obj = -12798.609300, rho = 2.230911
nSV = 80, nBSV = 60
Total nSV = 80
..*....*
optimization finished, #iter = 1200
nu = 0.360760
obj = -12769.299162, rho = 2.129630
nSV = 81, nBSV = 62
Total nSV = 81
..*.*
optimization finished, #iter = 721
nu = 0.360088
obj = -12611.074797, rho = 2.125328
nSV = 77, nBSV = 61
Total nSV = 77
..*..*
optimization finished, #iter = 820
nu = 0.367437
obj = -12816.503679, rho = 2.185136
nSV = 80, nBSV = 61
Total nSV = 80
...*..*
optimization finished, #iter = 1110
nu = 0.363333
obj = -12814.273111, rho = 3.225872
nSV = 80, nBSV = 61
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 899
nu = 0.361750
obj = -14563.824809, rho = 2.574827
nSV = 78, nBSV = 60
Total nSV = 78
...*..*
optimization finished, #iter = 1017
nu = 0.359137
obj = -14558.952156, rho = 2.396407
nSV = 79, nBSV = 61
Total nSV = 79
..*..*
optimization finished, #iter = 779
nu = 0.357610
obj = -14356.582520, rho = 2.493752
nSV = 77, nBSV = 58
Total nSV = 77
..*..*
optimization finished, #iter = 826
nu = 0.364398
obj = -14582.362986, rho = 2.522096
nSV = 81, nBSV = 60
Total nSV = 81
....*..*
optimization finished, #iter = 1252
nu = 0.361363
obj = -14614.948053, rho = 3.811524
nSV = 79, nBSV = 60
Total nSV = 79
Cross Validation Accuracy = 83.75%
...*.*
optimization finished, #iter = 935
nu = 0.358963
obj = -16569.754151, rho = 3.084495
nSV = 77, nBSV = 59
Total nSV = 77
...*.*
optimization finished, #iter = 933
nu = 0.357790
obj = -16591.003999, rho = 2.639471
nSV = 79, nBSV = 61
Total nSV = 79
...*..*
optimization finished, #iter = 1097
nu = 0.354990
obj = -16339.459693, rho = 2.988549
nSV = 78, nBSV = 58
Total nSV = 78
...*...*
optimization finished, #iter = 1218
nu = 0.360896
obj = -16590.661721, rho = 3.125772
nSV = 82, nBSV = 58
Total nSV = 82
....*...*
optimization finished, #iter = 1454
nu = 0.359250
obj = -16664.173140, rho = 4.375453
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.75%
...*...*
optimization finished, #iter = 1275
nu = 0.356403
obj = -18844.867056, rho = 3.774513
nSV = 80, nBSV = 58
Total nSV = 80
...*.*
optimization finished, #iter = 953
nu = 0.356702
obj = -18892.553255, rho = 2.889819
nSV = 79, nBSV = 59
Total nSV = 79
.....*..*
optimization finished, #iter = 1408
nu = 0.352860
obj = -18588.694818, rho = 3.574864
nSV = 76, nBSV = 56
Total nSV = 76
....*...*
optimization finished, #iter = 1355
nu = 0.357533
obj = -18875.683292, rho = 3.976050
nSV = 82, nBSV = 58
Total nSV = 82
....*..*
optimization finished, #iter = 1308
nu = 0.357013
obj = -18997.153173, rho = 4.931683
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.75%
....*.*
optimization finished, #iter = 1157
nu = 0.354001
obj = -21422.483372, rho = 4.627184
nSV = 80, nBSV = 58
Total nSV = 80
......*....*
optimization finished, #iter = 2094
nu = 0.354637
obj = -21497.711099, rho = 3.345084
nSV = 79, nBSV = 56
Total nSV = 79
.....*...*
optimization finished, #iter = 1710
nu = 0.350335
obj = -21136.105549, rho = 3.799174
nSV = 77, nBSV = 53
Total nSV = 77
....*...*
optimization finished, #iter = 1381
nu = 0.354779
obj = -21472.389682, rho = 4.886801
nSV = 81, nBSV = 58
Total nSV = 81
....*..*
optimization finished, #iter = 1153
nu = 0.355107
obj = -21650.877772, rho = 5.477388
nSV = 79, nBSV = 59
Total nSV = 79
Cross Validation Accuracy = 83.3333%
....*..*
optimization finished, #iter = 1317
nu = 0.351407
obj = -24339.906864, rho = 5.139232
nSV = 81, nBSV = 56
Total nSV = 81
......*.....*
optimization finished, #iter = 2197
nu = 0.352271
obj = -24450.777964, rho = 3.510554
nSV = 79, nBSV = 56
Total nSV = 79
......*...*
optimization finished, #iter = 1777
nu = 0.347647
obj = -24023.111737, rho = 4.362289
nSV = 77, nBSV = 53
Total nSV = 77
....*....*
optimization finished, #iter = 1586
nu = 0.352353
obj = -24416.011864, rho = 5.772707
nSV = 80, nBSV = 56
Total nSV = 80
....*..*
optimization finished, #iter = 1184
nu = 0.353376
obj = -24664.352726, rho = 6.017814
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.75%
.....*....*
optimization finished, #iter = 1760
nu = 0.348623
obj = -27637.739828, rho = 5.549973
nSV = 80, nBSV = 54
Total nSV = 80
......*....*
optimization finished, #iter = 2027
nu = 0.349862
obj = -27794.528119, rho = 3.400420
nSV = 80, nBSV = 54
Total nSV = 80
.......*....*
optimization finished, #iter = 2244
nu = 0.345168
obj = -27289.903637, rho = 5.332758
nSV = 78, nBSV = 53
Total nSV = 78
....*..*
optimization finished, #iter = 1314
nu = 0.349736
obj = -27748.623332, rho = 6.589608
nSV = 81, nBSV = 55
Total nSV = 81
......*.*
optimization finished, #iter = 1488
nu = 0.351587
obj = -28081.581827, rho = 6.618802
nSV = 79, nBSV = 57
Total nSV = 79
Cross Validation Accuracy = 83.75%
.....*....*
optimization finished, #iter = 1778
nu = 0.345358
obj = -31369.659286, rho = 6.388207
nSV = 80, nBSV = 54
Total nSV = 80
......*.....*
optimization finished, #iter = 2227
nu = 0.347265
obj = -31578.373122, rho = 3.876144
nSV = 80, nBSV = 52
Total nSV = 80
........*....*
optimization finished, #iter = 2326
nu = 0.342110
obj = -30985.339954, rho = 5.834014
nSV = 78, nBSV = 53
Total nSV = 78
......*...*
optimization finished, #iter = 1840
nu = 0.346948
obj = -31522.424652, rho = 7.450787
nSV = 81, nBSV = 54
Total nSV = 81
.....*..*
optimization finished, #iter = 1473
nu = 0.349539
obj = -31955.942858, rho = 7.253683
nSV = 78, nBSV = 56
Total nSV = 78
Cross Validation Accuracy = 84.1667%
......*.....*
optimization finished, #iter = 2173
nu = 0.342601
obj = -35586.764453, rho = 7.395382
nSV = 79, nBSV = 53
Total nSV = 79
......*.......*
optimization finished, #iter = 2550
nu = 0.344590
obj = -35859.839391, rho = 4.629450
nSV = 79, nBSV = 52
Total nSV = 79
.......*....*
optimization finished, #iter = 2264
nu = 0.338920
obj = -35166.304257, rho = 6.235948
nSV = 78, nBSV = 51
Total nSV = 78
......*....*
optimization finished, #iter = 2108
nu = 0.344266
obj = -35790.078011, rho = 8.387692
nSV = 81, nBSV = 53
Total nSV = 81
......*...*
optimization finished, #iter = 1897
nu = 0.347374
obj = -36344.657257, rho = 8.057908
nSV = 80, nBSV = 54
Total nSV = 80
Cross Validation Accuracy = 83.75%
.......*....*
optimization finished, #iter = 2179
nu = 0.340085
obj = -40339.048694, rho = 8.641933
nSV = 79, nBSV = 54
Total nSV = 79
.......*...*
optimization finished, #iter = 2102
nu = 0.342403
obj = -40690.179273, rho = 5.398084
nSV = 80, nBSV = 53
Total nSV = 80
........*....*
optimization finished, #iter = 2333
nu = 0.336108
obj = -39891.652555, rho = 6.695987
nSV = 78, nBSV = 52
Total nSV = 78
........*...*
optimization finished, #iter = 2267
nu = 0.341639
obj = -40610.756145, rho = 9.549416
nSV = 78, nBSV = 52
Total nSV = 78
........*...*
optimization finished, #iter = 2222
nu = 0.345210
obj = -41312.131611, rho = 9.159387
nSV = 80, nBSV = 54
Total nSV = 80
Cross Validation Accuracy = 83.3333%
.........*.....*
optimization finished, #iter = 2778
nu = 0.338115
obj = -45675.441880, rho = 9.833130
nSV = 79, nBSV = 54
Total nSV = 79
........*....*
optimization finished, #iter = 2305
nu = 0.339660
obj = -46132.287550, rho = 6.680874
nSV = 81, nBSV = 52
Total nSV = 81
........*....*
optimization finished, #iter = 2344
nu = 0.333209
obj = -45222.335476, rho = 6.629799
nSV = 78, nBSV = 51
Total nSV = 78
........*....*
optimization finished, #iter = 2346
nu = 0.339547
obj = -46040.317634, rho = 11.208518
nSV = 77, nBSV = 52
Total nSV = 77
.......*.....*
optimization finished, #iter = 2338
nu = 0.343094
obj = -46924.955980, rho = 10.157909
nSV = 80, nBSV = 52
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.........*......*
optimization finished, #iter = 3077
nu = 0.335607
obj = -51650.427151, rho = 10.961611
nSV = 80, nBSV = 53
Total nSV = 80
............*.....*
optimization finished, #iter = 3440
nu = 0.336803
obj = -52262.829384, rho = 8.131755
nSV = 80, nBSV = 51
Total nSV = 80
........*....*
optimization finished, #iter = 2494
nu = 0.330685
obj = -51223.155027, rho = 6.468149
nSV = 77, nBSV = 50
Total nSV = 77
........*.......*
optimization finished, #iter = 2895
nu = 0.337532
obj = -52133.890062, rho = 12.747678
nSV = 77, nBSV = 52
Total nSV = 77
........*.....*
optimization finished, #iter = 2485
nu = 0.340646
obj = -53260.779805, rho = 10.869481
nSV = 81, nBSV = 52
Total nSV = 81
Cross Validation Accuracy = 82.9167%
........*.....*
optimization finished, #iter = 2613
nu = 0.333409
obj = -58322.641864, rho = 12.243393
nSV = 80, nBSV = 53
Total nSV = 80
..........*.....*
optimization finished, #iter = 3053
nu = 0.334032
obj = -59155.140003, rho = 9.437748
nSV = 80, nBSV = 50
Total nSV = 80
..........*....*
optimization finished, #iter = 2869
nu = 0.327728
obj = -57960.898660, rho = 6.475592
nSV = 77, nBSV = 48
Total nSV = 77
.........*.....*
optimization finished, #iter = 2727
nu = 0.335416
obj = -58951.857483, rho = 14.088231
nSV = 78, nBSV = 51
Total nSV = 78
..........*.....*
optimization finished, #iter = 2984
nu = 0.338230
obj = -60405.505075, rho = 11.627876
nSV = 81, nBSV = 51
Total nSV = 81
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165961, rho = 0.998501
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165958, rho = 0.998593
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165956, rho = 0.998387
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165963, rho = 0.998511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.164003, rho = 0.998482
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190635, rho = 0.998278
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190631, rho = 0.998384
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190629, rho = 0.998147
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190637, rho = 0.998290
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188384, rho = 0.998256
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.218968, rho = 0.998022
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.218963, rho = 0.998144
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218960, rho = 0.997872
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218971, rho = 0.998036
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216382, rho = 0.997997
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251510, rho = 0.997728
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251505, rho = 0.997842
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251499, rho = 0.997556
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251514, rho = 0.997744
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248538, rho = 0.997699
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.288888, rho = 0.997390
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.288881, rho = 0.997521
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288873, rho = 0.997192
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288893, rho = 0.997408
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285471, rho = 0.997357
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.331811, rho = 0.997002
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.331802, rho = 0.997153
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331792, rho = 0.996775
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331818, rho = 0.997023
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.327884, rho = 0.996964
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.381130, rho = 0.996624
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.381119, rho = 0.996566
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.381104, rho = 0.996285
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381137, rho = 0.996580
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.376613, rho = 0.996513
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.437752, rho = 0.996122
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.437738, rho = 0.996055
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437719, rho = 0.995648
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437761, rho = 0.996072
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.432560, rho = 0.995907
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.502780, rho = 0.995345
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.502758, rho = 0.995469
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.502734, rho = 0.995001
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.502789, rho = 0.995488
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.496807, rho = 0.995299
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.577459, rho = 0.994653
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.577429, rho = 0.994795
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.577398, rho = 0.994257
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.577473, rho = 0.994632
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.570588, rho = 0.994599
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.663222, rho = 0.993857
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.663183, rho = 0.994021
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.663142, rho = 0.993403
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.663240, rho = 0.993834
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.655318, rho = 0.993796
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.761687, rho = 0.992944
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.761636, rho = 0.993132
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.761581, rho = 0.992423
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.761711, rho = 0.992917
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.752592, rho = 0.992874
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.874753, rho = 0.991895
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.874690, rho = 0.992018
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.874613, rho = 0.991296
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.874785, rho = 0.991864
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.864285, rho = 0.991814
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.004591, rho = 0.990667
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.004503, rho = 0.990831
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.004401, rho = 0.990002
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.004628, rho = 0.990654
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.992534, rho = 0.990597
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.153637, rho = 0.989279
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.153521, rho = 0.989467
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.153393, rho = 0.988563
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.153686, rho = 0.989264
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.139758, rho = 0.988902
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.324738, rho = 0.987685
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.324585, rho = 0.987901
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.324415, rho = 0.986862
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.324810, rho = 0.987612
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.308747, rho = 0.987251
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.521145, rho = 0.985853
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.520943, rho = 0.986102
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.520719, rho = 0.984908
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.521247, rho = 0.986041
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.502714, rho = 0.985356
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.746632, rho = 0.983749
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.746367, rho = 0.984035
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.746071, rho = 0.982664
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.746767, rho = 0.983964
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.725378, rho = 0.983178
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.005367, rho = 0.981058
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.005017, rho = 0.981479
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.004617, rho = 0.980086
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.005536, rho = 0.981580
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.980834, rho = 0.980676
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.302085, rho = 0.978243
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.301623, rho = 0.978727
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.301095, rho = 0.977126
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.302308, rho = 0.978842
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.273760, rho = 0.977804
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.642718, rho = 0.975007
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.642108, rho = 0.975563
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.641412, rho = 0.973724
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.643012, rho = 0.975695
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.609989, rho = 0.974503
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -3.033315, rho = 0.971328
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.032501, rho = 0.971929
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.031587, rho = 0.969817
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.033693, rho = 0.972082
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.995458, rho = 0.970712
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.481343, rho = 0.967064
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.480269, rho = 0.967755
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.479063, rho = 0.965329
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.481842, rho = 0.967930
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.437535, rho = 0.966559
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.995039, rho = 0.962166
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.993636, rho = 0.963337
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.992031, rho = 0.960173
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.995697, rho = 0.963161
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.944276, rho = 0.961586
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.583851, rho = 0.956540
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.582000, rho = 0.957885
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.579881, rho = 0.954250
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.584719, rho = 0.957683
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.524959, rho = 0.955873
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.258402, rho = 0.950078
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.255960, rho = 0.951623
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.253164, rho = 0.947448
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.259548, rho = 0.951391
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.189988, rho = 0.949312
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.031107, rho = 0.942654
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.027884, rho = 0.944429
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.024195, rho = 0.939633
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.032618, rho = 0.944163
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.951509, rho = 0.941775
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.915759, rho = 0.934126
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.911506, rho = 0.936165
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.906656, rho = 0.930595
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.917753, rho = 0.935859
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.822991, rho = 0.933117
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.927937, rho = 0.924332
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.922325, rho = 0.926674
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.915926, rho = 0.920275
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.930568, rho = 0.926323
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.819618, rho = 0.923172
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -9.085539, rho = 0.913081
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -9.078135, rho = 0.915771
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.069691, rho = 0.908421
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.089011, rho = 0.915367
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -8.958793, rho = 0.911748
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -10.408610, rho = 0.900155
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -10.398839, rho = 0.903245
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.387698, rho = 0.894802
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.413190, rho = 0.902782
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.259953, rho = 0.898625
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -11.919449, rho = 0.885308
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.906556, rho = 0.888858
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -11.891855, rho = 0.879159
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -11.925493, rho = 0.888325
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.744645, rho = 0.883550
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -13.642975, rho = 0.868255
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -13.625963, rho = 0.872332
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -13.606587, rho = 0.861788
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.650950, rho = 0.871720
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.436848, rho = 0.866235
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -15.607309, rho = 0.848664
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -15.584862, rho = 0.853348
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -15.559294, rho = 0.841236
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.617832, rho = 0.852645
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.363496, rho = 0.846344
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -17.843414, rho = 0.826158
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -17.813794, rho = 0.831539
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -17.780069, rho = 0.817102
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -17.857299, rho = 0.830731
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.554057, rho = 0.823493
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -20.384440, rho = 0.800311
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -20.345356, rho = 0.806491
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -20.300858, rho = 0.789908
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -20.402761, rho = 0.805564
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -20.039811, rho = 0.797249
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -23.268143, rho = 0.770613
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -23.216571, rho = 0.777712
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -23.157852, rho = 0.758663
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -23.292320, rho = 0.776647
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -22.856109, rho = 0.767096
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -26.532744, rho = 0.736506
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -26.464695, rho = 0.744661
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -26.387224, rho = 0.722419
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -26.564645, rho = 0.743437
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -26.038121, rho = 0.732466
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -30.219761, rho = 0.697335
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -30.129975, rho = 0.706702
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -30.027758, rho = 0.681154
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -30.261851, rho = 0.705297
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -29.623475, rho = 0.692695
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -34.374855, rho = 0.652317
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -34.256374, rho = 0.663077
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -34.121489, rho = 0.633729
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -34.430397, rho = 0.661463
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -33.652740, rho = 0.646986
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -39.037761, rho = 0.600621
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -38.881426, rho = 0.612982
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -38.703447, rho = 0.579270
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -39.111046, rho = 0.611127
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -38.159286, rho = 0.594498
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -44.250594, rho = 0.541242
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -44.044316, rho = 0.555440
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -43.809479, rho = 0.516715
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -44.347291, rho = 0.553309
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -43.176869, rho = 0.534208
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 58.3333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -50.051378, rho = 0.473012
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -49.779181, rho = 0.489322
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -49.469305, rho = 0.444850
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -50.178979, rho = 0.486874
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -48.732645, rho = 0.464932
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 64.5833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -56.463923, rho = 0.394654
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -56.104762, rho = 0.413389
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -55.695884, rho = 0.362305
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -56.632292, rho = 0.410577
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -54.836555, rho = 0.385373
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 70.4167%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -63.501820, rho = 0.304634
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -63.027897, rho = 0.326155
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -62.488369, rho = 0.267474
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -63.723988, rho = 0.322925
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -61.483919, rho = 0.293973
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -71.151053, rho = 0.200985
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -70.525704, rho = 0.225964
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -69.813808, rho = 0.158558
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -71.444182, rho = 0.222254
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -68.637142, rho = 0.188997
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 85
nu = 0.879237
obj = -79.366178, rho = 0.088074
nSV = 170, nBSV = 168
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.875000
obj = -78.603234, rho = 0.144298
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 87
nu = 0.866443
obj = -77.705249, rho = 0.091016
nSV = 168, nBSV = 165
Total nSV = 168
*
optimization finished, #iter = 88
nu = 0.877961
obj = -79.765157, rho = 0.140619
nSV = 170, nBSV = 167
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.864581
obj = -76.302488, rho = 0.114031
nSV = 167, nBSV = 164
Total nSV = 167
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.846155
obj = -88.409396, rho = 0.082539
nSV = 164, nBSV = 162
Total nSV = 164
*
optimization finished, #iter = 84
nu = 0.842222
obj = -87.518278, rho = 0.135411
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 84
nu = 0.832569
obj = -86.531273, rho = 0.069254
nSV = 161, nBSV = 158
Total nSV = 161
*
optimization finished, #iter = 91
nu = 0.853309
obj = -88.886585, rho = 0.104174
nSV = 166, nBSV = 162
Total nSV = 166
*
optimization finished, #iter = 89
nu = 0.830840
obj = -84.792726, rho = 0.118693
nSV = 160, nBSV = 156
Total nSV = 160
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.821798
obj = -98.496655, rho = 0.071579
nSV = 160, nBSV = 158
Total nSV = 160
*
optimization finished, #iter = 83
nu = 0.818856
obj = -97.561864, rho = 0.097979
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 84
nu = 0.806298
obj = -96.476429, rho = 0.051139
nSV = 157, nBSV = 153
Total nSV = 157
*
optimization finished, #iter = 90
nu = 0.819877
obj = -99.185041, rho = 0.127010
nSV = 159, nBSV = 156
Total nSV = 159
*
optimization finished, #iter = 90
nu = 0.797126
obj = -94.381602, rho = 0.119855
nSV = 155, nBSV = 150
Total nSV = 155
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.795661
obj = -109.758684, rho = 0.062900
nSV = 156, nBSV = 152
Total nSV = 156
*
optimization finished, #iter = 79
nu = 0.793208
obj = -108.672352, rho = 0.132999
nSV = 155, nBSV = 151
Total nSV = 155
*
optimization finished, #iter = 78
nu = 0.778390
obj = -107.615295, rho = 0.032006
nSV = 150, nBSV = 147
Total nSV = 150
*
optimization finished, #iter = 83
nu = 0.797328
obj = -110.773007, rho = 0.139624
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 77
nu = 0.774869
obj = -105.137096, rho = 0.149035
nSV = 149, nBSV = 147
Total nSV = 149
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 80
nu = 0.767579
obj = -122.390451, rho = 0.052380
nSV = 151, nBSV = 146
Total nSV = 151
*
optimization finished, #iter = 78
nu = 0.770833
obj = -121.110267, rho = 0.099758
nSV = 150, nBSV = 147
Total nSV = 150
*
optimization finished, #iter = 76
nu = 0.752766
obj = -120.156939, rho = 0.043743
nSV = 148, nBSV = 144
Total nSV = 148
*
optimization finished, #iter = 85
nu = 0.777552
obj = -123.684660, rho = 0.116133
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 86
nu = 0.750437
obj = -116.988418, rho = 0.139542
nSV = 147, nBSV = 141
Total nSV = 147
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.747551
obj = -136.485952, rho = 0.075090
nSV = 147, nBSV = 142
Total nSV = 147
*
optimization finished, #iter = 77
nu = 0.747769
obj = -134.956427, rho = 0.083778
nSV = 145, nBSV = 141
Total nSV = 145
*
optimization finished, #iter = 89
nu = 0.733973
obj = -134.164800, rho = 0.034796
nSV = 142, nBSV = 137
Total nSV = 142
*
optimization finished, #iter = 97
nu = 0.754433
obj = -138.055470, rho = 0.106826
nSV = 147, nBSV = 141
Total nSV = 147
*
optimization finished, #iter = 73
nu = 0.722513
obj = -130.345605, rho = 0.126629
nSV = 139, nBSV = 137
Total nSV = 139
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.722243
obj = -152.286820, rho = 0.076268
nSV = 141, nBSV = 138
Total nSV = 141
*
optimization finished, #iter = 86
nu = 0.722165
obj = -150.375173, rho = 0.080458
nSV = 143, nBSV = 134
Total nSV = 143
*
optimization finished, #iter = 81
nu = 0.713661
obj = -149.806395, rho = 0.012344
nSV = 139, nBSV = 135
Total nSV = 139
*
optimization finished, #iter = 79
nu = 0.729790
obj = -154.204403, rho = 0.123179
nSV = 142, nBSV = 139
Total nSV = 142
*
optimization finished, #iter = 79
nu = 0.701571
obj = -145.246147, rho = 0.117450
nSV = 136, nBSV = 131
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.695025
obj = -170.100508, rho = 0.088496
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 103
nu = 0.692330
obj = -167.812277, rho = 0.086995
nSV = 137, nBSV = 130
Total nSV = 137
*
optimization finished, #iter = 94
nu = 0.686422
obj = -167.347472, rho = 0.018775
nSV = 135, nBSV = 127
Total nSV = 135
*
optimization finished, #iter = 81
nu = 0.711302
obj = -172.305227, rho = 0.118281
nSV = 138, nBSV = 134
Total nSV = 138
*
optimization finished, #iter = 77
nu = 0.675907
obj = -162.006843, rho = 0.113104
nSV = 132, nBSV = 127
Total nSV = 132
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 79
nu = 0.675134
obj = -190.160329, rho = 0.073988
nSV = 133, nBSV = 127
Total nSV = 133
*
optimization finished, #iter = 80
nu = 0.669822
obj = -187.598405, rho = 0.098999
nSV = 131, nBSV = 125
Total nSV = 131
*
optimization finished, #iter = 71
nu = 0.663207
obj = -187.296777, rho = 0.013788
nSV = 129, nBSV = 126
Total nSV = 129
*
optimization finished, #iter = 77
nu = 0.687318
obj = -192.554984, rho = 0.129743
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 77
nu = 0.650829
obj = -180.973259, rho = 0.151246
nSV = 127, nBSV = 122
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.652125
obj = -212.844032, rho = 0.088499
nSV = 129, nBSV = 124
Total nSV = 129
*
optimization finished, #iter = 79
nu = 0.646558
obj = -209.969667, rho = 0.124469
nSV = 127, nBSV = 122
Total nSV = 127
*
optimization finished, #iter = 74
nu = 0.646129
obj = -209.692277, rho = -0.011164
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 88
nu = 0.669567
obj = -215.368558, rho = 0.169151
nSV = 130, nBSV = 123
Total nSV = 130
*
optimization finished, #iter = 73
nu = 0.632063
obj = -202.385448, rho = 0.162800
nSV = 122, nBSV = 119
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 77
nu = 0.631829
obj = -238.548209, rho = 0.116821
nSV = 124, nBSV = 120
Total nSV = 124
*
optimization finished, #iter = 76
nu = 0.632447
obj = -235.018178, rho = 0.093516
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 70
nu = 0.627500
obj = -234.957840, rho = -0.013960
nSV = 122, nBSV = 119
Total nSV = 122
*
optimization finished, #iter = 83
nu = 0.646034
obj = -240.985482, rho = 0.204023
nSV = 129, nBSV = 120
Total nSV = 129
*
optimization finished, #iter = 77
nu = 0.613129
obj = -226.429155, rho = 0.194195
nSV = 119, nBSV = 114
Total nSV = 119
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.614875
obj = -267.539347, rho = 0.115489
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 85
nu = 0.613489
obj = -263.165517, rho = 0.109066
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 79
nu = 0.612387
obj = -263.275463, rho = 0.004223
nSV = 120, nBSV = 113
Total nSV = 120
*
optimization finished, #iter = 83
nu = 0.625088
obj = -270.115383, rho = 0.249449
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 73
nu = 0.592913
obj = -253.534292, rho = 0.218024
nSV = 116, nBSV = 111
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.599363
obj = -300.240416, rho = 0.108366
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 75
nu = 0.597842
obj = -294.918509, rho = 0.125336
nSV = 118, nBSV = 113
Total nSV = 118
*
optimization finished, #iter = 88
nu = 0.595597
obj = -295.132305, rho = 0.002179
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 104
nu = 0.611133
obj = -302.927159, rho = 0.251668
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 71
nu = 0.575916
obj = -284.257528, rho = 0.231930
nSV = 111, nBSV = 109
Total nSV = 111
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.581554
obj = -337.154399, rho = 0.110291
nSV = 117, nBSV = 110
Total nSV = 117
*
optimization finished, #iter = 76
nu = 0.581392
obj = -330.554404, rho = 0.110906
nSV = 114, nBSV = 108
Total nSV = 114
*
optimization finished, #iter = 100
nu = 0.577683
obj = -331.120591, rho = 0.028157
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 90
nu = 0.593532
obj = -339.733348, rho = 0.227366
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 81
nu = 0.559211
obj = -318.980640, rho = 0.253504
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 94
nu = 0.568039
obj = -378.846191, rho = 0.116334
nSV = 113, nBSV = 105
Total nSV = 113
*
optimization finished, #iter = 95
nu = 0.565800
obj = -370.598359, rho = 0.147505
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 80
nu = 0.561670
obj = -371.925058, rho = 0.053995
nSV = 112, nBSV = 106
Total nSV = 112
*
optimization finished, #iter = 93
nu = 0.578060
obj = -381.318897, rho = 0.207579
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 70
nu = 0.542808
obj = -358.300726, rho = 0.258529
nSV = 107, nBSV = 102
Total nSV = 107
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 113
nu = 0.549390
obj = -426.178471, rho = 0.158959
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 94
nu = 0.546815
obj = -416.016926, rho = 0.205985
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 82
nu = 0.546142
obj = -418.076911, rho = 0.039380
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 110
nu = 0.560778
obj = -428.443285, rho = 0.204793
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 80
nu = 0.531116
obj = -402.664191, rho = 0.269864
nSV = 103, nBSV = 97
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 79
nu = 0.536202
obj = -480.221580, rho = 0.215776
nSV = 108, nBSV = 102
Total nSV = 108
*
optimization finished, #iter = 82
nu = 0.531728
obj = -467.700013, rho = 0.253927
nSV = 106, nBSV = 98
Total nSV = 106
*
optimization finished, #iter = 100
nu = 0.531887
obj = -470.502525, rho = 0.033254
nSV = 106, nBSV = 98
Total nSV = 106
*
optimization finished, #iter = 135
nu = 0.546093
obj = -481.950046, rho = 0.195601
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 131
nu = 0.516109
obj = -452.747217, rho = 0.286982
nSV = 103, nBSV = 93
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 76
nu = 0.525962
obj = -541.262675, rho = 0.294348
nSV = 104, nBSV = 97
Total nSV = 104
*
optimization finished, #iter = 106
nu = 0.518069
obj = -526.310963, rho = 0.248904
nSV = 103, nBSV = 93
Total nSV = 103
*
optimization finished, #iter = 94
nu = 0.516431
obj = -530.073593, rho = 0.074804
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 119
nu = 0.530968
obj = -542.719296, rho = 0.214045
nSV = 108, nBSV = 98
Total nSV = 108
*
optimization finished, #iter = 113
nu = 0.501328
obj = -509.853471, rho = 0.323939
nSV = 99, nBSV = 91
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 72
nu = 0.511656
obj = -610.476052, rho = 0.343139
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 111
nu = 0.502686
obj = -592.969817, rho = 0.247857
nSV = 102, nBSV = 92
Total nSV = 102
*
optimization finished, #iter = 79
nu = 0.503829
obj = -598.091505, rho = 0.127325
nSV = 99, nBSV = 94
Total nSV = 99
*
optimization finished, #iter = 95
nu = 0.518321
obj = -611.871526, rho = 0.253056
nSV = 105, nBSV = 97
Total nSV = 105
*
optimization finished, #iter = 133
nu = 0.490136
obj = -574.659159, rho = 0.400267
nSV = 98, nBSV = 87
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 67
nu = 0.502982
obj = -689.027542, rho = 0.350039
nSV = 99, nBSV = 92
Total nSV = 99
*
optimization finished, #iter = 86
nu = 0.491837
obj = -669.025162, rho = 0.255664
nSV = 97, nBSV = 90
Total nSV = 97
*
optimization finished, #iter = 80
nu = 0.494358
obj = -675.166605, rho = 0.180732
nSV = 99, nBSV = 93
Total nSV = 99
*
optimization finished, #iter = 95
nu = 0.507256
obj = -690.254557, rho = 0.289656
nSV = 101, nBSV = 94
Total nSV = 101
*
optimization finished, #iter = 147
nu = 0.476559
obj = -648.444005, rho = 0.476925
nSV = 97, nBSV = 86
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 122
nu = 0.489648
obj = -778.242495, rho = 0.346894
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 114
nu = 0.479317
obj = -755.318014, rho = 0.247484
nSV = 96, nBSV = 87
Total nSV = 96
*
optimization finished, #iter = 79
nu = 0.485162
obj = -762.235028, rho = 0.196544
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 134
nu = 0.494536
obj = -779.253073, rho = 0.333839
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 124
nu = 0.466124
obj = -732.663663, rho = 0.546523
nSV = 93, nBSV = 84
Total nSV = 93
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 107
nu = 0.477789
obj = -880.343290, rho = 0.358950
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 148
nu = 0.469105
obj = -853.741704, rho = 0.219582
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 86
nu = 0.474891
obj = -861.234095, rho = 0.205756
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 157
nu = 0.482238
obj = -881.035476, rho = 0.387157
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 166
nu = 0.455457
obj = -828.573717, rho = 0.558872
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 93
nu = 0.470507
obj = -996.872516, rho = 0.387994
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 156
nu = 0.459074
obj = -965.785751, rho = 0.190254
nSV = 95, nBSV = 83
Total nSV = 95
*
optimization finished, #iter = 88
nu = 0.465446
obj = -973.406266, rho = 0.200726
nSV = 93, nBSV = 85
Total nSV = 93
*
optimization finished, #iter = 92
nu = 0.472735
obj = -997.216279, rho = 0.472049
nSV = 96, nBSV = 88
Total nSV = 96
*.*
optimization finished, #iter = 218
nu = 0.445396
obj = -938.118359, rho = 0.590388
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 110
nu = 0.463316
obj = -1128.524952, rho = 0.390822
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 143
nu = 0.451485
obj = -1093.386603, rho = 0.170044
nSV = 91, nBSV = 81
Total nSV = 91
*
optimization finished, #iter = 90
nu = 0.455928
obj = -1101.181639, rho = 0.225461
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 97
nu = 0.465781
obj = -1129.096723, rho = 0.476767
nSV = 96, nBSV = 87
Total nSV = 96
*.*
optimization finished, #iter = 198
nu = 0.436180
obj = -1063.512112, rho = 0.641318
nSV = 90, nBSV = 78
Total nSV = 90
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 106
nu = 0.455689
obj = -1278.076276, rho = 0.389660
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 185
nu = 0.442746
obj = -1238.432859, rho = 0.184540
nSV = 90, nBSV = 79
Total nSV = 90
*
optimization finished, #iter = 118
nu = 0.448464
obj = -1246.410457, rho = 0.226738
nSV = 89, nBSV = 82
Total nSV = 89
*
optimization finished, #iter = 119
nu = 0.458029
obj = -1278.699983, rho = 0.497534
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 155
nu = 0.427580
obj = -1207.022033, rho = 0.715276
nSV = 89, nBSV = 76
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 106
nu = 0.447068
obj = -1448.421238, rho = 0.435446
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 170
nu = 0.436380
obj = -1403.665186, rho = 0.238324
nSV = 89, nBSV = 77
Total nSV = 89
*
optimization finished, #iter = 142
nu = 0.441045
obj = -1411.039241, rho = 0.239759
nSV = 89, nBSV = 80
Total nSV = 89
*
optimization finished, #iter = 112
nu = 0.452154
obj = -1448.526813, rho = 0.557517
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 172
nu = 0.420248
obj = -1371.443598, rho = 0.795896
nSV = 87, nBSV = 77
Total nSV = 87
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 94
nu = 0.440545
obj = -1642.247951, rho = 0.473093
nSV = 89, nBSV = 82
Total nSV = 89
*
optimization finished, #iter = 182
nu = 0.429198
obj = -1591.180278, rho = 0.212093
nSV = 87, nBSV = 74
Total nSV = 87
*
optimization finished, #iter = 117
nu = 0.432673
obj = -1598.641536, rho = 0.192734
nSV = 87, nBSV = 80
Total nSV = 87
*
optimization finished, #iter = 141
nu = 0.445422
obj = -1640.862258, rho = 0.599464
nSV = 89, nBSV = 80
Total nSV = 89
*.*
optimization finished, #iter = 233
nu = 0.415556
obj = -1558.889271, rho = 0.894222
nSV = 85, nBSV = 74
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 98
nu = 0.434488
obj = -1862.460952, rho = 0.484755
nSV = 87, nBSV = 79
Total nSV = 87
*.*
optimization finished, #iter = 214
nu = 0.422173
obj = -1804.825040, rho = 0.169751
nSV = 87, nBSV = 74
Total nSV = 87
*
optimization finished, #iter = 148
nu = 0.426803
obj = -1811.716374, rho = 0.235866
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 275
nu = 0.439359
obj = -1858.721163, rho = 0.631235
nSV = 89, nBSV = 76
Total nSV = 89
*.*
optimization finished, #iter = 270
nu = 0.410220
obj = -1772.523276, rho = 0.931072
nSV = 84, nBSV = 72
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 115
nu = 0.427854
obj = -2112.622917, rho = 0.469798
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 287
nu = 0.415040
obj = -2048.506852, rho = 0.183250
nSV = 85, nBSV = 73
Total nSV = 85
*
optimization finished, #iter = 154
nu = 0.420670
obj = -2053.583151, rho = 0.346318
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 227
nu = 0.431129
obj = -2106.451305, rho = 0.657261
nSV = 89, nBSV = 77
Total nSV = 89
*.*
optimization finished, #iter = 314
nu = 0.404533
obj = -2016.528501, rho = 1.018185
nSV = 84, nBSV = 69
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 106
nu = 0.421329
obj = -2397.727644, rho = 0.459143
nSV = 85, nBSV = 77
Total nSV = 85
.*
optimization finished, #iter = 311
nu = 0.408570
obj = -2326.793339, rho = 0.307962
nSV = 84, nBSV = 71
Total nSV = 84
*
optimization finished, #iter = 189
nu = 0.414805
obj = -2328.045098, rho = 0.427969
nSV = 85, nBSV = 75
Total nSV = 85
*
optimization finished, #iter = 190
nu = 0.424111
obj = -2388.914518, rho = 0.691397
nSV = 86, nBSV = 74
Total nSV = 86
*.*
optimization finished, #iter = 309
nu = 0.399043
obj = -2295.669586, rho = 1.077832
nSV = 84, nBSV = 69
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 157
nu = 0.415759
obj = -2722.307257, rho = 0.458829
nSV = 85, nBSV = 75
Total nSV = 85
.*
optimization finished, #iter = 362
nu = 0.403555
obj = -2644.102551, rho = 0.438642
nSV = 82, nBSV = 69
Total nSV = 82
.*
optimization finished, #iter = 361
nu = 0.407682
obj = -2640.054569, rho = 0.456688
nSV = 85, nBSV = 69
Total nSV = 85
*.*
optimization finished, #iter = 279
nu = 0.418638
obj = -2709.458215, rho = 0.770567
nSV = 85, nBSV = 73
Total nSV = 85
.*
optimization finished, #iter = 263
nu = 0.394002
obj = -2615.172140, rho = 1.124705
nSV = 83, nBSV = 68
Total nSV = 83
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 219
nu = 0.411386
obj = -3091.160933, rho = 0.514742
nSV = 84, nBSV = 73
Total nSV = 84
.*.*
optimization finished, #iter = 404
nu = 0.397899
obj = -3005.732248, rho = 0.535227
nSV = 83, nBSV = 68
Total nSV = 83
.*.*
optimization finished, #iter = 492
nu = 0.400496
obj = -2996.413320, rho = 0.488436
nSV = 84, nBSV = 68
Total nSV = 84
.*
optimization finished, #iter = 247
nu = 0.411738
obj = -3074.538137, rho = 0.893771
nSV = 85, nBSV = 71
Total nSV = 85
.*
optimization finished, #iter = 376
nu = 0.389715
obj = -2980.788354, rho = 1.235394
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 259
nu = 0.406847
obj = -3508.960616, rho = 0.606053
nSV = 87, nBSV = 72
Total nSV = 87
.*.*
optimization finished, #iter = 462
nu = 0.392851
obj = -3418.511481, rho = 0.658085
nSV = 83, nBSV = 67
Total nSV = 83
.*.*
optimization finished, #iter = 445
nu = 0.393757
obj = -3403.826981, rho = 0.548575
nSV = 85, nBSV = 68
Total nSV = 85
.*.*
optimization finished, #iter = 446
nu = 0.405295
obj = -3491.048496, rho = 1.077448
nSV = 85, nBSV = 70
Total nSV = 85
.*
optimization finished, #iter = 363
nu = 0.385812
obj = -3398.992180, rho = 1.398595
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 329
nu = 0.401248
obj = -3984.472180, rho = 0.698990
nSV = 84, nBSV = 71
Total nSV = 84
.*.*
optimization finished, #iter = 515
nu = 0.387861
obj = -3889.689524, rho = 0.813346
nSV = 83, nBSV = 66
Total nSV = 83
.*.*
optimization finished, #iter = 563
nu = 0.388409
obj = -3869.346195, rho = 0.674265
nSV = 84, nBSV = 68
Total nSV = 84
.*
optimization finished, #iter = 353
nu = 0.399715
obj = -3966.107654, rho = 1.248804
nSV = 85, nBSV = 70
Total nSV = 85
.*
optimization finished, #iter = 369
nu = 0.382807
obj = -3876.961830, rho = 1.547460
nSV = 80, nBSV = 67
Total nSV = 80
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 391
nu = 0.397418
obj = -4523.845563, rho = 0.908433
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 562
nu = 0.383278
obj = -4428.051627, rho = 1.015235
nSV = 83, nBSV = 66
Total nSV = 83
.*.*
optimization finished, #iter = 451
nu = 0.383071
obj = -4400.785654, rho = 0.848978
nSV = 82, nBSV = 66
Total nSV = 82
.*.*
optimization finished, #iter = 474
nu = 0.394554
obj = -4507.500013, rho = 1.363227
nSV = 82, nBSV = 67
Total nSV = 82
.*.*
optimization finished, #iter = 506
nu = 0.380069
obj = -4422.217751, rho = 1.688102
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 538
nu = 0.392179
obj = -5136.244871, rho = 0.978169
nSV = 83, nBSV = 66
Total nSV = 83
..*.*
optimization finished, #iter = 732
nu = 0.378941
obj = -5042.739194, rho = 1.127996
nSV = 83, nBSV = 64
Total nSV = 83
.*.*
optimization finished, #iter = 412
nu = 0.378157
obj = -5007.831760, rho = 1.013047
nSV = 81, nBSV = 66
Total nSV = 81
.*.*
optimization finished, #iter = 412
nu = 0.389603
obj = -5124.711314, rho = 1.492434
nSV = 83, nBSV = 67
Total nSV = 83
.*..*
optimization finished, #iter = 587
nu = 0.377034
obj = -5044.619279, rho = 1.849585
nSV = 81, nBSV = 65
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*..*
optimization finished, #iter = 648
nu = 0.386381
obj = -5833.637508, rho = 1.104136
nSV = 83, nBSV = 65
Total nSV = 83
..*.*
optimization finished, #iter = 709
nu = 0.374805
obj = -5745.289482, rho = 1.246381
nSV = 83, nBSV = 64
Total nSV = 83
.*.*
optimization finished, #iter = 474
nu = 0.373635
obj = -5701.570339, rho = 1.134884
nSV = 80, nBSV = 65
Total nSV = 80
.*..*
optimization finished, #iter = 614
nu = 0.385452
obj = -5827.715420, rho = 1.605940
nSV = 83, nBSV = 66
Total nSV = 83
.*.*
optimization finished, #iter = 500
nu = 0.374463
obj = -5755.327896, rho = 2.053888
nSV = 80, nBSV = 65
Total nSV = 80
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 670
nu = 0.381097
obj = -6629.199354, rho = 1.291595
nSV = 83, nBSV = 64
Total nSV = 83
...*.*
optimization finished, #iter = 870
nu = 0.371215
obj = -6547.897567, rho = 1.378050
nSV = 83, nBSV = 64
Total nSV = 83
..*
optimization finished, #iter = 486
nu = 0.369774
obj = -6493.809650, rho = 1.269470
nSV = 79, nBSV = 65
Total nSV = 79
.*..*
optimization finished, #iter = 590
nu = 0.381325
obj = -6627.627560, rho = 1.687085
nSV = 82, nBSV = 64
Total nSV = 82
..*.*
optimization finished, #iter = 643
nu = 0.372168
obj = -6565.459833, rho = 2.179885
nSV = 82, nBSV = 63
Total nSV = 82
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 677
nu = 0.376169
obj = -7536.479537, rho = 1.446882
nSV = 82, nBSV = 64
Total nSV = 82
..*..*
optimization finished, #iter = 867
nu = 0.367887
obj = -7464.313577, rho = 1.493011
nSV = 84, nBSV = 64
Total nSV = 84
.*.*
optimization finished, #iter = 547
nu = 0.366472
obj = -7397.562780, rho = 1.422797
nSV = 79, nBSV = 64
Total nSV = 79
..*.*
optimization finished, #iter = 689
nu = 0.377237
obj = -7538.501056, rho = 1.814294
nSV = 81, nBSV = 63
Total nSV = 81
..*.*
optimization finished, #iter = 693
nu = 0.369648
obj = -7489.328639, rho = 2.153116
nSV = 80, nBSV = 62
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*..*
optimization finished, #iter = 609
nu = 0.371881
obj = -8570.487694, rho = 1.625496
nSV = 82, nBSV = 63
Total nSV = 82
..*..*
optimization finished, #iter = 898
nu = 0.364904
obj = -8510.201157, rho = 1.549530
nSV = 85, nBSV = 63
Total nSV = 85
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 446
nu = 0.364089
obj = -8426.530697, rho = 1.601604
nSV = 78, nBSV = 65
Total nSV = 78
..*.*
optimization finished, #iter = 718
nu = 0.373443
obj = -8575.328841, rho = 1.902124
nSV = 81, nBSV = 63
Total nSV = 81
..*.*
optimization finished, #iter = 676
nu = 0.367257
obj = -8542.546527, rho = 2.398113
nSV = 81, nBSV = 62
Total nSV = 81
Cross Validation Accuracy = 83.75%
..*.*
optimization finished, #iter = 750
nu = 0.368182
obj = -9747.252530, rho = 1.844573
nSV = 80, nBSV = 61
Total nSV = 80
..*...*
optimization finished, #iter = 1088
nu = 0.362374
obj = -9702.769647, rho = 1.722219
nSV = 83, nBSV = 62
Total nSV = 83
..*.*
optimization finished, #iter = 687
nu = 0.362247
obj = -9594.225457, rho = 1.866134
nSV = 76, nBSV = 61
Total nSV = 76
.*..*
optimization finished, #iter = 665
nu = 0.370036
obj = -9754.922539, rho = 1.947036
nSV = 80, nBSV = 62
Total nSV = 80
..*.*
optimization finished, #iter = 752
nu = 0.365124
obj = -9742.730514, rho = 2.744612
nSV = 80, nBSV = 61
Total nSV = 80
Cross Validation Accuracy = 83.75%
...*.*
optimization finished, #iter = 960
nu = 0.364563
obj = -11085.582240, rho = 2.166731
nSV = 80, nBSV = 59
Total nSV = 80
..*..*
optimization finished, #iter = 924
nu = 0.360384
obj = -11060.496565, rho = 1.915894
nSV = 80, nBSV = 62
Total nSV = 80
..*.*
optimization finished, #iter = 739
nu = 0.359798
obj = -10918.552326, rho = 2.113831
nSV = 78, nBSV = 58
Total nSV = 78
...*.*
optimization finished, #iter = 946
nu = 0.366873
obj = -11094.383684, rho = 2.211858
nSV = 81, nBSV = 60
Total nSV = 81
...*..*
optimization finished, #iter = 989
nu = 0.363057
obj = -11109.096798, rho = 3.215139
nSV = 80, nBSV = 60
Total nSV = 80
Cross Validation Accuracy = 83.75%
...*.*
optimization finished, #iter = 872
nu = 0.361308
obj = -12606.914033, rho = 2.644678
nSV = 78, nBSV = 60
Total nSV = 78
..*..*
optimization finished, #iter = 825
nu = 0.358713
obj = -12602.896841, rho = 2.261420
nSV = 80, nBSV = 61
Total nSV = 80
..*..*
optimization finished, #iter = 921
nu = 0.356896
obj = -12422.207805, rho = 2.541441
nSV = 78, nBSV = 58
Total nSV = 78
...*..*
optimization finished, #iter = 995
nu = 0.363186
obj = -12616.876646, rho = 2.671926
nSV = 82, nBSV = 58
Total nSV = 82
...*..*
optimization finished, #iter = 1009
nu = 0.360879
obj = -12663.489139, rho = 3.712163
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*...*
optimization finished, #iter = 1017
nu = 0.358593
obj = -14332.502200, rho = 3.226370
nSV = 80, nBSV = 58
Total nSV = 80
...*.*
optimization finished, #iter = 880
nu = 0.357609
obj = -14350.779412, rho = 2.538542
nSV = 79, nBSV = 61
Total nSV = 79
....*.*
optimization finished, #iter = 1076
nu = 0.354437
obj = -14128.330881, rho = 3.048689
nSV = 77, nBSV = 57
Total nSV = 77
...*..*
optimization finished, #iter = 1011
nu = 0.359530
obj = -14348.879664, rho = 3.403355
nSV = 82, nBSV = 58
Total nSV = 82
...*....*..*
optimization finished, #iter = 1723
nu = 0.358516
obj = -14432.585844, rho = 4.226606
nSV = 81, nBSV = 59
Total nSV = 81
Cross Validation Accuracy = 83.75%
...*...*
optimization finished, #iter = 1180
nu = 0.355891
obj = -16287.158532, rho = 3.998421
nSV = 81, nBSV = 58
Total nSV = 81
....*...*
optimization finished, #iter = 1357
nu = 0.355912
obj = -16327.429799, rho = 2.949480
nSV = 79, nBSV = 58
Total nSV = 79
....*...*
optimization finished, #iter = 1391
nu = 0.351805
obj = -16061.087726, rho = 3.247631
nSV = 77, nBSV = 53
Total nSV = 77
...*.*
optimization finished, #iter = 921
nu = 0.356452
obj = -16317.333369, rho = 4.205019
nSV = 81, nBSV = 58
Total nSV = 81
...*..*
optimization finished, #iter = 1103
nu = 0.356357
obj = -16445.130452, rho = 4.743997
nSV = 79, nBSV = 59
Total nSV = 79
Cross Validation Accuracy = 83.3333%
...*..*
optimization finished, #iter = 1031
nu = 0.353020
obj = -18499.809336, rho = 4.499987
nSV = 80, nBSV = 56
Total nSV = 80
....*....*
optimization finished, #iter = 1572
nu = 0.353455
obj = -18565.987709, rho = 3.129906
nSV = 80, nBSV = 56
Total nSV = 80
.....*...*
optimization finished, #iter = 1659
nu = 0.348950
obj = -18251.070610, rho = 3.728240
nSV = 77, nBSV = 53
Total nSV = 77
....*..*
optimization finished, #iter = 1213
nu = 0.353816
obj = -18548.984057, rho = 5.000545
nSV = 80, nBSV = 56
Total nSV = 80
...*..*
optimization finished, #iter = 1013
nu = 0.354516
obj = -18730.767627, rho = 5.228073
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.75%
....*...*
optimization finished, #iter = 1543
nu = 0.350301
obj = -21000.552306, rho = 4.842747
nSV = 80, nBSV = 54
Total nSV = 80
.....*...*
optimization finished, #iter = 1702
nu = 0.350956
obj = -21100.666995, rho = 3.024358
nSV = 79, nBSV = 55
Total nSV = 79
......*..*
optimization finished, #iter = 1635
nu = 0.346199
obj = -20730.030154, rho = 4.477985
nSV = 78, nBSV = 54
Total nSV = 78
....*...*
optimization finished, #iter = 1347
nu = 0.351096
obj = -21075.167028, rho = 5.744581
nSV = 81, nBSV = 55
Total nSV = 81
....*..*
optimization finished, #iter = 1173
nu = 0.352663
obj = -21322.530765, rho = 5.746987
nSV = 79, nBSV = 58
Total nSV = 79
Cross Validation Accuracy = 83.75%
.....*...*
optimization finished, #iter = 1646
nu = 0.346818
obj = -23828.829140, rho = 5.557056
nSV = 80, nBSV = 54
Total nSV = 80
......*....*
optimization finished, #iter = 2075
nu = 0.348205
obj = -23968.556544, rho = 3.407152
nSV = 80, nBSV = 52
Total nSV = 80
......*....*
optimization finished, #iter = 1957
nu = 0.343119
obj = -23534.289811, rho = 4.947474
nSV = 78, nBSV = 53
Total nSV = 78
.....*..*
optimization finished, #iter = 1528
nu = 0.348144
obj = -23935.548736, rho = 6.492883
nSV = 81, nBSV = 54
Total nSV = 81
.....*..*
optimization finished, #iter = 1383
nu = 0.350601
obj = -24259.760159, rho = 6.285229
nSV = 79, nBSV = 56
Total nSV = 79
Cross Validation Accuracy = 83.3333%
.....*...*
optimization finished, #iter = 1691
nu = 0.343775
obj = -27025.461957, rho = 6.430623
nSV = 79, nBSV = 54
Total nSV = 79
......*....*
optimization finished, #iter = 1985
nu = 0.345408
obj = -27213.801364, rho = 4.088162
nSV = 79, nBSV = 52
Total nSV = 79
.......*...*
optimization finished, #iter = 2093
nu = 0.339908
obj = -26706.677651, rho = 5.271216
nSV = 78, nBSV = 52
Total nSV = 78
.....*...*
optimization finished, #iter = 1666
nu = 0.345286
obj = -27170.295420, rho = 7.327375
nSV = 81, nBSV = 53
Total nSV = 81
.....*...*
optimization finished, #iter = 1717
nu = 0.348384
obj = -27585.786863, rho = 6.986242
nSV = 80, nBSV = 54
Total nSV = 80
Cross Validation Accuracy = 84.1667%
.....*....*
optimization finished, #iter = 1917
nu = 0.341159
obj = -30628.453050, rho = 7.471028
nSV = 79, nBSV = 54
Total nSV = 79
........*....*
optimization finished, #iter = 2313
nu = 0.343085
obj = -30875.407975, rho = 4.761188
nSV = 80, nBSV = 53
Total nSV = 80
.......*...*
optimization finished, #iter = 2097
nu = 0.337044
obj = -30291.862862, rho = 5.664939
nSV = 78, nBSV = 52
Total nSV = 78
......*...*
optimization finished, #iter = 1855
nu = 0.342453
obj = -30824.829346, rho = 8.296436
nSV = 79, nBSV = 52
Total nSV = 79
......*...*
optimization finished, #iter = 1750
nu = 0.346000
obj = -31350.537981, rho = 7.866471
nSV = 80, nBSV = 54
Total nSV = 80
Cross Validation Accuracy = 83.75%
.........*....*
optimization finished, #iter = 2583
nu = 0.339019
obj = -34674.086754, rho = 8.502194
nSV = 80, nBSV = 54
Total nSV = 80
.......*.....*
optimization finished, #iter = 2372
nu = 0.340279
obj = -35001.000017, rho = 5.818475
nSV = 81, nBSV = 52
Total nSV = 81
........*...*
optimization finished, #iter = 2222
nu = 0.334037
obj = -34336.034085, rho = 5.614900
nSV = 78, nBSV = 52
Total nSV = 78
......*.....*
optimization finished, #iter = 2145
nu = 0.340206
obj = -34942.630149, rho = 9.708307
nSV = 77, nBSV = 52
Total nSV = 77
.......*...*
optimization finished, #iter = 1929
nu = 0.343856
obj = -35604.867072, rho = 8.807612
nSV = 80, nBSV = 53
Total nSV = 80
Cross Validation Accuracy = 83.75%
......*....*
optimization finished, #iter = 1964
nu = 0.336407
obj = -39204.745556, rho = 9.493609
nSV = 80, nBSV = 53
Total nSV = 80
.........*......*
optimization finished, #iter = 2985
nu = 0.337364
obj = -39648.393331, rho = 7.084613
nSV = 80, nBSV = 51
Total nSV = 80
.......*...*
optimization finished, #iter = 2018
nu = 0.331437
obj = -38889.427140, rho = 5.597005
nSV = 77, nBSV = 50
Total nSV = 77
......*...*
optimization finished, #iter = 1898
nu = 0.338243
obj = -39563.337190, rho = 11.107590
nSV = 77, nBSV = 52
Total nSV = 77
.......*...*
optimization finished, #iter = 2088
nu = 0.341304
obj = -40406.784216, rho = 9.438210
nSV = 81, nBSV = 52
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.......*.....*
optimization finished, #iter = 2419
nu = 0.334087
obj = -44264.512506, rho = 10.591056
nSV = 80, nBSV = 53
Total nSV = 80
.........*.....*
optimization finished, #iter = 2872
nu = 0.334524
obj = -44873.040861, rho = 8.212427
nSV = 80, nBSV = 50
Total nSV = 80
.........*....*
optimization finished, #iter = 2564
nu = 0.328586
obj = -43999.392865, rho = 5.523037
nSV = 77, nBSV = 48
Total nSV = 77
.........*....*
optimization finished, #iter = 2679
nu = 0.336068
obj = -44732.395959, rho = 12.275804
nSV = 78, nBSV = 51
Total nSV = 78
..........*....*
optimization finished, #iter = 2753
nu = 0.338771
obj = -45822.076863, rho = 10.055557
nSV = 81, nBSV = 51
Total nSV = 81
Cross Validation Accuracy = 82.5%
..........*........*
optimization finished, #iter = 3537
nu = 0.331998
obj = -49886.056557, rho = 11.915135
nSV = 82, nBSV = 53
Total nSV = 82
............*......*
optimization finished, #iter = 3640
nu = 0.331933
obj = -50728.543375, rho = 9.589003
nSV = 81, nBSV = 48
Total nSV = 81
............*......*
optimization finished, #iter = 3582
nu = 0.325025
obj = -49737.873168, rho = 5.395565
nSV = 78, nBSV = 48
Total nSV = 78
........*....*
optimization finished, #iter = 2398
nu = 0.333601
obj = -50502.832481, rho = 13.622529
nSV = 78, nBSV = 51
Total nSV = 78
..........*.......*
optimization finished, #iter = 3305
nu = 0.336585
obj = -51911.878070, rho = 10.813103
nSV = 82, nBSV = 50
Total nSV = 82
Cross Validation Accuracy = 82.5%
.........*...*
optimization finished, #iter = 2448
nu = 0.329333
obj = -56103.579627, rho = 13.629286
nSV = 81, nBSV = 51
Total nSV = 81
..........*.....*
optimization finished, #iter = 2953
nu = 0.329015
obj = -57271.899831, rho = 11.238283
nSV = 82, nBSV = 48
Total nSV = 82
..........*........*
optimization finished, #iter = 3525
nu = 0.321744
obj = -56172.298273, rho = 5.415233
nSV = 78, nBSV = 46
Total nSV = 78
...........*....*
optimization finished, #iter = 2926
nu = 0.331458
obj = -56917.390356, rho = 14.841069
nSV = 78, nBSV = 50
Total nSV = 78
............*.......*
optimization finished, #iter = 3744
nu = 0.334579
obj = -58737.426032, rho = 11.815115
nSV = 82, nBSV = 50
Total nSV = 82
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165954, rho = 0.998292
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165950, rho = 0.998395
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165948, rho = 0.998164
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165956, rho = 0.998303
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163995, rho = 0.998271
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190625, rho = 0.998038
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190620, rho = 0.998157
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190618, rho = 0.997891
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190627, rho = 0.998051
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188373, rho = 0.998014
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.218955, rho = 0.997746
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218950, rho = 0.997863
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218945, rho = 0.997578
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218958, rho = 0.997761
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216367, rho = 0.997719
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251493, rho = 0.997411
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251487, rho = 0.997545
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251480, rho = 0.997218
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251497, rho = 0.997428
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248519, rho = 0.997379
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.288864, rho = 0.997026
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.288857, rho = 0.997180
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288848, rho = 0.996804
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288871, rho = 0.997046
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285446, rho = 0.996990
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.331783, rho = 0.996653
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331774, rho = 0.996593
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331760, rho = 0.996315
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331789, rho = 0.996606
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.327851, rho = 0.996542
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.381091, rho = 0.996155
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.381078, rho = 0.996086
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.381062, rho = 0.995677
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381098, rho = 0.996101
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.376571, rho = 0.995938
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.437702, rho = 0.995377
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.437683, rho = 0.995504
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437662, rho = 0.995035
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.437709, rho = 0.995522
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.432503, rho = 0.995334
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.502712, rho = 0.994689
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.502686, rho = 0.994836
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.502659, rho = 0.994297
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.502724, rho = 0.994675
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.496731, rho = 0.994641
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.577368, rho = 0.993900
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.577334, rho = 0.994068
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.577298, rho = 0.993448
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.577384, rho = 0.993883
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.570488, rho = 0.993844
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.663102, rho = 0.992992
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.663058, rho = 0.993186
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.663011, rho = 0.992474
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.663123, rho = 0.992974
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.655185, rho = 0.992928
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.761529, rho = 0.991951
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.761475, rho = 0.992074
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.761408, rho = 0.991355
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.761557, rho = 0.991929
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.752417, rho = 0.991877
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.874549, rho = 0.990741
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.874473, rho = 0.990896
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.874385, rho = 0.990070
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.874581, rho = 0.990729
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.864059, rho = 0.990412
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.004317, rho = 0.989364
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.004216, rho = 0.989542
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.004105, rho = 0.988652
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.004359, rho = 0.989350
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.992235, rho = 0.988986
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.153276, rho = 0.987782
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.153143, rho = 0.987987
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.152996, rho = 0.986965
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.153337, rho = 0.987699
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.139357, rho = 0.987348
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.324261, rho = 0.985965
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.324086, rho = 0.986201
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.323892, rho = 0.985026
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.324349, rho = 0.986138
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.308218, rho = 0.985467
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.520515, rho = 0.983878
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.520291, rho = 0.983989
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.520029, rho = 0.982800
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.520631, rho = 0.984077
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.502016, rho = 0.983306
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.745810, rho = 0.981203
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.745506, rho = 0.981608
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.745160, rho = 0.980242
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.745955, rho = 0.981709
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.724457, rho = 0.980823
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.004272, rho = 0.978408
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.003871, rho = 0.978873
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.003415, rho = 0.977303
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.004464, rho = 0.978989
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.979619, rho = 0.977971
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.300640, rho = 0.975199
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.300111, rho = 0.975733
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.299510, rho = 0.973930
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.300893, rho = 0.975866
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.272157, rho = 0.974697
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.640821, rho = 0.971550
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.640113, rho = 0.972124
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.639328, rho = 0.970064
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.641145, rho = 0.972277
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.607883, rho = 0.971121
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.030802, rho = 0.967320
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.029868, rho = 0.967979
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.028832, rho = 0.965613
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.031230, rho = 0.968155
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.992679, rho = 0.966827
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.478027, rho = 0.962460
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.476808, rho = 0.963609
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.475428, rho = 0.960500
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.478592, rho = 0.963419
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.433855, rho = 0.961894
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.990663, rho = 0.956878
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.989055, rho = 0.958197
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.987234, rho = 0.954625
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.991409, rho = 0.957979
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.939420, rho = 0.956227
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.578076, rho = 0.950465
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.575954, rho = 0.951980
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.573551, rho = 0.947878
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.579061, rho = 0.951730
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.518551, rho = 0.949717
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.250782, rho = 0.943100
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.247983, rho = 0.944840
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.244813, rho = 0.940128
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.252082, rho = 0.944553
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.181533, rho = 0.942241
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.021052, rho = 0.934638
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.017359, rho = 0.936638
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.013175, rho = 0.931224
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.022767, rho = 0.936308
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.940352, rho = 0.933652
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.902491, rho = 0.924919
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.897617, rho = 0.927216
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.892104, rho = 0.920997
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.904754, rho = 0.926837
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.808270, rho = 0.923786
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.910430, rho = 0.913755
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.904000, rho = 0.916394
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.896725, rho = 0.909251
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.913416, rho = 0.915959
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.800193, rho = 0.912454
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -9.062439, rho = 0.900931
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -9.053954, rho = 0.903962
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -9.044354, rho = 0.895757
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.066379, rho = 0.903462
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -8.933162, rho = 0.899437
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -10.378128, rho = 0.886199
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -10.366932, rho = 0.889681
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.354265, rho = 0.880255
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.383327, rho = 0.889106
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.226132, rho = 0.884482
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -11.879228, rho = 0.869277
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.864454, rho = 0.873276
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -11.847740, rho = 0.862449
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -11.886088, rho = 0.872616
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.700018, rho = 0.867304
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -13.589904, rho = 0.849839
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -13.570411, rho = 0.854433
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.548356, rho = 0.841996
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.598956, rho = 0.853675
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -13.377974, rho = 0.847574
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -15.537281, rho = 0.827511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -15.511560, rho = 0.832788
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -15.482459, rho = 0.818502
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.549225, rho = 0.831917
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -15.285811, rho = 0.824909
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -17.751009, rho = 0.801859
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -17.717068, rho = 0.807921
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -17.678675, rho = 0.791163
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -17.766770, rho = 0.806921
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.451549, rho = 0.798870
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -20.262513, rho = 0.772398
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -20.217729, rho = 0.779361
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -20.167071, rho = 0.760112
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -20.283309, rho = 0.778213
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -19.904553, rho = 0.768965
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -23.107254, rho = 0.738550
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -23.048159, rho = 0.746548
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -22.981313, rho = 0.724436
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -23.134696, rho = 0.745229
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -22.677615, rho = 0.734605
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -26.320454, rho = 0.699675
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -26.242479, rho = 0.708863
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -26.154276, rho = 0.683463
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -26.356663, rho = 0.707347
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -25.802602, rho = 0.695144
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -29.939660, rho = 0.655029
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -29.836779, rho = 0.665582
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -29.720402, rho = 0.636407
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -29.987435, rho = 0.663842
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -29.312726, rho = 0.649824
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -34.005236, rho = 0.603708
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -33.869472, rho = 0.615841
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -33.715915, rho = 0.582431
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -34.068278, rho = 0.613842
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -33.242675, rho = 0.597740
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -38.550054, rho = 0.544785
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -38.370916, rho = 0.558722
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -38.168301, rho = 0.520345
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -38.633237, rho = 0.556426
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -37.618214, rho = 0.537929
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 57.0833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -43.607082, rho = 0.477103
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -43.370716, rho = 0.493113
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -43.103371, rho = 0.449030
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -43.716839, rho = 0.490475
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -42.462943, rho = 0.469229
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 64.5833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -49.202216, rho = 0.399350
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -48.890316, rho = 0.417725
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -48.537536, rho = 0.367085
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -49.347051, rho = 0.414695
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -47.790568, rho = 0.390289
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 70.4167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -55.343517, rho = 0.310039
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -54.931914, rho = 0.331147
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -54.466408, rho = 0.272728
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -55.534571, rho = 0.327666
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -53.593494, rho = 0.299630
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -62.023410, rho = 0.207437
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -61.480288, rho = 0.231683
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -60.866039, rho = 0.164577
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -62.275512, rho = 0.227684
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -59.843661, rho = 0.195480
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -69.200311, rho = 0.090150
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 85
nu = 0.875000
obj = -68.530924, rho = 0.150196
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 92
nu = 0.868813
obj = -67.750720, rho = 0.089835
nSV = 169, nBSV = 165
Total nSV = 169
*
optimization finished, #iter = 88
nu = 0.879626
obj = -69.539587, rho = 0.140078
nSV = 170, nBSV = 167
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.866683
obj = -66.535436, rho = 0.115225
nSV = 167, nBSV = 164
Total nSV = 167
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.847596
obj = -77.079333, rho = 0.080848
nSV = 164, nBSV = 162
Total nSV = 164
*
optimization finished, #iter = 83
nu = 0.843750
obj = -76.301486, rho = 0.136317
nSV = 163, nBSV = 160
Total nSV = 163
*
optimization finished, #iter = 82
nu = 0.833333
obj = -75.440334, rho = 0.073332
nSV = 161, nBSV = 159
Total nSV = 161
*
optimization finished, #iter = 89
nu = 0.855221
obj = -77.493805, rho = 0.104012
nSV = 166, nBSV = 162
Total nSV = 166
*
optimization finished, #iter = 86
nu = 0.832549
obj = -73.936138, rho = 0.117791
nSV = 160, nBSV = 157
Total nSV = 160
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.823126
obj = -85.869970, rho = 0.071894
nSV = 161, nBSV = 158
Total nSV = 161
*
optimization finished, #iter = 83
nu = 0.820374
obj = -85.057292, rho = 0.097822
nSV = 159, nBSV = 156
Total nSV = 159
*
optimization finished, #iter = 82
nu = 0.807844
obj = -84.106644, rho = 0.050956
nSV = 157, nBSV = 153
Total nSV = 157
*
optimization finished, #iter = 89
nu = 0.821345
obj = -86.461395, rho = 0.124106
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 88
nu = 0.798826
obj = -82.287306, rho = 0.117836
nSV = 155, nBSV = 150
Total nSV = 155
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.797165
obj = -95.686814, rho = 0.061642
nSV = 156, nBSV = 152
Total nSV = 156
*
optimization finished, #iter = 81
nu = 0.794549
obj = -94.738398, rho = 0.131417
nSV = 155, nBSV = 151
Total nSV = 155
*
optimization finished, #iter = 77
nu = 0.780043
obj = -93.813923, rho = 0.032077
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 83
nu = 0.798322
obj = -96.558950, rho = 0.139123
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 77
nu = 0.774869
obj = -91.661398, rho = 0.154661
nSV = 149, nBSV = 147
Total nSV = 149
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 79
nu = 0.768983
obj = -106.692912, rho = 0.053501
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 79
nu = 0.770833
obj = -105.580760, rho = 0.106194
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 79
nu = 0.753907
obj = -104.739904, rho = 0.042020
nSV = 148, nBSV = 144
Total nSV = 148
*
optimization finished, #iter = 82
nu = 0.779042
obj = -107.815830, rho = 0.116199
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 87
nu = 0.752002
obj = -101.990969, rho = 0.139491
nSV = 148, nBSV = 142
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.749163
obj = -118.981123, rho = 0.072916
nSV = 147, nBSV = 142
Total nSV = 147
*
optimization finished, #iter = 75
nu = 0.748866
obj = -117.653273, rho = 0.083458
nSV = 145, nBSV = 142
Total nSV = 145
*
optimization finished, #iter = 82
nu = 0.735339
obj = -116.952753, rho = 0.034440
nSV = 142, nBSV = 138
Total nSV = 142
*
optimization finished, #iter = 96
nu = 0.755882
obj = -120.340355, rho = 0.105175
nSV = 147, nBSV = 142
Total nSV = 147
*
optimization finished, #iter = 73
nu = 0.722513
obj = -113.627281, rho = 0.133568
nSV = 139, nBSV = 137
Total nSV = 139
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.723394
obj = -132.748414, rho = 0.078301
nSV = 141, nBSV = 138
Total nSV = 141
*
optimization finished, #iter = 83
nu = 0.723757
obj = -131.091096, rho = 0.081299
nSV = 142, nBSV = 135
Total nSV = 142
*
optimization finished, #iter = 78
nu = 0.714770
obj = -130.584742, rho = 0.013240
nSV = 139, nBSV = 136
Total nSV = 139
*
optimization finished, #iter = 78
nu = 0.730547
obj = -134.408571, rho = 0.122345
nSV = 142, nBSV = 139
Total nSV = 142
*
optimization finished, #iter = 82
nu = 0.702304
obj = -126.617003, rho = 0.121292
nSV = 137, nBSV = 131
Total nSV = 137
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.695981
obj = -148.265249, rho = 0.089281
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 102
nu = 0.693651
obj = -146.273781, rho = 0.087346
nSV = 137, nBSV = 130
Total nSV = 137
*
optimization finished, #iter = 95
nu = 0.687659
obj = -145.857870, rho = 0.017812
nSV = 135, nBSV = 127
Total nSV = 135
*
optimization finished, #iter = 82
nu = 0.712221
obj = -150.186546, rho = 0.117214
nSV = 138, nBSV = 134
Total nSV = 138
*
optimization finished, #iter = 80
nu = 0.676850
obj = -141.217756, rho = 0.111596
nSV = 132, nBSV = 127
Total nSV = 132
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 86
nu = 0.676538
obj = -165.744329, rho = 0.073952
nSV = 133, nBSV = 127
Total nSV = 133
*
optimization finished, #iter = 81
nu = 0.670955
obj = -163.507043, rho = 0.098001
nSV = 131, nBSV = 126
Total nSV = 131
*
optimization finished, #iter = 74
nu = 0.663923
obj = -163.231331, rho = 0.012834
nSV = 129, nBSV = 126
Total nSV = 129
*
optimization finished, #iter = 81
nu = 0.688798
obj = -167.824033, rho = 0.127569
nSV = 136, nBSV = 130
Total nSV = 136
*
optimization finished, #iter = 76
nu = 0.652142
obj = -157.734112, rho = 0.148342
nSV = 127, nBSV = 122
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.652987
obj = -185.497568, rho = 0.088264
nSV = 129, nBSV = 124
Total nSV = 129
*
optimization finished, #iter = 84
nu = 0.647443
obj = -182.983585, rho = 0.125568
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 75
nu = 0.647302
obj = -182.747564, rho = -0.012378
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 81
nu = 0.670333
obj = -187.702234, rho = 0.165510
nSV = 130, nBSV = 124
Total nSV = 130
*
optimization finished, #iter = 72
nu = 0.632945
obj = -176.392137, rho = 0.163876
nSV = 122, nBSV = 119
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 74
nu = 0.632522
obj = -207.880672, rho = 0.117349
nSV = 124, nBSV = 121
Total nSV = 124
*
optimization finished, #iter = 80
nu = 0.633448
obj = -204.811315, rho = 0.094910
nSV = 125, nBSV = 119
Total nSV = 125
*
optimization finished, #iter = 69
nu = 0.628044
obj = -204.755463, rho = -0.015541
nSV = 122, nBSV = 119
Total nSV = 122
*
optimization finished, #iter = 103
nu = 0.647286
obj = -210.007047, rho = 0.200370
nSV = 130, nBSV = 120
Total nSV = 130
*
optimization finished, #iter = 78
nu = 0.614087
obj = -197.337874, rho = 0.190314
nSV = 119, nBSV = 114
Total nSV = 119
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 83
nu = 0.615703
obj = -233.142702, rho = 0.115370
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 86
nu = 0.614390
obj = -229.331857, rho = 0.108458
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 72
nu = 0.613359
obj = -229.431269, rho = 0.003300
nSV = 120, nBSV = 113
Total nSV = 120
*
optimization finished, #iter = 87
nu = 0.625684
obj = -235.366359, rho = 0.247607
nSV = 124, nBSV = 116
Total nSV = 124
*
optimization finished, #iter = 84
nu = 0.593858
obj = -220.945227, rho = 0.217828
nSV = 116, nBSV = 111
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.600269
obj = -261.631366, rho = 0.107155
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 74
nu = 0.598283
obj = -256.991816, rho = 0.123433
nSV = 118, nBSV = 113
Total nSV = 118
*
optimization finished, #iter = 78
nu = 0.596369
obj = -257.173187, rho = 0.000958
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 112
nu = 0.611697
obj = -263.947957, rho = 0.254233
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 66
nu = 0.576399
obj = -247.701015, rho = 0.226624
nSV = 112, nBSV = 109
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 92
nu = 0.582417
obj = -293.766557, rho = 0.110250
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 77
nu = 0.581966
obj = -288.021417, rho = 0.111501
nSV = 114, nBSV = 108
Total nSV = 114
*
optimization finished, #iter = 98
nu = 0.578410
obj = -288.504542, rho = 0.027427
nSV = 113, nBSV = 108
Total nSV = 113
*
optimization finished, #iter = 89
nu = 0.594323
obj = -295.997476, rho = 0.229728
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 76
nu = 0.559820
obj = -277.933783, rho = 0.255018
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 94
nu = 0.568758
obj = -330.081937, rho = 0.116044
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 97
nu = 0.566623
obj = -322.888862, rho = 0.142928
nSV = 112, nBSV = 105
Total nSV = 112
*
optimization finished, #iter = 79
nu = 0.562083
obj = -324.033052, rho = 0.052575
nSV = 112, nBSV = 106
Total nSV = 112
*
optimization finished, #iter = 99
nu = 0.578867
obj = -332.214891, rho = 0.207933
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 74
nu = 0.543516
obj = -312.175594, rho = 0.259785
nSV = 107, nBSV = 102
Total nSV = 107
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 113
nu = 0.550205
obj = -371.280900, rho = 0.156227
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 95
nu = 0.547561
obj = -362.416381, rho = 0.200252
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 79
nu = 0.546740
obj = -364.210692, rho = 0.042644
nSV = 108, nBSV = 101
Total nSV = 108
*
optimization finished, #iter = 115
nu = 0.561517
obj = -373.236369, rho = 0.205238
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 81
nu = 0.531692
obj = -350.817209, rho = 0.269458
nSV = 103, nBSV = 97
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 81
nu = 0.536682
obj = -418.333534, rho = 0.212522
nSV = 108, nBSV = 102
Total nSV = 108
*
optimization finished, #iter = 86
nu = 0.532466
obj = -407.397897, rho = 0.251229
nSV = 107, nBSV = 99
Total nSV = 107
*
optimization finished, #iter = 96
nu = 0.532516
obj = -409.847421, rho = 0.032764
nSV = 106, nBSV = 99
Total nSV = 106
*
optimization finished, #iter = 112
nu = 0.546719
obj = -419.822708, rho = 0.194946
nSV = 111, nBSV = 101
Total nSV = 111
*
optimization finished, #iter = 139
nu = 0.516858
obj = -394.414929, rho = 0.283918
nSV = 103, nBSV = 92
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 73
nu = 0.526551
obj = -471.485344, rho = 0.291539
nSV = 104, nBSV = 98
Total nSV = 104
*
optimization finished, #iter = 105
nu = 0.518507
obj = -458.398933, rho = 0.248788
nSV = 103, nBSV = 93
Total nSV = 103
*
optimization finished, #iter = 99
nu = 0.517097
obj = -461.672265, rho = 0.073455
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 138
nu = 0.531500
obj = -472.698882, rho = 0.212684
nSV = 108, nBSV = 98
Total nSV = 108
*
optimization finished, #iter = 100
nu = 0.501755
obj = -444.108103, rho = 0.320018
nSV = 99, nBSV = 91
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 76
nu = 0.512098
obj = -531.729929, rho = 0.339941
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 118
nu = 0.503319
obj = -516.393851, rho = 0.246274
nSV = 102, nBSV = 91
Total nSV = 102
*
optimization finished, #iter = 90
nu = 0.504371
obj = -520.854211, rho = 0.124860
nSV = 100, nBSV = 94
Total nSV = 100
*
optimization finished, #iter = 118
nu = 0.518720
obj = -532.891450, rho = 0.248091
nSV = 105, nBSV = 97
Total nSV = 105
*
optimization finished, #iter = 106
nu = 0.490760
obj = -500.520367, rho = 0.394787
nSV = 97, nBSV = 87
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 70
nu = 0.503463
obj = -600.121683, rho = 0.349184
nSV = 99, nBSV = 93
Total nSV = 99
*
optimization finished, #iter = 96
nu = 0.492093
obj = -582.555056, rho = 0.251904
nSV = 97, nBSV = 90
Total nSV = 97
*
optimization finished, #iter = 77
nu = 0.494907
obj = -587.900216, rho = 0.178080
nSV = 99, nBSV = 93
Total nSV = 99
*
optimization finished, #iter = 90
nu = 0.507539
obj = -601.094059, rho = 0.288806
nSV = 101, nBSV = 94
Total nSV = 101
*
optimization finished, #iter = 111
nu = 0.477152
obj = -564.702151, rho = 0.470770
nSV = 97, nBSV = 85
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 122
nu = 0.490264
obj = -677.735181, rho = 0.346807
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 102
nu = 0.479863
obj = -657.600221, rho = 0.247071
nSV = 96, nBSV = 87
Total nSV = 96
*
optimization finished, #iter = 92
nu = 0.485659
obj = -663.633509, rho = 0.195384
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 138
nu = 0.495029
obj = -678.516321, rho = 0.331926
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 138
nu = 0.466484
obj = -637.967359, rho = 0.543136
nSV = 94, nBSV = 84
Total nSV = 94
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 111
nu = 0.478333
obj = -766.550234, rho = 0.357205
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 143
nu = 0.469545
obj = -743.177027, rho = 0.222025
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 89
nu = 0.475204
obj = -749.714991, rho = 0.205234
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 161
nu = 0.482711
obj = -767.036897, rho = 0.385085
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 141
nu = 0.455843
obj = -721.418397, rho = 0.554981
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 93
nu = 0.470776
obj = -867.929606, rho = 0.384953
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 127
nu = 0.459519
obj = -840.578323, rho = 0.196721
nSV = 94, nBSV = 83
Total nSV = 94
*
optimization finished, #iter = 92
nu = 0.465846
obj = -847.245253, rho = 0.200181
nSV = 93, nBSV = 85
Total nSV = 93
*
optimization finished, #iter = 94
nu = 0.473187
obj = -868.064027, rho = 0.467705
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 172
nu = 0.445740
obj = -816.715382, rho = 0.586982
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 106
nu = 0.463794
obj = -982.448388, rho = 0.388806
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 133
nu = 0.451847
obj = -951.449813, rho = 0.173637
nSV = 91, nBSV = 81
Total nSV = 91
*
optimization finished, #iter = 93
nu = 0.456091
obj = -958.320551, rho = 0.227816
nSV = 91, nBSV = 84
Total nSV = 91
*
optimization finished, #iter = 94
nu = 0.466213
obj = -982.722318, rho = 0.476591
nSV = 96, nBSV = 87
Total nSV = 96
*
optimization finished, #iter = 178
nu = 0.436475
obj = -925.765072, rho = 0.637220
nSV = 90, nBSV = 78
Total nSV = 90
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 106
nu = 0.456108
obj = -1112.522813, rho = 0.387011
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 185
nu = 0.443141
obj = -1077.435207, rho = 0.193070
nSV = 91, nBSV = 80
Total nSV = 91
*
optimization finished, #iter = 116
nu = 0.448686
obj = -1084.607360, rho = 0.231514
nSV = 89, nBSV = 82
Total nSV = 89
*
optimization finished, #iter = 108
nu = 0.458235
obj = -1112.773511, rho = 0.496374
nSV = 94, nBSV = 84
Total nSV = 94
*.*
optimization finished, #iter = 210
nu = 0.427775
obj = -1050.579961, rho = 0.712956
nSV = 89, nBSV = 76
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 101
nu = 0.447371
obj = -1260.619775, rho = 0.428439
nSV = 92, nBSV = 83
Total nSV = 92
*
optimization finished, #iter = 165
nu = 0.436609
obj = -1220.915146, rho = 0.237432
nSV = 89, nBSV = 76
Total nSV = 89
*
optimization finished, #iter = 142
nu = 0.441361
obj = -1227.676810, rho = 0.239767
nSV = 89, nBSV = 80
Total nSV = 89
*
optimization finished, #iter = 111
nu = 0.452213
obj = -1260.461382, rho = 0.555231
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 108
nu = 0.420529
obj = -1193.546305, rho = 0.791228
nSV = 87, nBSV = 77
Total nSV = 87
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 96
nu = 0.440825
obj = -1429.106659, rho = 0.466777
nSV = 89, nBSV = 83
Total nSV = 89
*.*
optimization finished, #iter = 214
nu = 0.429486
obj = -1383.722594, rho = 0.216437
nSV = 86, nBSV = 74
Total nSV = 86
*
optimization finished, #iter = 108
nu = 0.432915
obj = -1390.633623, rho = 0.193382
nSV = 87, nBSV = 80
Total nSV = 87
*
optimization finished, #iter = 167
nu = 0.445598
obj = -1427.613300, rho = 0.598750
nSV = 90, nBSV = 80
Total nSV = 90
*.*
optimization finished, #iter = 241
nu = 0.415827
obj = -1356.494819, rho = 0.887514
nSV = 86, nBSV = 74
Total nSV = 86
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 98
nu = 0.434681
obj = -1620.490949, rho = 0.474822
nSV = 87, nBSV = 79
Total nSV = 87
*.*
optimization finished, #iter = 218
nu = 0.422377
obj = -1569.067878, rho = 0.175351
nSV = 86, nBSV = 74
Total nSV = 86
*
optimization finished, #iter = 147
nu = 0.427108
obj = -1575.645394, rho = 0.239726
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 254
nu = 0.439639
obj = -1616.896463, rho = 0.622781
nSV = 89, nBSV = 76
Total nSV = 89
*.*
optimization finished, #iter = 258
nu = 0.410396
obj = -1542.146508, rho = 0.924719
nSV = 83, nBSV = 72
Total nSV = 83
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 128
nu = 0.428073
obj = -1837.851157, rho = 0.459013
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 250
nu = 0.414997
obj = -1780.501594, rho = 0.210669
nSV = 86, nBSV = 74
Total nSV = 86
*
optimization finished, #iter = 142
nu = 0.421044
obj = -1785.494811, rho = 0.343136
nSV = 86, nBSV = 77
Total nSV = 86
*.*
optimization finished, #iter = 238
nu = 0.431503
obj = -1831.927282, rho = 0.646759
nSV = 89, nBSV = 76
Total nSV = 89
*.*
optimization finished, #iter = 293
nu = 0.404598
obj = -1754.154834, rho = 1.003125
nSV = 85, nBSV = 69
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 99
nu = 0.421512
obj = -2085.472103, rho = 0.449219
nSV = 85, nBSV = 77
Total nSV = 85
.*
optimization finished, #iter = 268
nu = 0.408741
obj = -2021.828549, rho = 0.321116
nSV = 84, nBSV = 71
Total nSV = 84
.*
optimization finished, #iter = 305
nu = 0.415078
obj = -2023.454303, rho = 0.422130
nSV = 85, nBSV = 73
Total nSV = 85
*.*
optimization finished, #iter = 213
nu = 0.424376
obj = -2076.994785, rho = 0.684039
nSV = 86, nBSV = 74
Total nSV = 86
.*
optimization finished, #iter = 297
nu = 0.399118
obj = -1996.667090, rho = 1.062063
nSV = 84, nBSV = 69
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 189
nu = 0.415952
obj = -2367.257551, rho = 0.448761
nSV = 86, nBSV = 75
Total nSV = 86
.**.*
optimization finished, #iter = 412
nu = 0.403564
obj = -2296.715450, rho = 0.437801
nSV = 83, nBSV = 68
Total nSV = 83
.*
optimization finished, #iter = 340
nu = 0.407709
obj = -2294.026723, rho = 0.473390
nSV = 85, nBSV = 69
Total nSV = 85
*.*
optimization finished, #iter = 211
nu = 0.418661
obj = -2355.139597, rho = 0.760730
nSV = 85, nBSV = 73
Total nSV = 85
.*.*
optimization finished, #iter = 428
nu = 0.394087
obj = -2274.133887, rho = 1.117044
nSV = 84, nBSV = 68
Total nSV = 84
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 228
nu = 0.411579
obj = -2687.294469, rho = 0.503524
nSV = 85, nBSV = 74
Total nSV = 85
.*.*
optimization finished, #iter = 422
nu = 0.397761
obj = -2610.010247, rho = 0.542869
nSV = 84, nBSV = 68
Total nSV = 84
.*.*
optimization finished, #iter = 418
nu = 0.400236
obj = -2602.950132, rho = 0.515653
nSV = 85, nBSV = 68
Total nSV = 85
.*
optimization finished, #iter = 275
nu = 0.411846
obj = -2671.731153, rho = 0.872684
nSV = 86, nBSV = 71
Total nSV = 86
.*.*
optimization finished, #iter = 406
nu = 0.389664
obj = -2591.596745, rho = 1.234035
nSV = 82, nBSV = 67
Total nSV = 82
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 318
nu = 0.407053
obj = -3049.580427, rho = 0.589761
nSV = 86, nBSV = 72
Total nSV = 86
.*.*
optimization finished, #iter = 427
nu = 0.392411
obj = -2967.628706, rho = 0.670302
nSV = 84, nBSV = 67
Total nSV = 84
.*.*
optimization finished, #iter = 454
nu = 0.393628
obj = -2956.183504, rho = 0.590157
nSV = 84, nBSV = 68
Total nSV = 84
.*
optimization finished, #iter = 362
nu = 0.405278
obj = -3032.816633, rho = 1.060669
nSV = 85, nBSV = 70
Total nSV = 85
.*
optimization finished, #iter = 369
nu = 0.385799
obj = -2954.658024, rho = 1.395213
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 297
nu = 0.401580
obj = -3461.528512, rho = 0.678970
nSV = 85, nBSV = 71
Total nSV = 85
.*.*
optimization finished, #iter = 549
nu = 0.387282
obj = -3375.801640, rho = 0.816011
nSV = 84, nBSV = 66
Total nSV = 84
.*.*
optimization finished, #iter = 437
nu = 0.387956
obj = -3359.424721, rho = 0.728813
nSV = 82, nBSV = 66
Total nSV = 82
.*
optimization finished, #iter = 325
nu = 0.399734
obj = -3444.428616, rho = 1.219174
nSV = 84, nBSV = 70
Total nSV = 84
.*
optimization finished, #iter = 341
nu = 0.382813
obj = -3369.398812, rho = 1.535987
nSV = 79, nBSV = 67
Total nSV = 79
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 349
nu = 0.397377
obj = -3928.738048, rho = 0.879426
nSV = 82, nBSV = 68
Total nSV = 82
.*..*
optimization finished, #iter = 654
nu = 0.382584
obj = -3842.058812, rho = 0.985127
nSV = 85, nBSV = 65
Total nSV = 85
.*.*
optimization finished, #iter = 398
nu = 0.382603
obj = -3819.867364, rho = 0.883916
nSV = 82, nBSV = 65
Total nSV = 82
.*.*
optimization finished, #iter = 457
nu = 0.394472
obj = -3913.108138, rho = 1.365721
nSV = 84, nBSV = 68
Total nSV = 84
.*
optimization finished, #iter = 330
nu = 0.380048
obj = -3842.212276, rho = 1.657084
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 505
nu = 0.392011
obj = -4458.825521, rho = 0.954330
nSV = 83, nBSV = 65
Total nSV = 83
..*..*
optimization finished, #iter = 830
nu = 0.377994
obj = -4374.786911, rho = 1.041499
nSV = 85, nBSV = 65
Total nSV = 85
.*
optimization finished, #iter = 381
nu = 0.377498
obj = -4345.925763, rho = 0.988819
nSV = 80, nBSV = 65
Total nSV = 80
.*.*
optimization finished, #iter = 559
nu = 0.389421
obj = -4447.073130, rho = 1.473446
nSV = 84, nBSV = 66
Total nSV = 84
.*.*
optimization finished, #iter = 478
nu = 0.376960
obj = -4381.765763, rho = 1.818071
nSV = 81, nBSV = 65
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*..*
optimization finished, #iter = 625
nu = 0.386090
obj = -5062.555531, rho = 1.111425
nSV = 83, nBSV = 64
Total nSV = 83
..*.*
optimization finished, #iter = 753
nu = 0.373999
obj = -4983.363069, rho = 1.155533
nSV = 83, nBSV = 64
Total nSV = 83
.*.*
optimization finished, #iter = 454
nu = 0.373071
obj = -4946.785424, rho = 1.107732
nSV = 81, nBSV = 65
Total nSV = 81
.*.*
optimization finished, #iter = 471
nu = 0.385149
obj = -5055.233685, rho = 1.533664
nSV = 83, nBSV = 67
Total nSV = 83
.*
optimization finished, #iter = 346
nu = 0.374411
obj = -4997.409076, rho = 1.992382
nSV = 80, nBSV = 64
Total nSV = 80
Cross Validation Accuracy = 82.5%
..*.*
optimization finished, #iter = 628
nu = 0.380684
obj = -5750.783173, rho = 1.280749
nSV = 83, nBSV = 63
Total nSV = 83
..*.*
optimization finished, #iter = 765
nu = 0.370363
obj = -5678.194419, rho = 1.251309
nSV = 84, nBSV = 64
Total nSV = 84
.*.*
optimization finished, #iter = 484
nu = 0.369245
obj = -5632.472000, rho = 1.249567
nSV = 79, nBSV = 64
Total nSV = 79
.*.*
optimization finished, #iter = 547
nu = 0.381000
obj = -5746.567168, rho = 1.644771
nSV = 82, nBSV = 64
Total nSV = 82
.*..*
optimization finished, #iter = 606
nu = 0.371899
obj = -5698.899058, rho = 2.042471
nSV = 81, nBSV = 63
Total nSV = 81
Cross Validation Accuracy = 82.5%
..*.*
optimization finished, #iter = 630
nu = 0.375802
obj = -6535.239270, rho = 1.441130
nSV = 82, nBSV = 63
Total nSV = 82
..*..*
optimization finished, #iter = 777
nu = 0.367143
obj = -6471.135216, rho = 1.361936
nSV = 85, nBSV = 64
Total nSV = 85
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 430
nu = 0.366182
obj = -6413.810960, rho = 1.399898
nSV = 79, nBSV = 64
Total nSV = 79
..*.*
optimization finished, #iter = 741
nu = 0.376828
obj = -6533.050755, rho = 1.762865
nSV = 83, nBSV = 63
Total nSV = 83
..*.*
optimization finished, #iter = 736
nu = 0.369396
obj = -6498.482148, rho = 2.060652
nSV = 80, nBSV = 60
Total nSV = 80
Cross Validation Accuracy = 82.5%
..*.*
optimization finished, #iter = 647
nu = 0.371664
obj = -7428.193805, rho = 1.590615
nSV = 81, nBSV = 64
Total nSV = 81
..*.*
optimization finished, #iter = 698
nu = 0.364282
obj = -7375.292013, rho = 1.376449
nSV = 83, nBSV = 64
Total nSV = 83
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 447
nu = 0.364063
obj = -7301.335764, rho = 1.613249
nSV = 77, nBSV = 63
Total nSV = 77
.*..*
optimization finished, #iter = 631
nu = 0.372740
obj = -7428.113087, rho = 1.796828
nSV = 82, nBSV = 63
Total nSV = 82
..*..*
optimization finished, #iter = 828
nu = 0.366957
obj = -7409.533073, rho = 2.350411
nSV = 80, nBSV = 61
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 847
nu = 0.367790
obj = -8443.075988, rho = 1.851100
nSV = 81, nBSV = 61
Total nSV = 81
..*..*
optimization finished, #iter = 863
nu = 0.361829
obj = -8404.957007, rho = 1.546633
nSV = 83, nBSV = 62
Total nSV = 83
..*.*
optimization finished, #iter = 680
nu = 0.361920
obj = -8307.590025, rho = 1.872358
nSV = 77, nBSV = 61
Total nSV = 77
..*..*
optimization finished, #iter = 816
nu = 0.369548
obj = -8444.998028, rho = 1.960619
nSV = 82, nBSV = 62
Total nSV = 82
..*.*
optimization finished, #iter = 753
nu = 0.364743
obj = -8446.788545, rho = 2.710847
nSV = 80, nBSV = 60
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*...*
optimization finished, #iter = 1031
nu = 0.364037
obj = -9596.573130, rho = 2.247019
nSV = 81, nBSV = 59
Total nSV = 81
..*..*
optimization finished, #iter = 799
nu = 0.359894
obj = -9575.702086, rho = 1.850396
nSV = 81, nBSV = 61
Total nSV = 81
..*.*
optimization finished, #iter = 727
nu = 0.359064
obj = -9448.243571, rho = 2.151114
nSV = 78, nBSV = 58
Total nSV = 78
..*..*
optimization finished, #iter = 829
nu = 0.365741
obj = -9599.661550, rho = 2.306304
nSV = 82, nBSV = 59
Total nSV = 82
...*..*
optimization finished, #iter = 962
nu = 0.362684
obj = -9626.677470, rho = 3.141574
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 860
nu = 0.360980
obj = -10905.664950, rho = 2.736320
nSV = 80, nBSV = 60
Total nSV = 80
..*.*
optimization finished, #iter = 746
nu = 0.358577
obj = -10903.035653, rho = 2.117478
nSV = 80, nBSV = 61
Total nSV = 80
....*.*
optimization finished, #iter = 1048
nu = 0.356262
obj = -10742.387365, rho = 2.569009
nSV = 77, nBSV = 57
Total nSV = 77
...*..*
optimization finished, #iter = 1033
nu = 0.361815
obj = -10912.557035, rho = 2.903095
nSV = 82, nBSV = 58
Total nSV = 82
...*..*
optimization finished, #iter = 1037
nu = 0.360230
obj = -10968.455105, rho = 3.576573
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 830
nu = 0.358018
obj = -12388.167772, rho = 3.418959
nSV = 81, nBSV = 59
Total nSV = 81
...*..*
optimization finished, #iter = 987
nu = 0.357103
obj = -12403.807322, rho = 2.476796
nSV = 80, nBSV = 58
Total nSV = 80
....*..*
optimization finished, #iter = 1197
nu = 0.353433
obj = -12209.096708, rho = 2.757303
nSV = 76, nBSV = 55
Total nSV = 76
...*..*
optimization finished, #iter = 1004
nu = 0.358381
obj = -12404.774656, rho = 3.609131
nSV = 81, nBSV = 58
Total nSV = 81
...*..*
optimization finished, #iter = 1076
nu = 0.357816
obj = -12494.553778, rho = 4.071417
nSV = 81, nBSV = 59
Total nSV = 81
Cross Validation Accuracy = 83.3333%
...*..*
optimization finished, #iter = 1034
nu = 0.354858
obj = -14066.380645, rho = 3.956471
nSV = 80, nBSV = 56
Total nSV = 80
....*...*
optimization finished, #iter = 1448
nu = 0.354799
obj = -14101.613967, rho = 2.741906
nSV = 80, nBSV = 56
Total nSV = 80
....*...*
optimization finished, #iter = 1358
nu = 0.350441
obj = -13870.557538, rho = 3.122202
nSV = 77, nBSV = 54
Total nSV = 77
...*..*
optimization finished, #iter = 1142
nu = 0.355527
obj = -14096.801195, rho = 4.331742
nSV = 80, nBSV = 56
Total nSV = 80
...*..*
optimization finished, #iter = 986
nu = 0.355778
obj = -14228.303950, rho = 4.527007
nSV = 79, nBSV = 59
Total nSV = 79
Cross Validation Accuracy = 83.75%
...*..*
optimization finished, #iter = 1077
nu = 0.352149
obj = -15963.286940, rho = 4.242986
nSV = 80, nBSV = 57
Total nSV = 80
.....*..*
optimization finished, #iter = 1411
nu = 0.352206
obj = -16023.141118, rho = 2.717233
nSV = 79, nBSV = 55
Total nSV = 79
.....*..*
optimization finished, #iter = 1492
nu = 0.347467
obj = -15751.576515, rho = 3.743379
nSV = 78, nBSV = 54
Total nSV = 78
...*..*
optimization finished, #iter = 1087
nu = 0.352663
obj = -16011.857300, rho = 4.996346
nSV = 81, nBSV = 56
Total nSV = 81
...*..*
optimization finished, #iter = 1099
nu = 0.353820
obj = -16194.239113, rho = 4.984992
nSV = 79, nBSV = 58
Total nSV = 79
Cross Validation Accuracy = 83.75%
....*..*
optimization finished, #iter = 1241
nu = 0.348494
obj = -18106.839063, rho = 4.831820
nSV = 81, nBSV = 55
Total nSV = 81
.....*....*
optimization finished, #iter = 1826
nu = 0.349297
obj = -18196.936270, rho = 2.993978
nSV = 80, nBSV = 52
Total nSV = 80
......*...*
optimization finished, #iter = 1797
nu = 0.344276
obj = -17879.838613, rho = 4.156742
nSV = 78, nBSV = 52
Total nSV = 78
....*...*
optimization finished, #iter = 1389
nu = 0.349522
obj = -18179.967737, rho = 5.661048
nSV = 81, nBSV = 54
Total nSV = 81
....*.*
optimization finished, #iter = 1105
nu = 0.351753
obj = -18421.712611, rho = 5.463673
nSV = 79, nBSV = 58
Total nSV = 79
Cross Validation Accuracy = 84.1667%
.....*..*
optimization finished, #iter = 1472
nu = 0.345140
obj = -20530.018531, rho = 5.573650
nSV = 79, nBSV = 54
Total nSV = 79
.....*.*
optimization finished, #iter = 1337
nu = 0.346351
obj = -20656.790101, rho = 3.616527
nSV = 78, nBSV = 52
Total nSV = 78
......*....*
optimization finished, #iter = 2044
nu = 0.341039
obj = -20287.353721, rho = 4.414790
nSV = 78, nBSV = 51
Total nSV = 78
....*....*
optimization finished, #iter = 1539
nu = 0.346476
obj = -20631.782323, rho = 6.402267
nSV = 81, nBSV = 53
Total nSV = 81
....*..*
optimization finished, #iter = 1267
nu = 0.349539
obj = -20942.814319, rho = 6.045212
nSV = 80, nBSV = 54
Total nSV = 80
Cross Validation Accuracy = 84.1667%
.....*...*
optimization finished, #iter = 1617
nu = 0.342384
obj = -23261.736171, rho = 6.442627
nSV = 79, nBSV = 54
Total nSV = 79
.....*...*
optimization finished, #iter = 1662
nu = 0.343875
obj = -23432.549729, rho = 4.208149
nSV = 80, nBSV = 53
Total nSV = 80
........*..*
optimization finished, #iter = 2016
nu = 0.338081
obj = -23007.924211, rho = 4.779446
nSV = 77, nBSV = 52
Total nSV = 77
.....*...*
optimization finished, #iter = 1692
nu = 0.343471
obj = -23402.094363, rho = 7.222248
nSV = 80, nBSV = 52
Total nSV = 80
.....*...*
optimization finished, #iter = 1630
nu = 0.346990
obj = -23795.752597, rho = 6.783753
nSV = 81, nBSV = 54
Total nSV = 81
Cross Validation Accuracy = 83.75%
......*...*
optimization finished, #iter = 1884
nu = 0.340052
obj = -26329.013107, rho = 7.343406
nSV = 80, nBSV = 54
Total nSV = 80
......*...*
optimization finished, #iter = 1734
nu = 0.341000
obj = -26560.255356, rho = 5.067800
nSV = 81, nBSV = 52
Total nSV = 81
........*..*
optimization finished, #iter = 2064
nu = 0.334971
obj = -26076.513078, rho = 4.732118
nSV = 78, nBSV = 52
Total nSV = 78
.....*...*
optimization finished, #iter = 1595
nu = 0.340987
obj = -26524.833215, rho = 8.382443
nSV = 76, nBSV = 52
Total nSV = 76
......*...*
optimization finished, #iter = 1808
nu = 0.344724
obj = -27020.507463, rho = 7.646198
nSV = 80, nBSV = 52
Total nSV = 80
Cross Validation Accuracy = 83.75%
.......*.....*
optimization finished, #iter = 2465
nu = 0.337297
obj = -29764.691801, rho = 8.188238
nSV = 80, nBSV = 53
Total nSV = 80
........*....*
optimization finished, #iter = 2374
nu = 0.338024
obj = -30083.396035, rho = 6.178550
nSV = 80, nBSV = 51
Total nSV = 80
.......*....*
optimization finished, #iter = 2142
nu = 0.332148
obj = -29532.128265, rho = 4.713095
nSV = 78, nBSV = 51
Total nSV = 78
......*...*
optimization finished, #iter = 1792
nu = 0.339056
obj = -30029.128761, rho = 9.679694
nSV = 77, nBSV = 52
Total nSV = 77
.......*...*
optimization finished, #iter = 2095
nu = 0.342052
obj = -30660.045703, rho = 8.195234
nSV = 81, nBSV = 52
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.....*...*
optimization finished, #iter = 1663
nu = 0.334880
obj = -33601.950716, rho = 9.148799
nSV = 80, nBSV = 53
Total nSV = 80
........*.....*
optimization finished, #iter = 2503
nu = 0.335104
obj = -34043.878891, rho = 7.153306
nSV = 80, nBSV = 50
Total nSV = 80
........*....*
optimization finished, #iter = 2433
nu = 0.329572
obj = -33409.300593, rho = 4.705534
nSV = 77, nBSV = 48
Total nSV = 77
.......*...*
optimization finished, #iter = 2104
nu = 0.336819
obj = -33948.145999, rho = 10.698600
nSV = 78, nBSV = 51
Total nSV = 78
........*.....*
optimization finished, #iter = 2671
nu = 0.339393
obj = -34764.758721, rho = 8.682640
nSV = 81, nBSV = 51
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.......*......*
optimization finished, #iter = 2608
nu = 0.332697
obj = -37865.726211, rho = 10.289801
nSV = 82, nBSV = 53
Total nSV = 82
.........*......*
optimization finished, #iter = 2986
nu = 0.332484
obj = -38482.410453, rho = 8.302257
nSV = 81, nBSV = 48
Total nSV = 81
........*...*
optimization finished, #iter = 2277
nu = 0.325892
obj = -37760.319232, rho = 4.602841
nSV = 79, nBSV = 48
Total nSV = 79
.......*...*
optimization finished, #iter = 2097
nu = 0.334241
obj = -38323.014052, rho = 11.843838
nSV = 79, nBSV = 51
Total nSV = 79
.........*........*
optimization finished, #iter = 3302
nu = 0.337205
obj = -39380.331197, rho = 9.340811
nSV = 82, nBSV = 50
Total nSV = 82
Cross Validation Accuracy = 82.5%
........*...*
optimization finished, #iter = 2221
nu = 0.330028
obj = -42581.746341, rho = 11.767158
nSV = 81, nBSV = 51
Total nSV = 81
.........*.......*
optimization finished, #iter = 3228
nu = 0.329492
obj = -43442.023609, rho = 9.737338
nSV = 82, nBSV = 48
Total nSV = 82
..........*.....*
optimization finished, #iter = 3032
nu = 0.322561
obj = -42639.970868, rho = 4.674467
nSV = 78, nBSV = 46
Total nSV = 78
........*....*
optimization finished, #iter = 2480
nu = 0.331932
obj = -43187.386461, rho = 12.847805
nSV = 79, nBSV = 50
Total nSV = 79
..........*......*
optimization finished, #iter = 3200
nu = 0.335155
obj = -44552.092940, rho = 10.315618
nSV = 83, nBSV = 50
Total nSV = 83
Cross Validation Accuracy = 82.0833%
..........*.....*
optimization finished, #iter = 2994
nu = 0.325972
obj = -47791.699164, rho = 13.029273
nSV = 80, nBSV = 50
Total nSV = 80
...........*..........*
optimization finished, #iter = 4091
nu = 0.326359
obj = -48974.280772, rho = 11.106980
nSV = 83, nBSV = 48
Total nSV = 83
..........*......*
optimization finished, #iter = 3219
nu = 0.319182
obj = -48096.666614, rho = 4.964925
nSV = 79, nBSV = 45
Total nSV = 79
............*.........*
optimization finished, #iter = 4176
nu = 0.328902
obj = -48575.915553, rho = 14.081734
nSV = 80, nBSV = 49
Total nSV = 80
.............*.......*
optimization finished, #iter = 3924
nu = 0.332981
obj = -50324.955409, rho = 11.164770
nSV = 84, nBSV = 47
Total nSV = 84
Cross Validation Accuracy = 81.6667%
............*......*
optimization finished, #iter = 3526
nu = 0.321692
obj = -53543.720552, rho = 13.102670
nSV = 81, nBSV = 49
Total nSV = 81
.............*.......*
optimization finished, #iter = 3852
nu = 0.322139
obj = -55140.422479, rho = 12.127432
nSV = 83, nBSV = 45
Total nSV = 83
..............*........*
optimization finished, #iter = 4348
nu = 0.316008
obj = -54178.386432, rho = 5.105789
nSV = 79, nBSV = 43
Total nSV = 79
...............*.........*
optimization finished, #iter = 4759
nu = 0.325186
obj = -54534.111989, rho = 15.619806
nSV = 80, nBSV = 47
Total nSV = 80
.................*.......*
optimization finished, #iter = 4751
nu = 0.329301
obj = -56772.970280, rho = 12.679048
nSV = 84, nBSV = 46
Total nSV = 84
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165945, rho = 0.998057
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165941, rho = 0.998171
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165939, rho = 0.997914
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165947, rho = 0.998068
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163985, rho = 0.998033
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190613, rho = 0.997768
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190610, rho = 0.997886
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190605, rho = 0.997603
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190616, rho = 0.997780
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188361, rho = 0.997740
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.218940, rho = 0.997436
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218935, rho = 0.997571
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218929, rho = 0.997247
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218944, rho = 0.997450
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216351, rho = 0.997404
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.251473, rho = 0.997054
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251466, rho = 0.997210
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251459, rho = 0.996838
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251478, rho = 0.997071
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248497, rho = 0.997018
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.288840, rho = 0.996624
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288832, rho = 0.996623
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288821, rho = 0.996240
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288845, rho = 0.996636
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.285417, rho = 0.996575
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.331749, rho = 0.996194
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331738, rho = 0.996121
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331724, rho = 0.995681
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331756, rho = 0.996136
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.327815, rho = 0.995974
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.381048, rho = 0.995413
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.381031, rho = 0.995545
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.381012, rho = 0.995038
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.381054, rho = 0.995561
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.376521, rho = 0.995375
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.437643, rho = 0.994731
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.437621, rho = 0.994882
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437596, rho = 0.994300
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437654, rho = 0.994724
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.432437, rho = 0.994687
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.502634, rho = 0.993948
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.502605, rho = 0.994121
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.502574, rho = 0.993499
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.502648, rho = 0.993940
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.496645, rho = 0.993897
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.577265, rho = 0.993048
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.577227, rho = 0.993247
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.577186, rho = 0.992533
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.577283, rho = 0.993039
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.570374, rho = 0.992990
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.662967, rho = 0.992014
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.662920, rho = 0.992139
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.662862, rho = 0.991422
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.662991, rho = 0.992003
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.655035, rho = 0.991948
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.761354, rho = 0.990824
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.761288, rho = 0.990970
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.761212, rho = 0.990147
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.761382, rho = 0.990814
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.752223, rho = 0.990498
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.874314, rho = 0.989460
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.874227, rho = 0.989627
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.874131, rho = 0.988752
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.874351, rho = 0.989449
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.863798, rho = 0.989085
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.004007, rho = 0.987893
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.003891, rho = 0.988085
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.003765, rho = 0.987079
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.004055, rho = 0.987880
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.991892, rho = 0.987462
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.152866, rho = 0.986092
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.152714, rho = 0.986313
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.152548, rho = 0.985158
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.152942, rho = 0.986249
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.138903, rho = 0.985597
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.323721, rho = 0.984024
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.323526, rho = 0.984117
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.323300, rho = 0.982951
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.323821, rho = 0.984205
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.307620, rho = 0.983456
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.519803, rho = 0.981649
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.519546, rho = 0.981755
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.519248, rho = 0.980415
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.519934, rho = 0.981856
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.501226, rho = 0.980996
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.744870, rho = 0.978616
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.744522, rho = 0.979041
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.744129, rho = 0.977502
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.745035, rho = 0.979157
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.723415, rho = 0.978169
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.003039, rho = 0.975461
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.002573, rho = 0.975925
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.002061, rho = 0.974242
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.003251, rho = 0.976058
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.978244, rho = 0.974922
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.299013, rho = 0.971814
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.298399, rho = 0.972346
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.297723, rho = 0.970414
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.299292, rho = 0.972499
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.270352, rho = 0.971386
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.638665, rho = 0.967622
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.637854, rho = 0.968233
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.636962, rho = 0.966014
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.639033, rho = 0.968409
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.605491, rho = 0.967130
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.027957, rho = 0.962808
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.026899, rho = 0.963917
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.025710, rho = 0.960961
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.028443, rho = 0.963713
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.989523, rho = 0.962244
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.474273, rho = 0.957278
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.472877, rho = 0.958552
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.471309, rho = 0.955155
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.474914, rho = 0.958316
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.429690, rho = 0.956629
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.985710, rho = 0.950924
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.983868, rho = 0.952388
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.981798, rho = 0.948486
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.986555, rho = 0.952118
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.933925, rho = 0.950179
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.571540, rho = 0.943626
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.569110, rho = 0.945307
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.566378, rho = 0.940826
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.572656, rho = 0.944997
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.511299, rho = 0.942770
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.242158, rho = 0.935244
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.238952, rho = 0.937175
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.235348, rho = 0.932027
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.243631, rho = 0.936818
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.171964, rho = 0.934261
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.009673, rho = 0.925614
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.005442, rho = 0.927833
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.000686, rho = 0.921919
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.011616, rho = 0.927423
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.927726, rho = 0.924485
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.887476, rho = 0.914553
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.881894, rho = 0.917101
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.875618, rho = 0.910309
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.890040, rho = 0.916631
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.791609, rho = 0.913256
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.890618, rho = 0.901848
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.883253, rho = 0.904776
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.874972, rho = 0.896973
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.894002, rho = 0.904235
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.778210, rho = 0.900358
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -9.036297, rho = 0.887254
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -9.026579, rho = 0.890616
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -9.015652, rho = 0.881653
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.040762, rho = 0.889995
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -8.904165, rho = 0.885542
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -10.343633, rho = 0.870488
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -10.330809, rho = 0.874350
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.316391, rho = 0.864054
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.349524, rho = 0.873637
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -10.187870, rho = 0.868522
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -11.833711, rho = 0.851229
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.816789, rho = 0.855666
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -11.797775, rho = 0.843839
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -11.841484, rho = 0.854846
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -11.649530, rho = 0.848970
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -13.529845, rho = 0.829108
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -13.507518, rho = 0.834205
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -13.482452, rho = 0.819744
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.540102, rho = 0.833263
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -13.311345, rho = 0.826514
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -15.458033, rho = 0.803697
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -15.428572, rho = 0.809551
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -15.395497, rho = 0.792941
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.471567, rho = 0.808470
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.197893, rho = 0.800717
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -17.646437, rho = 0.774504
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -17.607562, rho = 0.781229
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -17.563919, rho = 0.762148
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -17.664296, rho = 0.779987
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.335538, rho = 0.771081
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -20.124533, rho = 0.740976
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -20.073238, rho = 0.748700
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -20.015654, rho = 0.726815
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -20.148097, rho = 0.747274
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -19.751479, rho = 0.737043
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -22.925182, rho = 0.702453
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -22.857494, rho = 0.711327
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -22.781509, rho = 0.686187
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -22.956275, rho = 0.709688
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -22.475625, rho = 0.697937
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -26.080213, rho = 0.658212
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -25.990900, rho = 0.668405
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -25.890639, rho = 0.639526
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -26.121240, rho = 0.666523
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -25.536079, rho = 0.653024
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -29.622683, rho = 0.607234
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -29.504841, rho = 0.619110
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -29.372554, rho = 0.585938
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -29.676814, rho = 0.616948
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -28.961071, rho = 0.601442
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -33.587005, rho = 0.549315
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -33.431442, rho = 0.562636
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -33.256882, rho = 0.524352
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -33.658382, rho = 0.559974
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -32.778631, rho = 0.542161
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 57.0833%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -37.998207, rho = 0.482304
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -37.792951, rho = 0.497401
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -37.562616, rho = 0.453629
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -38.092388, rho = 0.494548
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -37.005917, rho = 0.474087
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 65%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -42.878936, rho = 0.404928
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -42.608110, rho = 0.422675
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -42.304191, rho = 0.372395
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -43.003207, rho = 0.419397
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -41.655039, rho = 0.395894
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 70.4167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -48.241376, rho = 0.316424
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -47.884002, rho = 0.336811
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -47.482929, rho = 0.279143
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -48.405361, rho = 0.333046
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -46.724478, rho = 0.306047
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -54.075644, rho = 0.214783
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -53.604092, rho = 0.238201
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -53.074881, rho = 0.171958
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -54.292020, rho = 0.233876
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -52.186799, rho = 0.202863
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -60.350419, rho = 0.098572
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 85
nu = 0.875000
obj = -59.762050, rho = 0.156895
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 93
nu = 0.871514
obj = -59.086259, rho = 0.089611
nSV = 170, nBSV = 165
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.881645
obj = -60.638502, rho = 0.139341
nSV = 170, nBSV = 167
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.869110
obj = -58.033657, rho = 0.117219
nSV = 168, nBSV = 165
Total nSV = 168
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.849259
obj = -67.215607, rho = 0.078932
nSV = 164, nBSV = 162
Total nSV = 164
*
optimization finished, #iter = 86
nu = 0.845009
obj = -66.535872, rho = 0.139285
nSV = 164, nBSV = 160
Total nSV = 164
*
optimization finished, #iter = 85
nu = 0.834664
obj = -65.783872, rho = 0.076476
nSV = 162, nBSV = 159
Total nSV = 162
*
optimization finished, #iter = 87
nu = 0.857542
obj = -67.575977, rho = 0.104099
nSV = 166, nBSV = 164
Total nSV = 166
*
optimization finished, #iter = 85
nu = 0.834434
obj = -64.484693, rho = 0.116543
nSV = 160, nBSV = 157
Total nSV = 160
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.824648
obj = -74.878705, rho = 0.072468
nSV = 161, nBSV = 158
Total nSV = 161
*
optimization finished, #iter = 83
nu = 0.822239
obj = -74.172750, rho = 0.097933
nSV = 159, nBSV = 156
Total nSV = 159
*
optimization finished, #iter = 83
nu = 0.809580
obj = -73.339343, rho = 0.050876
nSV = 157, nBSV = 153
Total nSV = 157
*
optimization finished, #iter = 86
nu = 0.822917
obj = -75.386418, rho = 0.118646
nSV = 160, nBSV = 157
Total nSV = 160
*
optimization finished, #iter = 86
nu = 0.800873
obj = -71.760415, rho = 0.115103
nSV = 155, nBSV = 150
Total nSV = 155
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 82
nu = 0.799076
obj = -83.436324, rho = 0.060448
nSV = 156, nBSV = 152
Total nSV = 156
*
optimization finished, #iter = 83
nu = 0.796210
obj = -82.608187, rho = 0.129546
nSV = 156, nBSV = 151
Total nSV = 156
*
optimization finished, #iter = 77
nu = 0.781250
obj = -81.798733, rho = 0.034285
nSV = 151, nBSV = 149
Total nSV = 151
*
optimization finished, #iter = 83
nu = 0.799470
obj = -84.184119, rho = 0.138546
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 78
nu = 0.776438
obj = -79.929073, rho = 0.151770
nSV = 150, nBSV = 147
Total nSV = 150
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 78
nu = 0.770448
obj = -93.027777, rho = 0.055424
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 78
nu = 0.770833
obj = -92.060589, rho = 0.113821
nSV = 150, nBSV = 147
Total nSV = 150
*
optimization finished, #iter = 82
nu = 0.755162
obj = -91.318983, rho = 0.040161
nSV = 148, nBSV = 144
Total nSV = 148
*
optimization finished, #iter = 83
nu = 0.780900
obj = -94.002107, rho = 0.115452
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 88
nu = 0.753616
obj = -88.936134, rho = 0.137256
nSV = 148, nBSV = 142
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.750890
obj = -103.742931, rho = 0.070293
nSV = 147, nBSV = 142
Total nSV = 147
*
optimization finished, #iter = 75
nu = 0.750000
obj = -102.590132, rho = 0.083668
nSV = 146, nBSV = 143
Total nSV = 146
*
optimization finished, #iter = 82
nu = 0.736724
obj = -101.969163, rho = 0.032526
nSV = 142, nBSV = 138
Total nSV = 142
*
optimization finished, #iter = 85
nu = 0.757240
obj = -104.918994, rho = 0.103386
nSV = 147, nBSV = 142
Total nSV = 147
*
optimization finished, #iter = 83
nu = 0.723789
obj = -99.072429, rho = 0.136151
nSV = 142, nBSV = 136
Total nSV = 142
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.724768
obj = -115.738861, rho = 0.079239
nSV = 142, nBSV = 138
Total nSV = 142
*
optimization finished, #iter = 83
nu = 0.725492
obj = -114.303263, rho = 0.082020
nSV = 142, nBSV = 135
Total nSV = 142
*
optimization finished, #iter = 77
nu = 0.715840
obj = -113.850544, rho = 0.014482
nSV = 139, nBSV = 136
Total nSV = 139
*
optimization finished, #iter = 80
nu = 0.731520
obj = -117.174321, rho = 0.121059
nSV = 143, nBSV = 139
Total nSV = 143
*
optimization finished, #iter = 80
nu = 0.703720
obj = -110.398563, rho = 0.123048
nSV = 137, nBSV = 131
Total nSV = 137
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.697035
obj = -129.256824, rho = 0.089744
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 97
nu = 0.695089
obj = -127.524493, rho = 0.084914
nSV = 137, nBSV = 131
Total nSV = 137
*
optimization finished, #iter = 90
nu = 0.689052
obj = -127.151165, rho = 0.017350
nSV = 134, nBSV = 128
Total nSV = 134
*
optimization finished, #iter = 81
nu = 0.713257
obj = -130.931316, rho = 0.116178
nSV = 138, nBSV = 134
Total nSV = 138
*
optimization finished, #iter = 78
nu = 0.678346
obj = -123.120599, rho = 0.111209
nSV = 133, nBSV = 127
Total nSV = 133
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 79
nu = 0.678186
obj = -144.492528, rho = 0.073872
nSV = 133, nBSV = 127
Total nSV = 133
*
optimization finished, #iter = 79
nu = 0.671926
obj = -142.536538, rho = 0.099268
nSV = 131, nBSV = 126
Total nSV = 131
*
optimization finished, #iter = 78
nu = 0.664904
obj = -142.283095, rho = 0.011215
nSV = 130, nBSV = 126
Total nSV = 130
*
optimization finished, #iter = 84
nu = 0.690502
obj = -146.298117, rho = 0.125416
nSV = 136, nBSV = 130
Total nSV = 136
*
optimization finished, #iter = 77
nu = 0.653776
obj = -137.506346, rho = 0.145070
nSV = 127, nBSV = 122
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.653967
obj = -161.689675, rho = 0.088174
nSV = 130, nBSV = 124
Total nSV = 130
*
optimization finished, #iter = 84
nu = 0.648830
obj = -159.491056, rho = 0.125623
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 74
nu = 0.648663
obj = -159.290460, rho = -0.013669
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 81
nu = 0.671146
obj = -163.615862, rho = 0.161026
nSV = 130, nBSV = 124
Total nSV = 130
*
optimization finished, #iter = 75
nu = 0.633867
obj = -153.762184, rho = 0.165125
nSV = 122, nBSV = 119
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 74
nu = 0.633083
obj = -181.182487, rho = 0.117480
nSV = 124, nBSV = 121
Total nSV = 124
*
optimization finished, #iter = 75
nu = 0.634411
obj = -178.515960, rho = 0.096887
nSV = 125, nBSV = 119
Total nSV = 125
*
optimization finished, #iter = 71
nu = 0.628963
obj = -178.462658, rho = -0.016994
nSV = 123, nBSV = 119
Total nSV = 123
*
optimization finished, #iter = 100
nu = 0.648729
obj = -183.041441, rho = 0.196822
nSV = 130, nBSV = 121
Total nSV = 130
*
optimization finished, #iter = 72
nu = 0.615175
obj = -172.013203, rho = 0.186004
nSV = 119, nBSV = 114
Total nSV = 119
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 82
nu = 0.616538
obj = -203.196923, rho = 0.115580
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 89
nu = 0.615395
obj = -199.876961, rho = 0.107721
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 68
nu = 0.614426
obj = -199.967819, rho = 0.000868
nSV = 120, nBSV = 114
Total nSV = 120
*
optimization finished, #iter = 89
nu = 0.626731
obj = -205.114987, rho = 0.245263
nSV = 125, nBSV = 116
Total nSV = 125
*
optimization finished, #iter = 87
nu = 0.594893
obj = -192.574117, rho = 0.217540
nSV = 116, nBSV = 111
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 69
nu = 0.601036
obj = -228.021695, rho = 0.106641
nSV = 118, nBSV = 115
Total nSV = 118
*
optimization finished, #iter = 73
nu = 0.598792
obj = -223.974627, rho = 0.121299
nSV = 118, nBSV = 113
Total nSV = 118
*
optimization finished, #iter = 81
nu = 0.597299
obj = -224.129803, rho = -0.000500
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 86
nu = 0.612366
obj = -230.016893, rho = 0.256512
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 69
nu = 0.577196
obj = -215.876929, rho = 0.223774
nSV = 113, nBSV = 109
Total nSV = 113
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.583405
obj = -256.001054, rho = 0.109834
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 77
nu = 0.582627
obj = -250.998167, rho = 0.111908
nSV = 114, nBSV = 108
Total nSV = 114
*
optimization finished, #iter = 104
nu = 0.578937
obj = -251.408389, rho = 0.026588
nSV = 115, nBSV = 109
Total nSV = 115
*
optimization finished, #iter = 89
nu = 0.595205
obj = -257.927746, rho = 0.232346
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 78
nu = 0.560491
obj = -242.204056, rho = 0.256744
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 93
nu = 0.569619
obj = -287.628952, rho = 0.115553
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 77
nu = 0.567584
obj = -281.355168, rho = 0.137598
nSV = 112, nBSV = 105
Total nSV = 112
*
optimization finished, #iter = 83
nu = 0.562515
obj = -282.338140, rho = 0.050862
nSV = 112, nBSV = 106
Total nSV = 112
*
optimization finished, #iter = 90
nu = 0.579726
obj = -289.466597, rho = 0.207234
nSV = 115, nBSV = 107
Total nSV = 115
*
optimization finished, #iter = 72
nu = 0.544311
obj = -272.020415, rho = 0.261105
nSV = 107, nBSV = 102
Total nSV = 107
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 97
nu = 0.551112
obj = -323.491869, rho = 0.154073
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 99
nu = 0.548435
obj = -315.757270, rho = 0.193967
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 88
nu = 0.547430
obj = -317.318950, rho = 0.046586
nSV = 108, nBSV = 101
Total nSV = 108
*
optimization finished, #iter = 126
nu = 0.562374
obj = -325.178294, rho = 0.205155
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 81
nu = 0.532390
obj = -305.682831, rho = 0.268592
nSV = 104, nBSV = 98
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 83
nu = 0.537251
obj = -364.454003, rho = 0.208729
nSV = 108, nBSV = 102
Total nSV = 108
*
optimization finished, #iter = 92
nu = 0.533254
obj = -354.902733, rho = 0.245498
nSV = 107, nBSV = 99
Total nSV = 107
*
optimization finished, #iter = 90
nu = 0.533115
obj = -357.042444, rho = 0.033799
nSV = 106, nBSV = 99
Total nSV = 106
*
optimization finished, #iter = 105
nu = 0.547316
obj = -365.736581, rho = 0.195025
nSV = 111, nBSV = 102
Total nSV = 111
*
optimization finished, #iter = 100
nu = 0.517779
obj = -343.636602, rho = 0.282358
nSV = 103, nBSV = 92
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 75
nu = 0.526969
obj = -410.748634, rho = 0.283822
nSV = 104, nBSV = 99
Total nSV = 104
*
optimization finished, #iter = 106
nu = 0.519070
obj = -399.287188, rho = 0.248583
nSV = 103, nBSV = 94
Total nSV = 103
*
optimization finished, #iter = 85
nu = 0.517879
obj = -402.136288, rho = 0.071796
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 134
nu = 0.532166
obj = -411.755458, rho = 0.210609
nSV = 108, nBSV = 98
Total nSV = 108
*
optimization finished, #iter = 98
nu = 0.502286
obj = -386.881231, rho = 0.314962
nSV = 100, nBSV = 91
Total nSV = 100
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 77
nu = 0.512647
obj = -463.170903, rho = 0.336081
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 139
nu = 0.504028
obj = -449.730104, rho = 0.241932
nSV = 102, nBSV = 91
Total nSV = 102
*
optimization finished, #iter = 93
nu = 0.505002
obj = -453.612192, rho = 0.121551
nSV = 100, nBSV = 94
Total nSV = 100
*
optimization finished, #iter = 91
nu = 0.519198
obj = -464.130853, rho = 0.241506
nSV = 105, nBSV = 97
Total nSV = 105
*
optimization finished, #iter = 133
nu = 0.491482
obj = -435.975365, rho = 0.388527
nSV = 97, nBSV = 87
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 72
nu = 0.503917
obj = -522.728722, rho = 0.349122
nSV = 99, nBSV = 94
Total nSV = 99
*
optimization finished, #iter = 85
nu = 0.492480
obj = -507.284921, rho = 0.250584
nSV = 98, nBSV = 90
Total nSV = 98
*
optimization finished, #iter = 85
nu = 0.495509
obj = -511.939600, rho = 0.175175
nSV = 99, nBSV = 93
Total nSV = 99
*
optimization finished, #iter = 88
nu = 0.508138
obj = -523.481789, rho = 0.283812
nSV = 102, nBSV = 94
Total nSV = 102
*
optimization finished, #iter = 108
nu = 0.477879
obj = -491.810315, rho = 0.465393
nSV = 97, nBSV = 85
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 110
nu = 0.490957
obj = -590.245126, rho = 0.346476
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 96
nu = 0.480465
obj = -572.541749, rho = 0.247036
nSV = 96, nBSV = 86
Total nSV = 96
*
optimization finished, #iter = 80
nu = 0.486140
obj = -577.803496, rho = 0.195688
nSV = 96, nBSV = 89
Total nSV = 96
*
optimization finished, #iter = 134
nu = 0.495625
obj = -590.825895, rho = 0.328954
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 123
nu = 0.467045
obj = -555.534542, rho = 0.537765
nSV = 95, nBSV = 84
Total nSV = 95
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 97
nu = 0.478953
obj = -667.494953, rho = 0.355123
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 120
nu = 0.470094
obj = -646.943582, rho = 0.227051
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 92
nu = 0.475546
obj = -652.640466, rho = 0.205066
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 162
nu = 0.483294
obj = -667.803720, rho = 0.381723
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 163
nu = 0.456228
obj = -628.138845, rho = 0.551424
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 89
nu = 0.471078
obj = -755.677409, rho = 0.381266
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 114
nu = 0.460026
obj = -731.596949, rho = 0.204947
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 94
nu = 0.466318
obj = -737.421391, rho = 0.199305
nSV = 93, nBSV = 85
Total nSV = 93
*
optimization finished, #iter = 93
nu = 0.473688
obj = -755.633593, rho = 0.462600
nSV = 97, nBSV = 88
Total nSV = 97
*.*
optimization finished, #iter = 208
nu = 0.446155
obj = -711.027129, rho = 0.584437
nSV = 93, nBSV = 78
Total nSV = 93
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 105
nu = 0.464281
obj = -855.298419, rho = 0.387698
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 148
nu = 0.452162
obj = -827.911554, rho = 0.176352
nSV = 91, nBSV = 81
Total nSV = 91
*
optimization finished, #iter = 101
nu = 0.456428
obj = -833.972216, rho = 0.226903
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 93
nu = 0.466687
obj = -855.315065, rho = 0.477768
nSV = 95, nBSV = 87
Total nSV = 95
*.*
optimization finished, #iter = 197
nu = 0.436769
obj = -805.862519, rho = 0.632690
nSV = 90, nBSV = 77
Total nSV = 90
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 111
nu = 0.456592
obj = -968.410497, rho = 0.384115
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 168
nu = 0.443588
obj = -937.311214, rho = 0.207234
nSV = 90, nBSV = 80
Total nSV = 90
*
optimization finished, #iter = 85
nu = 0.448932
obj = -943.761462, rho = 0.236120
nSV = 89, nBSV = 83
Total nSV = 89
*
optimization finished, #iter = 114
nu = 0.458493
obj = -968.337953, rho = 0.495149
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 181
nu = 0.428040
obj = -914.407705, rho = 0.711191
nSV = 89, nBSV = 76
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 112
nu = 0.447729
obj = -1097.142507, rho = 0.421266
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 171
nu = 0.436801
obj = -1061.865893, rho = 0.246278
nSV = 88, nBSV = 77
Total nSV = 88
*
optimization finished, #iter = 150
nu = 0.441648
obj = -1068.073395, rho = 0.234640
nSV = 89, nBSV = 80
Total nSV = 89
*
optimization finished, #iter = 115
nu = 0.452249
obj = -1096.753650, rho = 0.551728
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 152
nu = 0.420886
obj = -1038.693557, rho = 0.786590
nSV = 87, nBSV = 77
Total nSV = 87
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 98
nu = 0.441136
obj = -1243.567184, rho = 0.459144
nSV = 89, nBSV = 81
Total nSV = 89
*.*
optimization finished, #iter = 204
nu = 0.429640
obj = -1203.188957, rho = 0.227648
nSV = 88, nBSV = 76
Total nSV = 88
*
optimization finished, #iter = 137
nu = 0.433168
obj = -1209.574994, rho = 0.193733
nSV = 87, nBSV = 80
Total nSV = 87
*
optimization finished, #iter = 139
nu = 0.445772
obj = -1241.987182, rho = 0.596491
nSV = 90, nBSV = 80
Total nSV = 90
*.*
optimization finished, #iter = 247
nu = 0.416085
obj = -1180.328628, rho = 0.876126
nSV = 87, nBSV = 75
Total nSV = 87
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 91
nu = 0.434912
obj = -1409.868792, rho = 0.463975
nSV = 87, nBSV = 79
Total nSV = 87
*.*
optimization finished, #iter = 272
nu = 0.422505
obj = -1363.961483, rho = 0.203146
nSV = 88, nBSV = 73
Total nSV = 88
*
optimization finished, #iter = 138
nu = 0.427462
obj = -1370.200074, rho = 0.243340
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 230
nu = 0.439736
obj = -1406.437584, rho = 0.599185
nSV = 89, nBSV = 77
Total nSV = 89
*.*
optimization finished, #iter = 233
nu = 0.410687
obj = -1341.630929, rho = 0.914513
nSV = 84, nBSV = 71
Total nSV = 84
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 121
nu = 0.428316
obj = -1598.662673, rho = 0.447064
nSV = 87, nBSV = 77
Total nSV = 87
.*
optimization finished, #iter = 317
nu = 0.415102
obj = -1547.321861, rho = 0.237994
nSV = 88, nBSV = 74
Total nSV = 88
*
optimization finished, #iter = 137
nu = 0.421426
obj = -1552.177484, rho = 0.341718
nSV = 86, nBSV = 76
Total nSV = 86
*.*
optimization finished, #iter = 203
nu = 0.431944
obj = -1593.024098, rho = 0.630088
nSV = 88, nBSV = 76
Total nSV = 88
*.*
optimization finished, #iter = 277
nu = 0.404742
obj = -1525.791836, rho = 0.981440
nSV = 85, nBSV = 69
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 131
nu = 0.421720
obj = -1813.671311, rho = 0.436231
nSV = 86, nBSV = 77
Total nSV = 86
.*
optimization finished, #iter = 315
nu = 0.408866
obj = -1756.494787, rho = 0.320938
nSV = 84, nBSV = 71
Total nSV = 84
.*
optimization finished, #iter = 307
nu = 0.415047
obj = -1758.418579, rho = 0.411600
nSV = 85, nBSV = 72
Total nSV = 85
*.*
optimization finished, #iter = 228
nu = 0.424631
obj = -1805.526128, rho = 0.676793
nSV = 86, nBSV = 75
Total nSV = 86
.*
optimization finished, #iter = 295
nu = 0.399243
obj = -1736.413600, rho = 1.039149
nSV = 85, nBSV = 69
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 176
nu = 0.416125
obj = -2058.219880, rho = 0.429515
nSV = 86, nBSV = 75
Total nSV = 86
.*
optimization finished, #iter = 365
nu = 0.403552
obj = -1994.539314, rho = 0.431856
nSV = 85, nBSV = 69
Total nSV = 85
.*
optimization finished, #iter = 260
nu = 0.407596
obj = -1993.039145, rho = 0.478985
nSV = 84, nBSV = 70
Total nSV = 84
*.*
optimization finished, #iter = 276
nu = 0.418688
obj = -2046.753228, rho = 0.748998
nSV = 85, nBSV = 73
Total nSV = 85
.*.*
optimization finished, #iter = 384
nu = 0.394205
obj = -1977.290479, rho = 1.091199
nSV = 85, nBSV = 67
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 175
nu = 0.411797
obj = -2335.772659, rho = 0.492775
nSV = 85, nBSV = 74
Total nSV = 85
.*.*
optimization finished, #iter = 472
nu = 0.397356
obj = -2265.889569, rho = 0.539179
nSV = 86, nBSV = 67
Total nSV = 86
.*.*
optimization finished, #iter = 420
nu = 0.399999
obj = -2260.877477, rho = 0.537407
nSV = 85, nBSV = 68
Total nSV = 85
.*
optimization finished, #iter = 311
nu = 0.411830
obj = -2321.217140, rho = 0.848329
nSV = 87, nBSV = 72
Total nSV = 87
.*.*
optimization finished, #iter = 422
nu = 0.389648
obj = -2252.858359, rho = 1.215463
nSV = 83, nBSV = 67
Total nSV = 83
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 305
nu = 0.407299
obj = -2649.745778, rho = 0.569783
nSV = 86, nBSV = 72
Total nSV = 86
.*.*
optimization finished, #iter = 423
nu = 0.392013
obj = -2575.664604, rho = 0.657584
nSV = 85, nBSV = 67
Total nSV = 85
.*.*
optimization finished, #iter = 453
nu = 0.393517
obj = -2566.901670, rho = 0.626053
nSV = 83, nBSV = 67
Total nSV = 83
.*
optimization finished, #iter = 281
nu = 0.405351
obj = -2634.075317, rho = 1.032937
nSV = 85, nBSV = 70
Total nSV = 85
.*
optimization finished, #iter = 377
nu = 0.385783
obj = -2567.889764, rho = 1.376754
nSV = 82, nBSV = 67
Total nSV = 82
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 389
nu = 0.401701
obj = -3006.458199, rho = 0.651086
nSV = 85, nBSV = 69
Total nSV = 85
.*.*
optimization finished, #iter = 488
nu = 0.386577
obj = -2929.245367, rho = 0.805434
nSV = 85, nBSV = 65
Total nSV = 85
.*.*
optimization finished, #iter = 393
nu = 0.387582
obj = -2916.210435, rho = 0.759077
nSV = 83, nBSV = 66
Total nSV = 83
.*
optimization finished, #iter = 310
nu = 0.399794
obj = -2990.451860, rho = 1.190689
nSV = 84, nBSV = 70
Total nSV = 84
.*
optimization finished, #iter = 370
nu = 0.382832
obj = -2927.593195, rho = 1.510250
nSV = 80, nBSV = 67
Total nSV = 80
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 393
nu = 0.397121
obj = -3410.993216, rho = 0.835733
nSV = 83, nBSV = 67
Total nSV = 83
..*.*
optimization finished, #iter = 651
nu = 0.381610
obj = -3333.215540, rho = 0.911619
nSV = 86, nBSV = 65
Total nSV = 86
.*.*
optimization finished, #iter = 408
nu = 0.381905
obj = -3315.122121, rho = 0.858443
nSV = 81, nBSV = 64
Total nSV = 81
.*.*
optimization finished, #iter = 541
nu = 0.394288
obj = -3395.949362, rho = 1.339006
nSV = 85, nBSV = 67
Total nSV = 85
.*
optimization finished, #iter = 376
nu = 0.380012
obj = -3337.441353, rho = 1.630080
nSV = 81, nBSV = 65
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 489
nu = 0.391742
obj = -3869.826212, rho = 0.947468
nSV = 83, nBSV = 64
Total nSV = 83
..*.*
optimization finished, #iter = 724
nu = 0.377205
obj = -3794.681222, rho = 0.952377
nSV = 84, nBSV = 64
Total nSV = 84
.*.*
optimization finished, #iter = 391
nu = 0.376905
obj = -3770.816675, rho = 0.958231
nSV = 81, nBSV = 65
Total nSV = 81
.*.*
optimization finished, #iter = 471
nu = 0.389049
obj = -3857.921314, rho = 1.391574
nSV = 85, nBSV = 66
Total nSV = 85
.*.*
optimization finished, #iter = 460
nu = 0.376874
obj = -3804.919931, rho = 1.767472
nSV = 81, nBSV = 64
Total nSV = 81
Cross Validation Accuracy = 82.5%
..*.*
optimization finished, #iter = 597
nu = 0.385851
obj = -4392.145765, rho = 1.107940
nSV = 83, nBSV = 64
Total nSV = 83
.*..*
optimization finished, #iter = 616
nu = 0.373177
obj = -4321.523793, rho = 1.055904
nSV = 85, nBSV = 64
Total nSV = 85
.*.*
optimization finished, #iter = 445
nu = 0.372554
obj = -4290.899768, rho = 1.078133
nSV = 82, nBSV = 64
Total nSV = 82
.*.*
optimization finished, #iter = 411
nu = 0.385003
obj = -4383.551859, rho = 1.486287
nSV = 83, nBSV = 65
Total nSV = 83
.*.*
optimization finished, #iter = 427
nu = 0.374300
obj = -4337.955619, rho = 1.897873
nSV = 81, nBSV = 63
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*..*
optimization finished, #iter = 610
nu = 0.380338
obj = -4987.138749, rho = 1.264248
nSV = 83, nBSV = 63
Total nSV = 83
..*..*
optimization finished, #iter = 832
nu = 0.369608
obj = -4922.766133, rho = 1.154610
nSV = 84, nBSV = 64
Total nSV = 84
.*.*
optimization finished, #iter = 395
nu = 0.368795
obj = -4883.896414, rho = 1.229572
nSV = 79, nBSV = 64
Total nSV = 79
.*..*
optimization finished, #iter = 579
nu = 0.380710
obj = -4980.421420, rho = 1.595426
nSV = 82, nBSV = 63
Total nSV = 82
..*.*
optimization finished, #iter = 680
nu = 0.371624
obj = -4945.127191, rho = 1.876082
nSV = 81, nBSV = 61
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 567
nu = 0.375521
obj = -5664.671441, rho = 1.428241
nSV = 82, nBSV = 64
Total nSV = 82
..*.*
optimization finished, #iter = 642
nu = 0.366462
obj = -5608.257145, rho = 1.212864
nSV = 84, nBSV = 64
Total nSV = 84
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 473
nu = 0.366321
obj = -5558.406839, rho = 1.392535
nSV = 77, nBSV = 64
Total nSV = 77
.*.*
optimization finished, #iter = 551
nu = 0.376121
obj = -5659.285216, rho = 1.643370
nSV = 83, nBSV = 63
Total nSV = 83
.*..*
optimization finished, #iter = 667
nu = 0.369092
obj = -5636.847277, rho = 1.993793
nSV = 82, nBSV = 61
Total nSV = 82
Cross Validation Accuracy = 82.9167%
.*..*
optimization finished, #iter = 581
nu = 0.371405
obj = -6434.790628, rho = 1.581943
nSV = 81, nBSV = 62
Total nSV = 81
..*.*
optimization finished, #iter = 649
nu = 0.363600
obj = -6389.117824, rho = 1.286003
nSV = 83, nBSV = 63
Total nSV = 83
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 492
nu = 0.363796
obj = -6323.009765, rho = 1.618097
nSV = 78, nBSV = 63
Total nSV = 78
..*.*
optimization finished, #iter = 666
nu = 0.372135
obj = -6431.314397, rho = 1.783972
nSV = 81, nBSV = 62
Total nSV = 81
..*.*
optimization finished, #iter = 750
nu = 0.366621
obj = -6424.418923, rho = 2.288413
nSV = 80, nBSV = 60
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*...*
optimization finished, #iter = 971
nu = 0.367341
obj = -7309.484607, rho = 1.921310
nSV = 81, nBSV = 59
Total nSV = 81
..*.*
optimization finished, #iter = 719
nu = 0.361254
obj = -7277.600422, rho = 1.499425
nSV = 82, nBSV = 63
Total nSV = 82
..*.*
optimization finished, #iter = 704
nu = 0.361366
obj = -7189.550226, rho = 1.884930
nSV = 77, nBSV = 59
Total nSV = 77
..*..*
optimization finished, #iter = 798
nu = 0.368468
obj = -7307.909047, rho = 2.018064
nSV = 82, nBSV = 61
Total nSV = 82
..*.*
optimization finished, #iter = 655
nu = 0.364390
obj = -7320.330733, rho = 2.646084
nSV = 80, nBSV = 60
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*...*
optimization finished, #iter = 1063
nu = 0.363689
obj = -8302.279390, rho = 2.345875
nSV = 80, nBSV = 59
Total nSV = 80
..*.*
optimization finished, #iter = 765
nu = 0.359733
obj = -8285.635007, rho = 1.708832
nSV = 80, nBSV = 61
Total nSV = 80
...*.*
optimization finished, #iter = 878
nu = 0.358411
obj = -8171.388792, rho = 2.178297
nSV = 78, nBSV = 58
Total nSV = 78
..*.*
optimization finished, #iter = 739
nu = 0.364439
obj = -8303.323924, rho = 2.463152
nSV = 82, nBSV = 59
Total nSV = 82
...*.*
optimization finished, #iter = 829
nu = 0.362087
obj = -8338.595429, rho = 3.018713
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.75%
...*.*
optimization finished, #iter = 942
nu = 0.360417
obj = -9426.949835, rho = 2.902524
nSV = 81, nBSV = 58
Total nSV = 81
...*.*
optimization finished, #iter = 914
nu = 0.358381
obj = -9425.577111, rho = 1.994737
nSV = 80, nBSV = 60
Total nSV = 80
...*..*
optimization finished, #iter = 978
nu = 0.355224
obj = -9284.266624, rho = 2.326135
nSV = 78, nBSV = 56
Total nSV = 78
..*..*
optimization finished, #iter = 841
nu = 0.360608
obj = -9434.514300, rho = 3.076199
nSV = 82, nBSV = 59
Total nSV = 82
...*..*
optimization finished, #iter = 1003
nu = 0.359557
obj = -9495.938832, rho = 3.443976
nSV = 81, nBSV = 59
Total nSV = 81
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 901
nu = 0.356971
obj = -10699.959464, rho = 3.426187
nSV = 81, nBSV = 58
Total nSV = 81
...*...*
optimization finished, #iter = 1175
nu = 0.356209
obj = -10714.053152, rho = 2.384144
nSV = 80, nBSV = 59
Total nSV = 80
....*..*
optimization finished, #iter = 1199
nu = 0.352126
obj = -10544.974986, rho = 2.584951
nSV = 78, nBSV = 54
Total nSV = 78
..*.*
optimization finished, #iter = 700
nu = 0.357453
obj = -10717.534673, rho = 3.704434
nSV = 80, nBSV = 58
Total nSV = 80
...*..*
optimization finished, #iter = 987
nu = 0.357200
obj = -10810.835610, rho = 3.898615
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.75%
...*..*
optimization finished, #iter = 1006
nu = 0.354081
obj = -12139.189105, rho = 3.763964
nSV = 80, nBSV = 57
Total nSV = 80
.....*..*
optimization finished, #iter = 1356
nu = 0.353626
obj = -12170.898367, rho = 2.429652
nSV = 79, nBSV = 56
Total nSV = 79
....*...*
optimization finished, #iter = 1356
nu = 0.348887
obj = -11972.408326, rho = 3.097405
nSV = 79, nBSV = 54
Total nSV = 79
...*.*
optimization finished, #iter = 949
nu = 0.354434
obj = -12169.379411, rho = 4.317108
nSV = 81, nBSV = 56
Total nSV = 81
...*.*
optimization finished, #iter = 848
nu = 0.355112
obj = -12302.170552, rho = 4.309063
nSV = 79, nBSV = 58
Total nSV = 79
Cross Validation Accuracy = 83.75%
...*...*
optimization finished, #iter = 1208
nu = 0.350439
obj = -13764.117374, rho = 4.199253
nSV = 81, nBSV = 55
Total nSV = 81
....*....*
optimization finished, #iter = 1699
nu = 0.350551
obj = -13818.736377, rho = 2.634784
nSV = 80, nBSV = 52
Total nSV = 80
.....*...*
optimization finished, #iter = 1556
nu = 0.345574
obj = -13587.710872, rho = 3.450695
nSV = 78, nBSV = 52
Total nSV = 78
...*..*
optimization finished, #iter = 963
nu = 0.351091
obj = -13812.966121, rho = 4.912775
nSV = 81, nBSV = 55
Total nSV = 81
...*..*
optimization finished, #iter = 1028
nu = 0.352998
obj = -13991.796671, rho = 4.754300
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 84.1667%
....*...*
optimization finished, #iter = 1389
nu = 0.346700
obj = -15601.031315, rho = 4.837528
nSV = 79, nBSV = 54
Total nSV = 79
....*..*
optimization finished, #iter = 1280
nu = 0.347442
obj = -15683.324817, rho = 3.195999
nSV = 78, nBSV = 52
Total nSV = 78
.....*....*
optimization finished, #iter = 1811
nu = 0.342331
obj = -15415.116329, rho = 3.673211
nSV = 78, nBSV = 51
Total nSV = 78
....*...*
optimization finished, #iter = 1490
nu = 0.347864
obj = -15671.412526, rho = 5.564580
nSV = 82, nBSV = 52
Total nSV = 82
....*.*
optimization finished, #iter = 1121
nu = 0.350811
obj = -15903.238439, rho = 5.226976
nSV = 80, nBSV = 55
Total nSV = 80
Cross Validation Accuracy = 84.1667%
....*...*
optimization finished, #iter = 1488
nu = 0.343793
obj = -17672.198513, rho = 5.553103
nSV = 79, nBSV = 54
Total nSV = 79
......*....*
optimization finished, #iter = 1983
nu = 0.344790
obj = -17787.634358, rho = 3.715694
nSV = 80, nBSV = 53
Total nSV = 80
......*..*
optimization finished, #iter = 1639
nu = 0.339198
obj = -17479.680112, rho = 3.974780
nSV = 77, nBSV = 51
Total nSV = 77
....*.....*
optimization finished, #iter = 1782
nu = 0.344666
obj = -17771.492276, rho = 6.281616
nSV = 80, nBSV = 52
Total nSV = 80
....*..*
optimization finished, #iter = 1242
nu = 0.348150
obj = -18065.096742, rho = 5.871676
nSV = 81, nBSV = 54
Total nSV = 81
Cross Validation Accuracy = 84.1667%
.....*....*
optimization finished, #iter = 1867
nu = 0.341236
obj = -19997.888104, rho = 6.342148
nSV = 80, nBSV = 54
Total nSV = 80
....*...*
optimization finished, #iter = 1480
nu = 0.341827
obj = -20158.952891, rho = 4.461102
nSV = 81, nBSV = 53
Total nSV = 81
......*...*
optimization finished, #iter = 1909
nu = 0.336024
obj = -19808.189091, rho = 3.966468
nSV = 78, nBSV = 51
Total nSV = 78
....*...*
optimization finished, #iter = 1356
nu = 0.341924
obj = -20139.196877, rho = 7.186001
nSV = 77, nBSV = 51
Total nSV = 77
......*..*
optimization finished, #iter = 1678
nu = 0.345620
obj = -20508.971171, rho = 6.558596
nSV = 80, nBSV = 53
Total nSV = 80
Cross Validation Accuracy = 83.3333%
....*.....*
optimization finished, #iter = 1766
nu = 0.338334
obj = -22603.393892, rho = 7.069268
nSV = 80, nBSV = 53
Total nSV = 80
......*...*
optimization finished, #iter = 1883
nu = 0.338785
obj = -22829.957691, rho = 5.386972
nSV = 80, nBSV = 51
Total nSV = 80
.......*..*
optimization finished, #iter = 1802
nu = 0.333066
obj = -22430.705238, rho = 3.936135
nSV = 78, nBSV = 51
Total nSV = 78
.....*...*
optimization finished, #iter = 1564
nu = 0.339884
obj = -22797.301550, rho = 8.351742
nSV = 76, nBSV = 52
Total nSV = 76
......*....*
optimization finished, #iter = 2098
nu = 0.342905
obj = -23267.390917, rho = 7.069514
nSV = 82, nBSV = 52
Total nSV = 82
Cross Validation Accuracy = 82.9167%
.......*.....*
optimization finished, #iter = 2318
nu = 0.335785
obj = -25513.733340, rho = 7.895345
nSV = 80, nBSV = 53
Total nSV = 80
.......*....*
optimization finished, #iter = 2198
nu = 0.335772
obj = -25832.280848, rho = 6.226266
nSV = 80, nBSV = 50
Total nSV = 80
........*...*
optimization finished, #iter = 2128
nu = 0.330662
obj = -25374.025333, rho = 3.998654
nSV = 77, nBSV = 49
Total nSV = 77
.....*......*
optimization finished, #iter = 2144
nu = 0.337677
obj = -25768.964780, rho = 9.270046
nSV = 78, nBSV = 50
Total nSV = 78
......*....*
optimization finished, #iter = 1976
nu = 0.340099
obj = -26378.449522, rho = 7.488008
nSV = 81, nBSV = 51
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.......*....*
optimization finished, #iter = 2305
nu = 0.333491
obj = -28747.979842, rho = 8.881530
nSV = 82, nBSV = 53
Total nSV = 82
.......*....*
optimization finished, #iter = 2287
nu = 0.333095
obj = -29196.949643, rho = 7.203584
nSV = 80, nBSV = 49
Total nSV = 80
.......*....*
optimization finished, #iter = 2257
nu = 0.326876
obj = -28673.227811, rho = 3.951329
nSV = 80, nBSV = 48
Total nSV = 80
.......*...*
optimization finished, #iter = 2040
nu = 0.334942
obj = -29086.159202, rho = 10.240310
nSV = 79, nBSV = 51
Total nSV = 79
........*......*
optimization finished, #iter = 2786
nu = 0.337923
obj = -29876.584338, rho = 8.073665
nSV = 81, nBSV = 50
Total nSV = 81
Cross Validation Accuracy = 82.5%
.........*.....*
optimization finished, #iter = 2801
nu = 0.330824
obj = -32325.586790, rho = 10.162111
nSV = 81, nBSV = 51
Total nSV = 81
.......*.....*
optimization finished, #iter = 2375
nu = 0.330040
obj = -32956.365238, rho = 8.432719
nSV = 82, nBSV = 48
Total nSV = 82
.......*......*
optimization finished, #iter = 2532
nu = 0.323501
obj = -32374.320309, rho = 4.025856
nSV = 78, nBSV = 46
Total nSV = 78
......*...*
optimization finished, #iter = 1816
nu = 0.332511
obj = -32775.336931, rho = 11.132321
nSV = 79, nBSV = 50
Total nSV = 79
..........*.....*
optimization finished, #iter = 3021
nu = 0.335825
obj = -33794.897678, rho = 9.019739
nSV = 83, nBSV = 50
Total nSV = 83
Cross Validation Accuracy = 82.0833%
.........*.....*
optimization finished, #iter = 2780
nu = 0.326659
obj = -36277.030806, rho = 11.264448
nSV = 80, nBSV = 50
Total nSV = 80
..........*.....*
optimization finished, #iter = 2886
nu = 0.326868
obj = -37149.699929, rho = 9.624756
nSV = 83, nBSV = 48
Total nSV = 83
........*......*
optimization finished, #iter = 2826
nu = 0.320001
obj = -36511.848748, rho = 4.269104
nSV = 79, nBSV = 45
Total nSV = 79
..........*.......*
optimization finished, #iter = 3420
nu = 0.329448
obj = -36863.114919, rho = 12.092027
nSV = 80, nBSV = 49
Total nSV = 80
...........*.....*
optimization finished, #iter = 3065
nu = 0.333587
obj = -38168.149806, rho = 9.683887
nSV = 84, nBSV = 47
Total nSV = 84
Cross Validation Accuracy = 81.6667%
...........*.....*
optimization finished, #iter = 3109
nu = 0.322301
obj = -40640.271467, rho = 11.352920
nSV = 81, nBSV = 49
Total nSV = 81
...........*.....*
optimization finished, #iter = 3203
nu = 0.322543
obj = -41823.475122, rho = 10.562001
nSV = 84, nBSV = 45
Total nSV = 84
.........*......*
optimization finished, #iter = 3050
nu = 0.316742
obj = -41123.513085, rho = 4.359176
nSV = 79, nBSV = 43
Total nSV = 79
..............*.......*
optimization finished, #iter = 4154
nu = 0.325718
obj = -41380.498697, rho = 13.352966
nSV = 80, nBSV = 47
Total nSV = 80
...............*.......*
optimization finished, #iter = 4239
nu = 0.329833
obj = -43051.538535, rho = 10.999649
nSV = 85, nBSV = 46
Total nSV = 85
Cross Validation Accuracy = 82.0833%
............*......*
optimization finished, #iter = 3506
nu = 0.316398
obj = -45447.409598, rho = 10.943130
nSV = 81, nBSV = 47
Total nSV = 81
............*.........*
optimization finished, #iter = 4135
nu = 0.317915
obj = -47033.276768, rho = 11.350956
nSV = 84, nBSV = 43
Total nSV = 84
.............*.........*
optimization finished, #iter = 4250
nu = 0.312324
obj = -46254.138482, rho = 4.924692
nSV = 79, nBSV = 41
Total nSV = 79
..............*............*
optimization finished, #iter = 5051
nu = 0.320938
obj = -46365.523703, rho = 13.506095
nSV = 79, nBSV = 44
Total nSV = 79
...............*........*
optimization finished, #iter = 4471
nu = 0.326248
obj = -48500.304224, rho = 12.509025
nSV = 86, nBSV = 45
Total nSV = 86
Cross Validation Accuracy = 81.25%
..............*........*
optimization finished, #iter = 4437
nu = 0.309838
obj = -50761.861934, rho = 10.999379
nSV = 81, nBSV = 43
Total nSV = 81
...............*......*
optimization finished, #iter = 4211
nu = 0.312561
obj = -52838.778899, rho = 12.802810
nSV = 79, nBSV = 40
Total nSV = 79
.................*..............*
optimization finished, #iter = 5967
nu = 0.307194
obj = -51968.984968, rho = 5.928144
nSV = 79, nBSV = 37
Total nSV = 79
..............*.............*
optimization finished, #iter = 5228
nu = 0.315246
obj = -51881.168812, rho = 12.216057
nSV = 77, nBSV = 43
Total nSV = 77
...............*..............*
optimization finished, #iter = 5612
nu = 0.322746
obj = -54557.139675, rho = 14.349383
nSV = 88, nBSV = 45
Total nSV = 88
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165935, rho = 0.997792
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165931, rho = 0.997918
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165928, rho = 0.997632
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165938, rho = 0.997803
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163975, rho = 0.997765
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190601, rho = 0.997463
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190596, rho = 0.997601
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190591, rho = 0.997280
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190604, rho = 0.997476
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188347, rho = 0.997432
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.218923, rho = 0.997086
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218917, rho = 0.997244
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218911, rho = 0.996876
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218927, rho = 0.997100
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216332, rho = 0.997051
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.251452, rho = 0.996665
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251443, rho = 0.996835
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251434, rho = 0.996411
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251457, rho = 0.996669
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.248472, rho = 0.996612
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.288811, rho = 0.996237
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288802, rho = 0.996161
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288789, rho = 0.995720
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288817, rho = 0.996174
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.285387, rho = 0.996014
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.331713, rho = 0.995454
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331698, rho = 0.995590
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331682, rho = 0.995084
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.331718, rho = 0.995605
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.327773, rho = 0.995421
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.380997, rho = 0.994778
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.380978, rho = 0.994935
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.380956, rho = 0.994352
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.381006, rho = 0.994780
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.376465, rho = 0.994740
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.437577, rho = 0.994002
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.437551, rho = 0.994181
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437525, rho = 0.993557
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437589, rho = 0.994004
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.432364, rho = 0.993958
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.502546, rho = 0.993110
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.502513, rho = 0.993316
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.502478, rho = 0.992599
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.502562, rho = 0.993112
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.496548, rho = 0.993060
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.577149, rho = 0.992085
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.577108, rho = 0.992212
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.577059, rho = 0.991499
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.577170, rho = 0.992088
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.570246, rho = 0.992028
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.662818, rho = 0.990907
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.662760, rho = 0.991054
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.662695, rho = 0.990235
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.662841, rho = 0.990911
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.654869, rho = 0.990595
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.761153, rho = 0.989555
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.761077, rho = 0.989724
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.760995, rho = 0.988864
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.761185, rho = 0.989560
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.752000, rho = 0.989197
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.874049, rho = 0.988002
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.873948, rho = 0.988196
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.873840, rho = 0.987209
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.874090, rho = 0.988008
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.863504, rho = 0.987590
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.003657, rho = 0.986217
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.003524, rho = 0.986440
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.003381, rho = 0.985307
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.003721, rho = 0.986375
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.991503, rho = 0.985745
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.152405, rho = 0.984168
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.152235, rho = 0.984261
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.152041, rho = 0.983122
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.152490, rho = 0.984349
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.138391, rho = 0.983625
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.323112, rho = 0.981814
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.322888, rho = 0.981921
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.322632, rho = 0.980612
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.323224, rho = 0.982022
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.306944, rho = 0.981190
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.519006, rho = 0.978861
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.518704, rho = 0.979233
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.518365, rho = 0.977729
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.519147, rho = 0.979349
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.500335, rho = 0.978393
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.743815, rho = 0.975717
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.743411, rho = 0.976144
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.742971, rho = 0.974472
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.743997, rho = 0.976277
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.722244, rho = 0.975350
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.001641, rho = 0.972105
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.001108, rho = 0.972596
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.000526, rho = 0.970676
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.001880, rho = 0.972750
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.976699, rho = 0.971685
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.297169, rho = 0.967960
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.296465, rho = 0.968524
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.295698, rho = 0.966317
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.297484, rho = 0.968700
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.268305, rho = 0.967476
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.636231, rho = 0.963194
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.635313, rho = 0.964267
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.634290, rho = 0.961308
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.636647, rho = 0.964044
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.602790, rho = 0.962639
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.024745, rho = 0.957722
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.023534, rho = 0.958954
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.022185, rho = 0.955556
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.025294, rho = 0.958699
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.985959, rho = 0.957085
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.470035, rho = 0.951435
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.468437, rho = 0.952850
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.466657, rho = 0.948946
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.470759, rho = 0.952557
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.424987, rho = 0.950703
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.980118, rho = 0.944213
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.978009, rho = 0.945838
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.975660, rho = 0.941354
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.981073, rho = 0.945502
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.927719, rho = 0.943372
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.564161, rho = 0.935917
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.561378, rho = 0.937784
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.558279, rho = 0.932632
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.565422, rho = 0.937397
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.503110, rho = 0.934950
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -5.232423, rho = 0.926389
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.228750, rho = 0.928533
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.224661, rho = 0.922616
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.234086, rho = 0.928089
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.161159, rho = 0.925278
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -5.996826, rho = 0.915442
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.991980, rho = 0.917906
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.986584, rho = 0.911109
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.999021, rho = 0.917395
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -5.913476, rho = 0.914167
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -6.870524, rho = 0.902868
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.864131, rho = 0.905698
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.857010, rho = 0.897890
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.873421, rho = 0.905112
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -6.772807, rho = 0.901403
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -7.868251, rho = 0.888426
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.859815, rho = 0.891677
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.850420, rho = 0.882708
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.872073, rho = 0.891003
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -7.753400, rho = 0.886743
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -9.006784, rho = 0.871836
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.995652, rho = 0.875570
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -8.983264, rho = 0.865267
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.011827, rho = 0.874796
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -8.871419, rho = 0.869903
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -10.304690, rho = 0.852777
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.290001, rho = 0.857067
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.273654, rho = 0.845232
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.311344, rho = 0.856178
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -10.144660, rho = 0.850556
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -11.782324, rho = 0.830885
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -11.762942, rho = 0.835812
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -11.741372, rho = 0.822217
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -11.791105, rho = 0.834791
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -11.592514, rho = 0.828333
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -13.462041, rho = 0.805739
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.436466, rho = 0.811399
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.408021, rho = 0.794964
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.473627, rho = 0.810226
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.236113, rho = 0.802808
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -15.368565, rho = 0.776853
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -15.334819, rho = 0.783354
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -15.297286, rho = 0.764475
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -15.383853, rho = 0.782007
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -15.098624, rho = 0.773486
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -17.528381, rho = 0.743668
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -17.483851, rho = 0.751136
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -17.434324, rho = 0.729426
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -17.548553, rho = 0.749588
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.204548, rho = 0.739801
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -19.968760, rho = 0.705555
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -19.910004, rho = 0.714133
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -19.844654, rho = 0.689196
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -19.995377, rho = 0.712355
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -19.578641, rho = 0.701113
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -22.719630, rho = 0.661765
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -22.642098, rho = 0.671619
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -22.555865, rho = 0.642973
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -22.754752, rho = 0.669577
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -22.247554, rho = 0.656662
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -25.808994, rho = 0.611728
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -25.706689, rho = 0.622793
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -25.592906, rho = 0.589888
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -25.855334, rho = 0.620447
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -25.235144, rho = 0.605612
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -29.264829, rho = 0.554007
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -29.129846, rho = 0.566950
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -28.979718, rho = 0.528920
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -29.325972, rho = 0.564023
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -28.564011, rho = 0.546982
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 57.0833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -33.114728, rho = 0.487671
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -32.936605, rho = 0.502271
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -32.738495, rho = 0.458852
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -33.195411, rho = 0.499176
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -32.254671, rho = 0.479601
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 64.5833%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -37.375093, rho = 0.411628
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.885417
obj = -37.140017, rho = 0.428266
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -36.878616, rho = 0.378391
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -37.481507, rho = 0.424711
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -36.314563, rho = 0.402225
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 70.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -42.056759, rho = 0.323688
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -41.746586, rho = 0.343261
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -41.401685, rho = 0.285989
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -42.197170, rho = 0.339176
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -40.742820, rho = 0.313348
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -47.156453, rho = 0.223102
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -46.747157, rho = 0.245586
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -46.292050, rho = 0.180051
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -47.341736, rho = 0.240894
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -45.520737, rho = 0.211224
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -52.644104, rho = 0.108140
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 85
nu = 0.875000
obj = -52.126303, rho = 0.164518
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 90
nu = 0.874571
obj = -51.543624, rho = 0.089174
nSV = 170, nBSV = 165
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.883755
obj = -52.889002, rho = 0.138765
nSV = 170, nBSV = 168
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.869110
obj = -50.631139, rho = 0.126506
nSV = 168, nBSV = 165
Total nSV = 168
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 83
nu = 0.849741
obj = -58.629071, rho = 0.085291
nSV = 165, nBSV = 163
Total nSV = 165
*
optimization finished, #iter = 86
nu = 0.847414
obj = -58.035155, rho = 0.139612
nSV = 164, nBSV = 161
Total nSV = 164
*
optimization finished, #iter = 85
nu = 0.837011
obj = -57.378227, rho = 0.077185
nSV = 162, nBSV = 159
Total nSV = 162
*
optimization finished, #iter = 88
nu = 0.859577
obj = -58.942856, rho = 0.103978
nSV = 167, nBSV = 164
Total nSV = 167
*
optimization finished, #iter = 83
nu = 0.836529
obj = -56.257361, rho = 0.114716
nSV = 160, nBSV = 157
Total nSV = 160
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.826734
obj = -65.309864, rho = 0.069321
nSV = 163, nBSV = 158
Total nSV = 163
*
optimization finished, #iter = 80
nu = 0.822917
obj = -64.696688, rho = 0.103986
nSV = 159, nBSV = 157
Total nSV = 159
*
optimization finished, #iter = 83
nu = 0.811308
obj = -63.965549, rho = 0.050721
nSV = 157, nBSV = 154
Total nSV = 157
*
optimization finished, #iter = 89
nu = 0.824475
obj = -65.744565, rho = 0.111660
nSV = 161, nBSV = 157
Total nSV = 161
*
optimization finished, #iter = 88
nu = 0.803143
obj = -62.596713, rho = 0.113051
nSV = 155, nBSV = 151
Total nSV = 155
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.801349
obj = -72.773205, rho = 0.059401
nSV = 156, nBSV = 152
Total nSV = 156
*
optimization finished, #iter = 80
nu = 0.798536
obj = -72.050214, rho = 0.126625
nSV = 156, nBSV = 151
Total nSV = 156
*
optimization finished, #iter = 80
nu = 0.781500
obj = -71.338827, rho = 0.041909
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 83
nu = 0.800794
obj = -73.412181, rho = 0.137482
nSV = 155, nBSV = 152
Total nSV = 155
*
optimization finished, #iter = 79
nu = 0.778300
obj = -69.717179, rho = 0.147733
nSV = 151, nBSV = 148
Total nSV = 151
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.772190
obj = -81.130918, rho = 0.057360
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 84
nu = 0.771425
obj = -80.288493, rho = 0.119971
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 85
nu = 0.756759
obj = -79.634849, rho = 0.037365
nSV = 149, nBSV = 144
Total nSV = 149
*
optimization finished, #iter = 83
nu = 0.781250
obj = -81.975747, rho = 0.122434
nSV = 152, nBSV = 148
Total nSV = 152
*
optimization finished, #iter = 87
nu = 0.755659
obj = -77.571312, rho = 0.135099
nSV = 148, nBSV = 142
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.752874
obj = -90.478192, rho = 0.067420
nSV = 147, nBSV = 143
Total nSV = 147
*
optimization finished, #iter = 74
nu = 0.750000
obj = -89.476121, rho = 0.092562
nSV = 145, nBSV = 143
Total nSV = 145
*
optimization finished, #iter = 78
nu = 0.738116
obj = -88.925576, rho = 0.031213
nSV = 143, nBSV = 139
Total nSV = 143
*
optimization finished, #iter = 84
nu = 0.758854
obj = -91.494663, rho = 0.100517
nSV = 147, nBSV = 143
Total nSV = 147
*
optimization finished, #iter = 84
nu = 0.725763
obj = -86.402665, rho = 0.138605
nSV = 142, nBSV = 136
Total nSV = 142
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 75
nu = 0.726362
obj = -100.932040, rho = 0.079906
nSV = 142, nBSV = 138
Total nSV = 142
*
optimization finished, #iter = 83
nu = 0.727014
obj = -99.689349, rho = 0.084098
nSV = 142, nBSV = 136
Total nSV = 142
*
optimization finished, #iter = 77
nu = 0.717144
obj = -99.282704, rho = 0.015687
nSV = 139, nBSV = 136
Total nSV = 139
*
optimization finished, #iter = 81
nu = 0.732890
obj = -102.171181, rho = 0.120197
nSV = 144, nBSV = 140
Total nSV = 144
*
optimization finished, #iter = 84
nu = 0.705304
obj = -96.279857, rho = 0.125091
nSV = 138, nBSV = 131
Total nSV = 138
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.698285
obj = -112.708320, rho = 0.090370
nSV = 139, nBSV = 133
Total nSV = 139
*
optimization finished, #iter = 93
nu = 0.697003
obj = -111.202198, rho = 0.082788
nSV = 138, nBSV = 131
Total nSV = 138
*
optimization finished, #iter = 98
nu = 0.690975
obj = -110.866651, rho = 0.018602
nSV = 136, nBSV = 129
Total nSV = 136
*
optimization finished, #iter = 79
nu = 0.714257
obj = -114.167669, rho = 0.115200
nSV = 138, nBSV = 136
Total nSV = 138
*
optimization finished, #iter = 80
nu = 0.680288
obj = -107.366716, rho = 0.111232
nSV = 133, nBSV = 127
Total nSV = 133
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 78
nu = 0.679994
obj = -125.993723, rho = 0.074445
nSV = 133, nBSV = 128
Total nSV = 133
*
optimization finished, #iter = 81
nu = 0.673083
obj = -124.280837, rho = 0.100625
nSV = 131, nBSV = 126
Total nSV = 131
*
optimization finished, #iter = 78
nu = 0.666302
obj = -124.047255, rho = 0.010728
nSV = 132, nBSV = 126
Total nSV = 132
*
optimization finished, #iter = 83
nu = 0.692397
obj = -127.560723, rho = 0.123202
nSV = 136, nBSV = 130
Total nSV = 136
*
optimization finished, #iter = 79
nu = 0.655514
obj = -119.898571, rho = 0.141321
nSV = 127, nBSV = 122
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.655248
obj = -140.965713, rho = 0.087154
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 79
nu = 0.650463
obj = -139.043476, rho = 0.125067
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 76
nu = 0.650256
obj = -138.872873, rho = -0.013343
nSV = 128, nBSV = 121
Total nSV = 128
*
optimization finished, #iter = 78
nu = 0.672013
obj = -142.648991, rho = 0.156603
nSV = 130, nBSV = 126
Total nSV = 130
*
optimization finished, #iter = 76
nu = 0.635017
obj = -134.063142, rho = 0.166685
nSV = 122, nBSV = 119
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 80
nu = 0.634258
obj = -157.938744, rho = 0.116603
nSV = 125, nBSV = 121
Total nSV = 125
*
optimization finished, #iter = 80
nu = 0.635541
obj = -155.624322, rho = 0.098847
nSV = 125, nBSV = 119
Total nSV = 125
*
optimization finished, #iter = 70
nu = 0.630184
obj = -155.572544, rho = -0.018648
nSV = 123, nBSV = 119
Total nSV = 123
*
optimization finished, #iter = 102
nu = 0.650398
obj = -159.567679, rho = 0.194153
nSV = 130, nBSV = 121
Total nSV = 130
*
optimization finished, #iter = 74
nu = 0.616407
obj = -149.966324, rho = 0.180817
nSV = 119, nBSV = 115
Total nSV = 119
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 84
nu = 0.617569
obj = -177.127604, rho = 0.115768
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 87
nu = 0.616607
obj = -174.235815, rho = 0.106856
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 69
nu = 0.615717
obj = -174.319596, rho = -0.002454
nSV = 120, nBSV = 114
Total nSV = 120
*
optimization finished, #iter = 101
nu = 0.628015
obj = -178.781575, rho = 0.242482
nSV = 125, nBSV = 116
Total nSV = 125
*
optimization finished, #iter = 95
nu = 0.596130
obj = -167.876726, rho = 0.217281
nSV = 116, nBSV = 111
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 71
nu = 0.601355
obj = -198.759784, rho = 0.111529
nSV = 119, nBSV = 114
Total nSV = 119
*
optimization finished, #iter = 73
nu = 0.599377
obj = -195.229326, rho = 0.118791
nSV = 118, nBSV = 114
Total nSV = 118
*
optimization finished, #iter = 75
nu = 0.598341
obj = -195.363825, rho = -0.001471
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 96
nu = 0.613144
obj = -200.478252, rho = 0.258173
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 72
nu = 0.578269
obj = -188.171466, rho = 0.222236
nSV = 113, nBSV = 109
Total nSV = 113
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.584581
obj = -223.127138, rho = 0.109541
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 73
nu = 0.583522
obj = -218.768300, rho = 0.112353
nSV = 115, nBSV = 108
Total nSV = 115
*
optimization finished, #iter = 106
nu = 0.579810
obj = -219.114882, rho = 0.024162
nSV = 116, nBSV = 107
Total nSV = 116
*
optimization finished, #iter = 101
nu = 0.596373
obj = -224.787546, rho = 0.235277
nSV = 120, nBSV = 111
Total nSV = 120
*
optimization finished, #iter = 71
nu = 0.561264
obj = -211.100111, rho = 0.258744
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 89
nu = 0.570620
obj = -250.676200, rho = 0.115015
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 107
nu = 0.568639
obj = -245.203578, rho = 0.131782
nSV = 112, nBSV = 105
Total nSV = 112
*
optimization finished, #iter = 77
nu = 0.563163
obj = -246.043807, rho = 0.048926
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 87
nu = 0.580635
obj = -252.256825, rho = 0.206281
nSV = 115, nBSV = 107
Total nSV = 115
*
optimization finished, #iter = 72
nu = 0.544862
obj = -237.067089, rho = 0.264283
nSV = 108, nBSV = 103
Total nSV = 108
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 114
nu = 0.552212
obj = -281.888733, rho = 0.150013
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 101
nu = 0.549383
obj = -275.138677, rho = 0.186494
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 84
nu = 0.548393
obj = -276.496548, rho = 0.048588
nSV = 109, nBSV = 101
Total nSV = 109
*
optimization finished, #iter = 115
nu = 0.563400
obj = -283.341523, rho = 0.205258
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 84
nu = 0.532943
obj = -266.388878, rho = 0.266737
nSV = 104, nBSV = 98
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 81
nu = 0.537878
obj = -317.549697, rho = 0.204477
nSV = 108, nBSV = 102
Total nSV = 108
*
optimization finished, #iter = 86
nu = 0.534167
obj = -309.207633, rho = 0.239327
nSV = 107, nBSV = 99
Total nSV = 107
*
optimization finished, #iter = 84
nu = 0.533763
obj = -311.074575, rho = 0.035124
nSV = 106, nBSV = 99
Total nSV = 106
*
optimization finished, #iter = 109
nu = 0.547903
obj = -318.653100, rho = 0.195655
nSV = 111, nBSV = 102
Total nSV = 111
*
optimization finished, #iter = 91
nu = 0.518797
obj = -299.439232, rho = 0.279841
nSV = 103, nBSV = 93
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 73
nu = 0.527425
obj = -357.870556, rho = 0.274793
nSV = 104, nBSV = 99
Total nSV = 104
*
optimization finished, #iter = 104
nu = 0.519714
obj = -347.826579, rho = 0.248800
nSV = 103, nBSV = 94
Total nSV = 103
*
optimization finished, #iter = 86
nu = 0.518770
obj = -350.308158, rho = 0.070454
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 111
nu = 0.532932
obj = -358.703856, rho = 0.208738
nSV = 108, nBSV = 98
Total nSV = 108
*
optimization finished, #iter = 106
nu = 0.503101
obj = -337.061403, rho = 0.309479
nSV = 100, nBSV = 91
Total nSV = 100
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 79
nu = 0.513413
obj = -403.495754, rho = 0.332575
nSV = 103, nBSV = 96
Total nSV = 103
*
optimization finished, #iter = 99
nu = 0.504826
obj = -391.710185, rho = 0.236304
nSV = 102, nBSV = 91
Total nSV = 102
*
optimization finished, #iter = 89
nu = 0.505719
obj = -395.086568, rho = 0.117838
nSV = 100, nBSV = 94
Total nSV = 100
*
optimization finished, #iter = 122
nu = 0.519729
obj = -404.281614, rho = 0.235230
nSV = 105, nBSV = 97
Total nSV = 105
*
optimization finished, #iter = 133
nu = 0.492300
obj = -379.796697, rho = 0.381319
nSV = 97, nBSV = 87
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 69
nu = 0.504416
obj = -455.347317, rho = 0.349694
nSV = 99, nBSV = 94
Total nSV = 99
*
optimization finished, #iter = 102
nu = 0.493007
obj = -441.756791, rho = 0.249187
nSV = 99, nBSV = 90
Total nSV = 99
*
optimization finished, #iter = 81
nu = 0.496202
obj = -445.811445, rho = 0.171810
nSV = 99, nBSV = 93
Total nSV = 99
*
optimization finished, #iter = 103
nu = 0.508855
obj = -455.914103, rho = 0.278044
nSV = 103, nBSV = 94
Total nSV = 103
*
optimization finished, #iter = 127
nu = 0.478680
obj = -428.355059, rho = 0.458400
nSV = 97, nBSV = 85
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 110
nu = 0.491776
obj = -514.090557, rho = 0.346259
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 108
nu = 0.481183
obj = -498.512774, rho = 0.246719
nSV = 97, nBSV = 87
Total nSV = 97
*
optimization finished, #iter = 97
nu = 0.486747
obj = -503.093300, rho = 0.192380
nSV = 97, nBSV = 89
Total nSV = 97
*
optimization finished, #iter = 140
nu = 0.496302
obj = -514.495917, rho = 0.325560
nSV = 100, nBSV = 90
Total nSV = 100
*
optimization finished, #iter = 152
nu = 0.467613
obj = -483.783638, rho = 0.527732
nSV = 95, nBSV = 83
Total nSV = 95
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 105
nu = 0.479657
obj = -581.269910, rho = 0.352315
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 102
nu = 0.470670
obj = -563.186133, rho = 0.231777
nSV = 93, nBSV = 85
Total nSV = 93
*
optimization finished, #iter = 86
nu = 0.475954
obj = -568.141343, rho = 0.204726
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 128
nu = 0.483967
obj = -581.424765, rho = 0.378783
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 146
nu = 0.456701
obj = -546.939541, rho = 0.547386
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 90
nu = 0.471410
obj = -657.962698, rho = 0.377702
nSV = 94, nBSV = 88
Total nSV = 94
*
optimization finished, #iter = 134
nu = 0.460636
obj = -636.746482, rho = 0.213395
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 85
nu = 0.466887
obj = -641.827571, rho = 0.198772
nSV = 93, nBSV = 85
Total nSV = 93
*
optimization finished, #iter = 100
nu = 0.474290
obj = -657.767814, rho = 0.457160
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 182
nu = 0.446612
obj = -619.027319, rho = 0.579450
nSV = 93, nBSV = 78
Total nSV = 93
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 103
nu = 0.464828
obj = -744.612434, rho = 0.386146
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 128
nu = 0.452689
obj = -720.375110, rho = 0.183914
nSV = 91, nBSV = 81
Total nSV = 91
*
optimization finished, #iter = 101
nu = 0.456807
obj = -725.731474, rho = 0.225763
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 93
nu = 0.467225
obj = -744.407353, rho = 0.478967
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 179
nu = 0.437015
obj = -701.490341, rho = 0.628616
nSV = 91, nBSV = 77
Total nSV = 91
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 105
nu = 0.457056
obj = -842.972545, rho = 0.381244
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 162
nu = 0.444129
obj = -815.367530, rho = 0.220869
nSV = 91, nBSV = 80
Total nSV = 91
*
optimization finished, #iter = 108
nu = 0.449180
obj = -821.167726, rho = 0.238802
nSV = 89, nBSV = 83
Total nSV = 89
*
optimization finished, #iter = 120
nu = 0.458776
obj = -842.620061, rho = 0.493590
nSV = 94, nBSV = 84
Total nSV = 94
*.*
optimization finished, #iter = 195
nu = 0.428328
obj = -795.888533, rho = 0.708289
nSV = 88, nBSV = 76
Total nSV = 88
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 117
nu = 0.448056
obj = -954.841410, rho = 0.413238
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 157
nu = 0.437025
obj = -923.440023, rho = 0.256077
nSV = 88, nBSV = 77
Total nSV = 88
*
optimization finished, #iter = 120
nu = 0.442029
obj = -929.153720, rho = 0.233007
nSV = 89, nBSV = 80
Total nSV = 89
*
optimization finished, #iter = 113
nu = 0.452294
obj = -954.249366, rho = 0.548077
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 169
nu = 0.421277
obj = -903.903301, rho = 0.782024
nSV = 87, nBSV = 77
Total nSV = 87
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 109
nu = 0.441514
obj = -1082.070249, rho = 0.444094
nSV = 89, nBSV = 81
Total nSV = 89
*.*
optimization finished, #iter = 217
nu = 0.429762
obj = -1046.081395, rho = 0.233176
nSV = 88, nBSV = 76
Total nSV = 88
*
optimization finished, #iter = 123
nu = 0.433464
obj = -1051.986207, rho = 0.194332
nSV = 87, nBSV = 80
Total nSV = 87
*
optimization finished, #iter = 169
nu = 0.446047
obj = -1080.424765, rho = 0.579013
nSV = 91, nBSV = 79
Total nSV = 91
*
optimization finished, #iter = 175
nu = 0.416331
obj = -1026.996390, rho = 0.859160
nSV = 86, nBSV = 74
Total nSV = 86
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.435160
obj = -1226.527047, rho = 0.452065
nSV = 87, nBSV = 80
Total nSV = 87
*.*
optimization finished, #iter = 254
nu = 0.422642
obj = -1185.539965, rho = 0.232855
nSV = 88, nBSV = 74
Total nSV = 88
*
optimization finished, #iter = 116
nu = 0.427826
obj = -1191.408898, rho = 0.246032
nSV = 87, nBSV = 78
Total nSV = 87
*.*
optimization finished, #iter = 194
nu = 0.439912
obj = -1223.268496, rho = 0.585224
nSV = 89, nBSV = 77
Total nSV = 89
*.*
optimization finished, #iter = 268
nu = 0.410911
obj = -1167.116385, rho = 0.899712
nSV = 85, nBSV = 70
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 112
nu = 0.428596
obj = -1390.474485, rho = 0.427257
nSV = 87, nBSV = 77
Total nSV = 87
.*
optimization finished, #iter = 232
nu = 0.415216
obj = -1344.503973, rho = 0.276705
nSV = 88, nBSV = 74
Total nSV = 88
*.*
optimization finished, #iter = 195
nu = 0.421826
obj = -1349.162812, rho = 0.341462
nSV = 86, nBSV = 76
Total nSV = 86
*.*
optimization finished, #iter = 196
nu = 0.432467
obj = -1385.124432, rho = 0.615850
nSV = 88, nBSV = 76
Total nSV = 88
*.*
optimization finished, #iter = 253
nu = 0.404920
obj = -1327.072079, rho = 0.960522
nSV = 85, nBSV = 69
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 112
nu = 0.421940
obj = -1577.086201, rho = 0.419568
nSV = 86, nBSV = 77
Total nSV = 86
.*
optimization finished, #iter = 339
nu = 0.409199
obj = -1525.676393, rho = 0.313856
nSV = 85, nBSV = 71
Total nSV = 85
*.*
optimization finished, #iter = 219
nu = 0.414985
obj = -1527.850386, rho = 0.411351
nSV = 86, nBSV = 72
Total nSV = 86
*.*
optimization finished, #iter = 226
nu = 0.424970
obj = -1569.267084, rho = 0.663863
nSV = 87, nBSV = 75
Total nSV = 87
.*
optimization finished, #iter = 309
nu = 0.399426
obj = -1509.925968, rho = 1.012726
nSV = 85, nBSV = 69
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 162
nu = 0.416281
obj = -1789.264052, rho = 0.407296
nSV = 87, nBSV = 76
Total nSV = 87
.*.*
optimization finished, #iter = 385
nu = 0.403235
obj = -1731.772550, rho = 0.430375
nSV = 86, nBSV = 69
Total nSV = 86
.*
optimization finished, #iter = 281
nu = 0.407312
obj = -1731.291844, rho = 0.472548
nSV = 84, nBSV = 71
Total nSV = 84
*.*
optimization finished, #iter = 237
nu = 0.418668
obj = -1778.383347, rho = 0.738352
nSV = 86, nBSV = 74
Total nSV = 86
.*
optimization finished, #iter = 379
nu = 0.394292
obj = -1718.988123, rho = 1.075053
nSV = 85, nBSV = 67
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*.*
optimization finished, #iter = 206
nu = 0.412097
obj = -2029.823143, rho = 0.480615
nSV = 86, nBSV = 73
Total nSV = 86
.*.*
optimization finished, #iter = 462
nu = 0.396937
obj = -1966.874325, rho = 0.532105
nSV = 85, nBSV = 67
Total nSV = 85
.*
optimization finished, #iter = 365
nu = 0.399803
obj = -1963.442077, rho = 0.526716
nSV = 85, nBSV = 69
Total nSV = 85
.*
optimization finished, #iter = 306
nu = 0.411875
obj = -2016.253078, rho = 0.838609
nSV = 87, nBSV = 71
Total nSV = 87
.*
optimization finished, #iter = 339
nu = 0.389702
obj = -1958.070629, rho = 1.190235
nSV = 84, nBSV = 67
Total nSV = 84
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 294
nu = 0.407545
obj = -2301.767232, rho = 0.548263
nSV = 86, nBSV = 72
Total nSV = 86
.*.*
optimization finished, #iter = 481
nu = 0.391426
obj = -2235.091089, rho = 0.649194
nSV = 85, nBSV = 65
Total nSV = 85
.*
optimization finished, #iter = 330
nu = 0.393222
obj = -2228.478977, rho = 0.637055
nSV = 83, nBSV = 66
Total nSV = 83
.*
optimization finished, #iter = 354
nu = 0.405434
obj = -2287.146804, rho = 1.004820
nSV = 85, nBSV = 70
Total nSV = 85
.*
optimization finished, #iter = 344
nu = 0.385798
obj = -2231.298769, rho = 1.341601
nSV = 82, nBSV = 67
Total nSV = 82
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 392
nu = 0.401620
obj = -2610.499812, rho = 0.617487
nSV = 85, nBSV = 69
Total nSV = 85
.*.*
optimization finished, #iter = 535
nu = 0.385704
obj = -2541.417010, rho = 0.764978
nSV = 85, nBSV = 65
Total nSV = 85
.*.*
optimization finished, #iter = 461
nu = 0.386964
obj = -2531.030248, rho = 0.742736
nSV = 82, nBSV = 65
Total nSV = 82
.*
optimization finished, #iter = 371
nu = 0.399647
obj = -2595.491876, rho = 1.148209
nSV = 85, nBSV = 69
Total nSV = 85
.*
optimization finished, #iter = 301
nu = 0.382859
obj = -2543.070812, rho = 1.468171
nSV = 81, nBSV = 67
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 335
nu = 0.396804
obj = -2960.794321, rho = 0.774969
nSV = 83, nBSV = 68
Total nSV = 83
.*.*
optimization finished, #iter = 550
nu = 0.380845
obj = -2891.387041, rho = 0.805495
nSV = 85, nBSV = 65
Total nSV = 85
.*.*
optimization finished, #iter = 451
nu = 0.381296
obj = -2876.646006, rho = 0.820356
nSV = 82, nBSV = 65
Total nSV = 82
.*.*
optimization finished, #iter = 470
nu = 0.393846
obj = -2946.359699, rho = 1.262259
nSV = 85, nBSV = 67
Total nSV = 85
.*.*
optimization finished, #iter = 403
nu = 0.379862
obj = -2898.196329, rho = 1.579469
nSV = 81, nBSV = 65
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 505
nu = 0.391510
obj = -3357.780657, rho = 0.940355
nSV = 83, nBSV = 64
Total nSV = 83
.*..*
optimization finished, #iter = 698
nu = 0.376404
obj = -3290.834365, rho = 0.858475
nSV = 86, nBSV = 64
Total nSV = 86
.*.*
optimization finished, #iter = 425
nu = 0.376403
obj = -3271.137169, rho = 0.921635
nSV = 82, nBSV = 65
Total nSV = 82
.*.*
optimization finished, #iter = 402
nu = 0.388851
obj = -3345.809168, rho = 1.327786
nSV = 85, nBSV = 67
Total nSV = 85
.*.*
optimization finished, #iter = 416
nu = 0.376644
obj = -3303.107750, rho = 1.668081
nSV = 81, nBSV = 64
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 543
nu = 0.385587
obj = -3809.275594, rho = 1.094532
nSV = 83, nBSV = 63
Total nSV = 83
.*..*
optimization finished, #iter = 679
nu = 0.372417
obj = -3746.716058, rho = 0.947903
nSV = 85, nBSV = 64
Total nSV = 85
.*.*
optimization finished, #iter = 492
nu = 0.372097
obj = -3720.967895, rho = 1.045657
nSV = 82, nBSV = 64
Total nSV = 82
.*
optimization finished, #iter = 363
nu = 0.384777
obj = -3799.525930, rho = 1.436649
nSV = 82, nBSV = 65
Total nSV = 82
.*.*
optimization finished, #iter = 422
nu = 0.374029
obj = -3764.510106, rho = 1.746459
nSV = 81, nBSV = 63
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 427
nu = 0.380065
obj = -4323.226908, rho = 1.243844
nSV = 83, nBSV = 63
Total nSV = 83
..*.*
optimization finished, #iter = 609
nu = 0.368958
obj = -4266.502669, rho = 1.046912
nSV = 84, nBSV = 64
Total nSV = 84
.*.*
optimization finished, #iter = 393
nu = 0.368638
obj = -4233.294380, rho = 1.199651
nSV = 79, nBSV = 64
Total nSV = 79
.*.*
optimization finished, #iter = 520
nu = 0.380006
obj = -4314.553873, rho = 1.489558
nSV = 83, nBSV = 63
Total nSV = 83
..*.*
optimization finished, #iter = 613
nu = 0.371288
obj = -4289.892519, rho = 1.776319
nSV = 81, nBSV = 62
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 489
nu = 0.375322
obj = -4907.668034, rho = 1.391679
nSV = 82, nBSV = 64
Total nSV = 82
..*.*
optimization finished, #iter = 692
nu = 0.365683
obj = -4858.608053, rho = 1.119124
nSV = 86, nBSV = 64
Total nSV = 86
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 471
nu = 0.366295
obj = -4814.369244, rho = 1.388778
nSV = 78, nBSV = 63
Total nSV = 78
..*.*
optimization finished, #iter = 623
nu = 0.375333
obj = -4900.274116, rho = 1.581057
nSV = 82, nBSV = 62
Total nSV = 82
.*..*
optimization finished, #iter = 669
nu = 0.368671
obj = -4887.887624, rho = 1.954067
nSV = 81, nBSV = 61
Total nSV = 81
Cross Validation Accuracy = 83.3333%
..*
optimization finished, #iter = 555
nu = 0.370961
obj = -5571.295666, rho = 1.638929
nSV = 81, nBSV = 62
Total nSV = 81
..*.*
optimization finished, #iter = 682
nu = 0.362893
obj = -5532.716273, rho = 1.251530
nSV = 83, nBSV = 63
Total nSV = 83
..*.*
optimization finished, #iter = 588
nu = 0.363422
obj = -5472.870281, rho = 1.640769
nSV = 78, nBSV = 62
Total nSV = 78
.*.*
optimization finished, #iter = 552
nu = 0.371188
obj = -5566.084264, rho = 1.820641
nSV = 82, nBSV = 62
Total nSV = 82
.*.*
optimization finished, #iter = 572
nu = 0.366234
obj = -5568.222449, rho = 2.224672
nSV = 80, nBSV = 60
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*...*
optimization finished, #iter = 1060
nu = 0.366844
obj = -6324.243951, rho = 2.036068
nSV = 82, nBSV = 59
Total nSV = 82
..*
optimization finished, #iter = 544
nu = 0.360964
obj = -6298.260438, rho = 1.422520
nSV = 80, nBSV = 63
Total nSV = 80
..*..*
optimization finished, #iter = 819
nu = 0.360638
obj = -6218.708592, rho = 1.833328
nSV = 77, nBSV = 58
Total nSV = 77
..*.*
optimization finished, #iter = 625
nu = 0.367401
obj = -6321.452884, rho = 2.086053
nSV = 82, nBSV = 60
Total nSV = 82
..*.*
optimization finished, #iter = 687
nu = 0.363848
obj = -6341.430117, rho = 2.551504
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 844
nu = 0.363217
obj = -7177.524832, rho = 2.516083
nSV = 81, nBSV = 57
Total nSV = 81
..*.*
optimization finished, #iter = 613
nu = 0.359571
obj = -7164.364671, rho = 1.697274
nSV = 80, nBSV = 60
Total nSV = 80
..*..*
optimization finished, #iter = 776
nu = 0.357352
obj = -7063.308203, rho = 1.947490
nSV = 78, nBSV = 57
Total nSV = 78
..*.*
optimization finished, #iter = 709
nu = 0.363218
obj = -7178.966154, rho = 2.599290
nSV = 82, nBSV = 59
Total nSV = 82
..*..*
optimization finished, #iter = 912
nu = 0.361500
obj = -7219.644173, rho = 2.905427
nSV = 81, nBSV = 58
Total nSV = 81
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 846
nu = 0.359464
obj = -8143.138181, rho = 2.972026
nSV = 81, nBSV = 57
Total nSV = 81
..*.*
optimization finished, #iter = 721
nu = 0.357586
obj = -8142.613265, rho = 1.935962
nSV = 80, nBSV = 59
Total nSV = 80
...*.*
optimization finished, #iter = 919
nu = 0.354087
obj = -8019.909137, rho = 2.146154
nSV = 78, nBSV = 55
Total nSV = 78
..*.*
optimization finished, #iter = 659
nu = 0.359673
obj = -8151.860736, rho = 3.149610
nSV = 80, nBSV = 59
Total nSV = 80
...*.*
optimization finished, #iter = 790
nu = 0.358905
obj = -8216.830145, rho = 3.287469
nSV = 80, nBSV = 59
Total nSV = 80
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 748
nu = 0.356157
obj = -9235.239391, rho = 3.290803
nSV = 80, nBSV = 56
Total nSV = 80
...*...*
optimization finished, #iter = 1158
nu = 0.355195
obj = -9247.751082, rho = 2.186501
nSV = 79, nBSV = 56
Total nSV = 79
...*..*
optimization finished, #iter = 1013
nu = 0.350494
obj = -9103.275633, rho = 2.553496
nSV = 79, nBSV = 55
Total nSV = 79
...*.*
optimization finished, #iter = 944
nu = 0.356468
obj = -9252.725164, rho = 3.716572
nSV = 81, nBSV = 58
Total nSV = 81
...*.*
optimization finished, #iter = 787
nu = 0.356567
obj = -9348.095489, rho = 3.727544
nSV = 79, nBSV = 58
Total nSV = 79
Cross Validation Accuracy = 83.3333%
....*..*
optimization finished, #iter = 1170
nu = 0.352637
obj = -10467.568180, rho = 3.656589
nSV = 81, nBSV = 55
Total nSV = 81
....*..*
optimization finished, #iter = 1332
nu = 0.351977
obj = -10497.094667, rho = 2.329256
nSV = 80, nBSV = 53
Total nSV = 80
....*...*
optimization finished, #iter = 1423
nu = 0.347086
obj = -10329.454239, rho = 2.843718
nSV = 79, nBSV = 52
Total nSV = 79
...*..*
optimization finished, #iter = 1114
nu = 0.352854
obj = -10498.757094, rho = 4.230081
nSV = 81, nBSV = 55
Total nSV = 81
...*.*
optimization finished, #iter = 862
nu = 0.354278
obj = -10629.920019, rho = 4.095796
nSV = 80, nBSV = 58
Total nSV = 80
Cross Validation Accuracy = 83.75%
...*..*
optimization finished, #iter = 1114
nu = 0.348509
obj = -11860.098015, rho = 4.188285
nSV = 80, nBSV = 54
Total nSV = 80
...*...*
optimization finished, #iter = 1173
nu = 0.348697
obj = -11910.498742, rho = 2.833823
nSV = 79, nBSV = 52
Total nSV = 79
....*..*
optimization finished, #iter = 1342
nu = 0.343661
obj = -11716.701779, rho = 3.027426
nSV = 79, nBSV = 52
Total nSV = 79
....*..*
optimization finished, #iter = 1325
nu = 0.349474
obj = -11907.675324, rho = 4.777643
nSV = 82, nBSV = 54
Total nSV = 82
....*.*
optimization finished, #iter = 1039
nu = 0.352122
obj = -12079.708422, rho = 4.535535
nSV = 80, nBSV = 57
Total nSV = 80
Cross Validation Accuracy = 84.1667%
....*..*
optimization finished, #iter = 1219
nu = 0.345410
obj = -13430.489930, rho = 4.775277
nSV = 79, nBSV = 54
Total nSV = 79
...*..*
optimization finished, #iter = 1093
nu = 0.345840
obj = -13505.861042, rho = 3.296662
nSV = 80, nBSV = 53
Total nSV = 80
.....*..*
optimization finished, #iter = 1383
nu = 0.340450
obj = -13283.748017, rho = 3.278446
nSV = 78, nBSV = 52
Total nSV = 78
....*...*
optimization finished, #iter = 1375
nu = 0.346041
obj = -13499.672124, rho = 5.427714
nSV = 80, nBSV = 52
Total nSV = 80
....*...*
optimization finished, #iter = 1397
nu = 0.349478
obj = -13718.211820, rho = 5.060373
nSV = 81, nBSV = 54
Total nSV = 81
Cross Validation Accuracy = 83.75%
.....*..*
optimization finished, #iter = 1464
nu = 0.342593
obj = -15194.093843, rho = 5.463955
nSV = 80, nBSV = 54
Total nSV = 80
....*...*
optimization finished, #iter = 1381
nu = 0.342767
obj = -15303.853635, rho = 3.929693
nSV = 81, nBSV = 53
Total nSV = 81
.....*...*
optimization finished, #iter = 1581
nu = 0.337230
obj = -15050.939701, rho = 3.309054
nSV = 79, nBSV = 51
Total nSV = 79
...*...*
optimization finished, #iter = 1182
nu = 0.343048
obj = -15294.705036, rho = 6.112911
nSV = 78, nBSV = 51
Total nSV = 78
.....*.*
optimization finished, #iter = 1283
nu = 0.346718
obj = -15570.183519, rho = 5.635496
nSV = 82, nBSV = 53
Total nSV = 82
Cross Validation Accuracy = 83.75%
....*...*
optimization finished, #iter = 1542
nu = 0.339524
obj = -17170.221567, rho = 6.093261
nSV = 80, nBSV = 53
Total nSV = 80
......*..*
optimization finished, #iter = 1723
nu = 0.339656
obj = -17329.050638, rho = 4.695619
nSV = 80, nBSV = 51
Total nSV = 80
......*...*
optimization finished, #iter = 1902
nu = 0.334120
obj = -17041.426743, rho = 3.287840
nSV = 79, nBSV = 50
Total nSV = 79
....*...*
optimization finished, #iter = 1344
nu = 0.340816
obj = -17310.886397, rho = 7.105935
nSV = 76, nBSV = 51
Total nSV = 76
.....*...*
optimization finished, #iter = 1599
nu = 0.343834
obj = -17660.836926, rho = 6.101001
nSV = 82, nBSV = 51
Total nSV = 82
Cross Validation Accuracy = 83.3333%
......*....*
optimization finished, #iter = 1981
nu = 0.336824
obj = -19377.789737, rho = 6.806687
nSV = 80, nBSV = 53
Total nSV = 80
......*.....*
optimization finished, #iter = 2129
nu = 0.336539
obj = -19605.148947, rho = 5.417741
nSV = 80, nBSV = 50
Total nSV = 80
.......*...*
optimization finished, #iter = 2020
nu = 0.331580
obj = -19276.613471, rho = 3.321569
nSV = 78, nBSV = 51
Total nSV = 78
......*...*
optimization finished, #iter = 1781
nu = 0.338621
obj = -19564.811029, rho = 7.946825
nSV = 79, nBSV = 51
Total nSV = 79
.......*....*
optimization finished, #iter = 2215
nu = 0.340913
obj = -20018.891045, rho = 6.458080
nSV = 82, nBSV = 51
Total nSV = 82
Cross Validation Accuracy = 82.5%
......*....*
optimization finished, #iter = 2085
nu = 0.334411
obj = -21831.436248, rho = 7.651829
nSV = 82, nBSV = 53
Total nSV = 82
.......*...*
optimization finished, #iter = 2011
nu = 0.333786
obj = -22155.974845, rho = 6.253576
nSV = 81, nBSV = 49
Total nSV = 81
.......*...*
optimization finished, #iter = 2090
nu = 0.327975
obj = -21779.481683, rho = 3.393193
nSV = 80, nBSV = 48
Total nSV = 80
.....*..*
optimization finished, #iter = 1367
nu = 0.335767
obj = -22080.184894, rho = 8.859568
nSV = 79, nBSV = 51
Total nSV = 79
......*....*
optimization finished, #iter = 2025
nu = 0.338684
obj = -22670.443041, rho = 6.998878
nSV = 82, nBSV = 51
Total nSV = 82
Cross Validation Accuracy = 82.5%
.......*.....*
optimization finished, #iter = 2341
nu = 0.331735
obj = -24545.957258, rho = 8.753265
nSV = 81, nBSV = 52
Total nSV = 81
.......*....*
optimization finished, #iter = 2288
nu = 0.330677
obj = -25005.818346, rho = 7.292794
nSV = 82, nBSV = 48
Total nSV = 82
.......*....*
optimization finished, #iter = 2269
nu = 0.324508
obj = -24587.312526, rho = 3.457816
nSV = 78, nBSV = 47
Total nSV = 78
......*...*
optimization finished, #iter = 1903
nu = 0.333198
obj = -24878.213451, rho = 9.650118
nSV = 79, nBSV = 50
Total nSV = 79
........*..*
optimization finished, #iter = 2063
nu = 0.336549
obj = -25639.502748, rho = 7.838435
nSV = 83, nBSV = 50
Total nSV = 83
Cross Validation Accuracy = 82.0833%
.........*....*
optimization finished, #iter = 2511
nu = 0.327435
obj = -27543.326852, rho = 9.726943
nSV = 80, nBSV = 50
Total nSV = 80
........*......*
optimization finished, #iter = 2806
nu = 0.327468
obj = -28184.434028, rho = 8.345073
nSV = 83, nBSV = 47
Total nSV = 83
.......*.....*
optimization finished, #iter = 2378
nu = 0.320946
obj = -27724.961966, rho = 3.670605
nSV = 79, nBSV = 45
Total nSV = 79
.........*......*
optimization finished, #iter = 2929
nu = 0.330058
obj = -27979.429797, rho = 10.376096
nSV = 80, nBSV = 50
Total nSV = 80
.........*......*
optimization finished, #iter = 2875
nu = 0.334270
obj = -28952.725643, rho = 8.380448
nSV = 84, nBSV = 48
Total nSV = 84
Cross Validation Accuracy = 81.6667%
..........*...*
optimization finished, #iter = 2584
nu = 0.323001
obj = -30853.748301, rho = 9.828994
nSV = 80, nBSV = 49
Total nSV = 80
.........*.....*
optimization finished, #iter = 2818
nu = 0.323024
obj = -31727.045210, rho = 9.179703
nSV = 84, nBSV = 45
Total nSV = 84
........*....*
optimization finished, #iter = 2367
nu = 0.317577
obj = -31222.387629, rho = 3.719890
nSV = 79, nBSV = 44
Total nSV = 79
..........*......*
optimization finished, #iter = 3220
nu = 0.326344
obj = -31405.091736, rho = 11.386947
nSV = 80, nBSV = 47
Total nSV = 80
.............*......*
optimization finished, #iter = 3675
nu = 0.330436
obj = -32651.258621, rho = 9.518824
nSV = 83, nBSV = 46
Total nSV = 83
Cross Validation Accuracy = 82.0833%
...........*....*
optimization finished, #iter = 3047
nu = 0.317229
obj = -34498.191298, rho = 9.483221
nSV = 81, nBSV = 47
Total nSV = 81
............*.....*
optimization finished, #iter = 3343
nu = 0.318448
obj = -35675.292266, rho = 9.863455
nSV = 83, nBSV = 43
Total nSV = 83
............*.......*
optimization finished, #iter = 3738
nu = 0.313224
obj = -35111.072770, rho = 4.180483
nSV = 79, nBSV = 41
Total nSV = 79
............*.......*
optimization finished, #iter = 3728
nu = 0.321659
obj = -35185.264842, rho = 11.668285
nSV = 79, nBSV = 44
Total nSV = 79
.............*......*
optimization finished, #iter = 3762
nu = 0.326771
obj = -36777.623377, rho = 10.836234
nSV = 86, nBSV = 45
Total nSV = 86
Cross Validation Accuracy = 81.25%
............*.....*
optimization finished, #iter = 3416
nu = 0.310510
obj = -38527.389041, rho = 9.531698
nSV = 81, nBSV = 43
Total nSV = 81
.............*......*
optimization finished, #iter = 3809
nu = 0.313037
obj = -40073.497938, rho = 11.011760
nSV = 81, nBSV = 40
Total nSV = 81
.................*..........*
optimization finished, #iter = 5184
nu = 0.308083
obj = -39440.578307, rho = 5.025259
nSV = 79, nBSV = 37
Total nSV = 79
............*..........*
optimization finished, #iter = 4305
nu = 0.315858
obj = -39365.487932, rho = 10.595736
nSV = 77, nBSV = 43
Total nSV = 77
.............*.......*
optimization finished, #iter = 3977
nu = 0.323172
obj = -41364.058850, rho = 12.425955
nSV = 88, nBSV = 45
Total nSV = 88
Cross Validation Accuracy = 80%
...............*.....*
optimization finished, #iter = 3891
nu = 0.304138
obj = -42974.248374, rho = 9.610448
nSV = 80, nBSV = 42
Total nSV = 80
............*...........*
optimization finished, #iter = 4418
nu = 0.307180
obj = -44980.662942, rho = 12.968886
nSV = 80, nBSV = 37
Total nSV = 80
...................*..........*
optimization finished, #iter = 5690
nu = 0.302070
obj = -44276.786475, rho = 6.418167
nSV = 80, nBSV = 38
Total nSV = 80
..................*..........*
optimization finished, #iter = 5402
nu = 0.310254
obj = -43969.251110, rho = 9.306204
nSV = 79, nBSV = 40
Total nSV = 79
...............*......*
optimization finished, #iter = 4137
nu = 0.318729
obj = -46455.190098, rho = 12.961594
nSV = 86, nBSV = 44
Total nSV = 86
Cross Validation Accuracy = 79.5833%
...............*........*
optimization finished, #iter = 4496
nu = 0.298723
obj = -47850.457312, rho = 9.371555
nSV = 76, nBSV = 38
Total nSV = 76
...........*.............*
optimization finished, #iter = 4728
nu = 0.301913
obj = -50451.910454, rho = 15.448119
nSV = 80, nBSV = 38
Total nSV = 80
....................*.................*
optimization finished, #iter = 7210
nu = 0.296454
obj = -49671.868586, rho = 7.872089
nSV = 80, nBSV = 37
Total nSV = 80
......................*...........*
optimization finished, #iter = 6460
nu = 0.301984
obj = -49064.341561, rho = 7.886950
nSV = 80, nBSV = 37
Total nSV = 80
................*......*
optimization finished, #iter = 4296
nu = 0.314924
obj = -52082.350209, rho = 13.692847
nSV = 83, nBSV = 42
Total nSV = 83
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165924, rho = 0.997495
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165920, rho = 0.997635
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165916, rho = 0.997318
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165927, rho = 0.997505
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163963, rho = 0.997465
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.190586, rho = 0.997122
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190581, rho = 0.997283
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190576, rho = 0.996919
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190590, rho = 0.997134
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188331, rho = 0.997087
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.218905, rho = 0.996711
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218897, rho = 0.996879
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218890, rho = 0.996461
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218909, rho = 0.996707
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.216311, rho = 0.996654
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.251428, rho = 0.996285
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251419, rho = 0.996206
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.251408, rho = 0.995765
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.251432, rho = 0.996218
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.248446, rho = 0.996060
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.288780, rho = 0.995501
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288768, rho = 0.995642
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288753, rho = 0.995135
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.288785, rho = 0.995655
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.285350, rho = 0.995474
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.331670, rho = 0.994832
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331653, rho = 0.994994
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331634, rho = 0.994412
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331677, rho = 0.994841
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.327725, rho = 0.994801
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.380941, rho = 0.994064
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.380918, rho = 0.994250
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.380896, rho = 0.993623
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.380951, rho = 0.994074
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.376403, rho = 0.994028
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.437502, rho = 0.993181
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.437473, rho = 0.993395
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437443, rho = 0.992675
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437515, rho = 0.993193
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.432280, rho = 0.993140
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.502447, rho = 0.992167
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.502412, rho = 0.992295
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.502369, rho = 0.991586
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.502465, rho = 0.992180
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.496438, rho = 0.992120
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.577022, rho = 0.991001
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.576972, rho = 0.991150
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.576916, rho = 0.990335
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.577042, rho = 0.991018
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.570104, rho = 0.990706
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.662646, rho = 0.989662
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.662580, rho = 0.989834
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.662509, rho = 0.988992
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.662673, rho = 0.989682
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.654679, rho = 0.989324
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.760927, rho = 0.988125
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.760840, rho = 0.988322
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.760746, rho = 0.987356
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.760962, rho = 0.988148
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.751749, rho = 0.987736
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.873750, rho = 0.986360
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.873635, rho = 0.986585
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.873512, rho = 0.985476
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.873805, rho = 0.986519
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.863173, rho = 0.985913
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.003262, rho = 0.984331
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.003115, rho = 0.984426
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.002948, rho = 0.983316
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.003335, rho = 0.984514
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.991066, rho = 0.983818
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.151885, rho = 0.982001
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.151690, rho = 0.982110
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.151470, rho = 0.980835
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.151981, rho = 0.982211
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.137814, rho = 0.981411
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.322432, rho = 0.979137
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.322169, rho = 0.979450
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.321883, rho = 0.978005
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.322552, rho = 0.979566
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -1.306183, rho = 0.978647
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.518106, rho = 0.976035
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.517755, rho = 0.976394
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.517377, rho = 0.974734
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.518261, rho = 0.976528
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.499336, rho = 0.975648
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.742623, rho = 0.972470
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.742160, rho = 0.972883
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.741661, rho = 0.970976
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.742827, rho = 0.973037
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.720920, rho = 0.972026
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.000067, rho = 0.968377
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.999456, rho = 0.968851
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.998798, rho = 0.966660
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.000336, rho = 0.969027
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.974952, rho = 0.967866
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.295092, rho = 0.963677
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.294296, rho = 0.964665
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.293418, rho = 0.961705
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.295447, rho = 0.964424
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.266000, rho = 0.963090
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.633490, rho = 0.958274
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.632439, rho = 0.959410
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.631281, rho = 0.956009
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.633959, rho = 0.959132
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.599749, rho = 0.957600
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.021130, rho = 0.952071
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.019743, rho = 0.953375
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.018215, rho = 0.949469
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.021748, rho = 0.953057
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.981947, rho = 0.951297
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.465264, rho = 0.944944
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.463434, rho = 0.946442
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.461418, rho = 0.941955
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.466080, rho = 0.946076
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.419693, rho = 0.944054
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.973822, rho = 0.936756
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.971407, rho = 0.938477
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.968747, rho = 0.933323
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.974898, rho = 0.938057
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.920733, rho = 0.935734
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.555854, rho = 0.927351
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.552667, rho = 0.929328
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.549158, rho = 0.923407
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.557274, rho = 0.928845
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.493891, rho = 0.926177
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -5.221462, rho = 0.916549
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.217256, rho = 0.918820
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.212625, rho = 0.912018
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.223335, rho = 0.918265
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.148996, rho = 0.915201
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -5.982363, rho = 0.904139
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.976814, rho = 0.906748
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.970703, rho = 0.898935
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.984835, rho = 0.906111
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -5.897428, rho = 0.902591
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -6.851440, rho = 0.889885
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.844118, rho = 0.892881
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.836061, rho = 0.883907
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.854702, rho = 0.892149
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -6.751630, rho = 0.888106
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -7.843070, rho = 0.873512
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.833409, rho = 0.876955
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.822778, rho = 0.866645
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.847374, rho = 0.876113
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -7.725458, rho = 0.871469
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -8.973557, rho = 0.854704
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.960810, rho = 0.858659
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -8.946783, rho = 0.846816
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.979236, rho = 0.857692
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -8.834550, rho = 0.852357
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -10.260846, rho = 0.833098
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.244026, rho = 0.837640
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.225523, rho = 0.823611
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.268340, rho = 0.836530
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -10.096010, rho = 0.830401
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -11.724471, rho = 0.808279
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -11.702277, rho = 0.813497
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -11.677862, rho = 0.797381
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -11.734360, rho = 0.812221
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.528319, rho = 0.805182
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -13.385705, rho = 0.779772
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.356419, rho = 0.785766
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -13.324205, rho = 0.767254
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -13.398752, rho = 0.784300
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.151409, rho = 0.776214
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -15.267839, rho = 0.747024
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -15.229196, rho = 0.753909
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -15.186687, rho = 0.732400
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -15.285055, rho = 0.752226
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -14.986857, rho = 0.742937
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -17.395468, rho = 0.709403
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -17.344477, rho = 0.717312
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -17.288384, rho = 0.692604
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -17.418185, rho = 0.715379
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -17.057065, rho = 0.704709
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -19.793384, rho = 0.666196
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -19.726103, rho = 0.675280
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -19.652089, rho = 0.646899
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -19.823360, rho = 0.673059
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -19.384041, rho = 0.660803
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -22.488210, rho = 0.616485
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -22.399430, rho = 0.626988
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -22.301765, rho = 0.594385
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -22.527766, rho = 0.624437
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -21.990768, rho = 0.610358
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -25.503636, rho = 0.559461
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -25.386501, rho = 0.571818
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -25.257639, rho = 0.534302
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -25.555829, rho = 0.568595
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -24.896320, rho = 0.552423
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -28.861935, rho = 0.493971
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -28.707374, rho = 0.507829
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -28.537361, rho = 0.465071
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -28.930799, rho = 0.504463
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -28.116959, rho = 0.485886
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 63.75%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -32.583072, rho = 0.418806
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -32.379127, rho = 0.434769
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -32.154760, rho = 0.385506
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -32.673941, rho = 0.430757
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -31.664741, rho = 0.409417
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 70.4167%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -36.673543, rho = 0.332407
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -36.404437, rho = 0.350727
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -36.108395, rho = 0.294229
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -36.793438, rho = 0.346119
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -35.536162, rho = 0.321606
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -41.131090, rho = 0.233150
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -40.776013, rho = 0.254193
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -40.385396, rho = 0.189295
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -41.289287, rho = 0.248900
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -39.715747, rho = 0.220742
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -45.934964, rho = 0.119098
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 85
nu = 0.875000
obj = -45.478621, rho = 0.173174
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 88
nu = 0.875000
obj = -44.978480, rho = 0.097944
nSV = 170, nBSV = 166
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -46.143717, rho = 0.137496
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.869110
obj = -44.186424, rho = 0.136794
nSV = 167, nBSV = 165
Total nSV = 167
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.851112
obj = -51.152495, rho = 0.091583
nSV = 168, nBSV = 163
Total nSV = 168
*
optimization finished, #iter = 84
nu = 0.850225
obj = -50.634702, rho = 0.139830
nSV = 164, nBSV = 161
Total nSV = 164
*
optimization finished, #iter = 83
nu = 0.839799
obj = -50.060638, rho = 0.077957
nSV = 162, nBSV = 159
Total nSV = 162
*
optimization finished, #iter = 89
nu = 0.862004
obj = -51.426897, rho = 0.104433
nSV = 168, nBSV = 164
Total nSV = 168
*
optimization finished, #iter = 81
nu = 0.837696
obj = -49.094516, rho = 0.119062
nSV = 161, nBSV = 159
Total nSV = 161
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.829443
obj = -56.981751, rho = 0.064419
nSV = 163, nBSV = 158
Total nSV = 163
*
optimization finished, #iter = 80
nu = 0.822917
obj = -56.446747, rho = 0.114344
nSV = 159, nBSV = 157
Total nSV = 159
*
optimization finished, #iter = 80
nu = 0.812500
obj = -55.806106, rho = 0.054432
nSV = 157, nBSV = 155
Total nSV = 157
*
optimization finished, #iter = 85
nu = 0.827165
obj = -57.352574, rho = 0.106895
nSV = 160, nBSV = 157
Total nSV = 160
*
optimization finished, #iter = 81
nu = 0.805589
obj = -54.620917, rho = 0.114086
nSV = 155, nBSV = 151
Total nSV = 155
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.803918
obj = -63.491034, rho = 0.058218
nSV = 156, nBSV = 153
Total nSV = 156
*
optimization finished, #iter = 84
nu = 0.801226
obj = -62.860338, rho = 0.123366
nSV = 156, nBSV = 152
Total nSV = 156
*
optimization finished, #iter = 77
nu = 0.783483
obj = -62.232291, rho = 0.042573
nSV = 152, nBSV = 150
Total nSV = 152
*
optimization finished, #iter = 84
nu = 0.802605
obj = -64.034891, rho = 0.132433
nSV = 158, nBSV = 153
Total nSV = 158
*
optimization finished, #iter = 79
nu = 0.780413
obj = -60.828045, rho = 0.142039
nSV = 151, nBSV = 148
Total nSV = 151
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 93
nu = 0.774248
obj = -70.775636, rho = 0.059921
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 84
nu = 0.773777
obj = -70.041988, rho = 0.120447
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 87
nu = 0.758865
obj = -69.465203, rho = 0.033205
nSV = 149, nBSV = 144
Total nSV = 149
*
optimization finished, #iter = 85
nu = 0.781250
obj = -71.506004, rho = 0.132634
nSV = 151, nBSV = 148
Total nSV = 151
*
optimization finished, #iter = 86
nu = 0.757957
obj = -67.679907, rho = 0.132553
nSV = 148, nBSV = 142
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.754612
obj = -78.930839, rho = 0.062528
nSV = 147, nBSV = 143
Total nSV = 147
*
optimization finished, #iter = 75
nu = 0.750000
obj = -78.057529, rho = 0.102411
nSV = 145, nBSV = 142
Total nSV = 145
*
optimization finished, #iter = 74
nu = 0.739583
obj = -77.570338, rho = 0.031072
nSV = 143, nBSV = 140
Total nSV = 143
*
optimization finished, #iter = 79
nu = 0.760417
obj = -79.808150, rho = 0.098457
nSV = 147, nBSV = 145
Total nSV = 147
*
optimization finished, #iter = 81
nu = 0.728149
obj = -75.374061, rho = 0.139027
nSV = 142, nBSV = 136
Total nSV = 142
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 80
nu = 0.728013
obj = -88.043488, rho = 0.081256
nSV = 142, nBSV = 139
Total nSV = 142
*
optimization finished, #iter = 81
nu = 0.728656
obj = -86.968224, rho = 0.086393
nSV = 142, nBSV = 136
Total nSV = 142
*
optimization finished, #iter = 77
nu = 0.718602
obj = -86.601587, rho = 0.017326
nSV = 139, nBSV = 136
Total nSV = 139
*
optimization finished, #iter = 86
nu = 0.734648
obj = -89.111362, rho = 0.118742
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 90
nu = 0.707218
obj = -83.990794, rho = 0.125411
nSV = 138, nBSV = 131
Total nSV = 138
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 76
nu = 0.700171
obj = -98.303949, rho = 0.089895
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 89
nu = 0.699326
obj = -96.995136, rho = 0.081542
nSV = 139, nBSV = 131
Total nSV = 139
*
optimization finished, #iter = 96
nu = 0.693129
obj = -96.693586, rho = 0.019632
nSV = 137, nBSV = 129
Total nSV = 137
*
optimization finished, #iter = 75
nu = 0.715561
obj = -99.574560, rho = 0.114970
nSV = 138, nBSV = 136
Total nSV = 138
*
optimization finished, #iter = 81
nu = 0.682417
obj = -93.654583, rho = 0.110783
nSV = 133, nBSV = 128
Total nSV = 133
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 78
nu = 0.681477
obj = -109.890537, rho = 0.078464
nSV = 133, nBSV = 128
Total nSV = 133
*
optimization finished, #iter = 82
nu = 0.674356
obj = -108.388175, rho = 0.102387
nSV = 131, nBSV = 126
Total nSV = 131
*
optimization finished, #iter = 84
nu = 0.667992
obj = -108.172978, rho = 0.013592
nSV = 132, nBSV = 127
Total nSV = 132
*
optimization finished, #iter = 84
nu = 0.694557
obj = -111.250761, rho = 0.120758
nSV = 137, nBSV = 131
Total nSV = 137
*
optimization finished, #iter = 76
nu = 0.657236
obj = -104.571273, rho = 0.136141
nSV = 127, nBSV = 123
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.656689
obj = -122.925717, rho = 0.086033
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 83
nu = 0.652338
obj = -121.245943, rho = 0.124727
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 76
nu = 0.652079
obj = -121.100965, rho = -0.011778
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 78
nu = 0.672865
obj = -124.396331, rho = 0.152874
nSV = 131, nBSV = 126
Total nSV = 131
*
optimization finished, #iter = 74
nu = 0.636074
obj = -116.914569, rho = 0.167335
nSV = 122, nBSV = 120
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 75
nu = 0.636001
obj = -137.708410, rho = 0.114767
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 81
nu = 0.636854
obj = -135.699853, rho = 0.101144
nSV = 125, nBSV = 119
Total nSV = 125
*
optimization finished, #iter = 71
nu = 0.631444
obj = -135.648601, rho = -0.020385
nSV = 123, nBSV = 119
Total nSV = 123
*
optimization finished, #iter = 105
nu = 0.652286
obj = -139.137772, rho = 0.190039
nSV = 130, nBSV = 122
Total nSV = 130
*
optimization finished, #iter = 74
nu = 0.617546
obj = -130.776252, rho = 0.173617
nSV = 119, nBSV = 116
Total nSV = 119
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 78
nu = 0.618770
obj = -154.432430, rho = 0.116021
nSV = 121, nBSV = 116
Total nSV = 121
*
optimization finished, #iter = 84
nu = 0.617889
obj = -151.914472, rho = 0.105953
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 69
nu = 0.616999
obj = -151.992362, rho = -0.005502
nSV = 120, nBSV = 115
Total nSV = 120
*
optimization finished, #iter = 100
nu = 0.629472
obj = -155.858634, rho = 0.239537
nSV = 125, nBSV = 116
Total nSV = 125
*
optimization finished, #iter = 90
nu = 0.597449
obj = -146.376972, rho = 0.215545
nSV = 117, nBSV = 112
Total nSV = 117
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 72
nu = 0.602450
obj = -173.286300, rho = 0.111884
nSV = 119, nBSV = 114
Total nSV = 119
*
optimization finished, #iter = 73
nu = 0.599938
obj = -170.205416, rho = 0.115902
nSV = 118, nBSV = 114
Total nSV = 118
*
optimization finished, #iter = 75
nu = 0.599420
obj = -170.323626, rho = -0.000415
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 90
nu = 0.614038
obj = -174.766203, rho = 0.259730
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 72
nu = 0.579407
obj = -164.054204, rho = 0.220398
nSV = 113, nBSV = 109
Total nSV = 113
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.585905
obj = -194.510823, rho = 0.109366
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 71
nu = 0.584623
obj = -190.711324, rho = 0.116167
nSV = 115, nBSV = 109
Total nSV = 115
*
optimization finished, #iter = 87
nu = 0.581089
obj = -191.004049, rho = 0.020948
nSV = 116, nBSV = 107
Total nSV = 116
*
optimization finished, #iter = 90
nu = 0.597873
obj = -195.940008, rho = 0.238186
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 71
nu = 0.562405
obj = -184.022413, rho = 0.259495
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 81
nu = 0.571621
obj = -218.509594, rho = 0.114588
nSV = 113, nBSV = 107
Total nSV = 113
*
optimization finished, #iter = 94
nu = 0.569921
obj = -213.735808, rho = 0.125638
nSV = 113, nBSV = 105
Total nSV = 113
*
optimization finished, #iter = 78
nu = 0.564303
obj = -214.451418, rho = 0.045986
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 96
nu = 0.581739
obj = -219.866789, rho = 0.205183
nSV = 115, nBSV = 108
Total nSV = 115
*
optimization finished, #iter = 70
nu = 0.545686
obj = -206.639969, rho = 0.266904
nSV = 108, nBSV = 103
Total nSV = 108
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 117
nu = 0.553448
obj = -245.678070, rho = 0.146072
nSV = 113, nBSV = 103
Total nSV = 113
*
optimization finished, #iter = 112
nu = 0.550622
obj = -239.785867, rho = 0.178795
nSV = 110, nBSV = 103
Total nSV = 110
*
optimization finished, #iter = 81
nu = 0.549663
obj = -240.966529, rho = 0.048175
nSV = 109, nBSV = 101
Total nSV = 109
*
optimization finished, #iter = 105
nu = 0.564600
obj = -246.928138, rho = 0.205085
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 87
nu = 0.533599
obj = -232.185239, rho = 0.264553
nSV = 104, nBSV = 98
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 85
nu = 0.538620
obj = -276.716467, rho = 0.199544
nSV = 108, nBSV = 102
Total nSV = 108
*
optimization finished, #iter = 90
nu = 0.535204
obj = -269.431748, rho = 0.232418
nSV = 107, nBSV = 100
Total nSV = 107
*
optimization finished, #iter = 99
nu = 0.534564
obj = -271.057787, rho = 0.036564
nSV = 106, nBSV = 99
Total nSV = 106
*
optimization finished, #iter = 112
nu = 0.548602
obj = -277.664501, rho = 0.196592
nSV = 111, nBSV = 102
Total nSV = 111
*
optimization finished, #iter = 96
nu = 0.520031
obj = -260.966961, rho = 0.279247
nSV = 103, nBSV = 94
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 74
nu = 0.527953
obj = -311.838479, rho = 0.264470
nSV = 104, nBSV = 99
Total nSV = 104
*
optimization finished, #iter = 107
nu = 0.520503
obj = -303.031581, rho = 0.249078
nSV = 103, nBSV = 95
Total nSV = 103
*
optimization finished, #iter = 96
nu = 0.519810
obj = -305.195300, rho = 0.068440
nSV = 105, nBSV = 96
Total nSV = 105
*
optimization finished, #iter = 157
nu = 0.533815
obj = -312.527242, rho = 0.204796
nSV = 107, nBSV = 97
Total nSV = 107
*
optimization finished, #iter = 101
nu = 0.504099
obj = -293.695034, rho = 0.303632
nSV = 102, nBSV = 91
Total nSV = 102
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 75
nu = 0.514399
obj = -351.547224, rho = 0.328744
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 102
nu = 0.505843
obj = -341.206508, rho = 0.234125
nSV = 101, nBSV = 91
Total nSV = 101
*
optimization finished, #iter = 79
nu = 0.506392
obj = -344.140127, rho = 0.112739
nSV = 101, nBSV = 95
Total nSV = 101
*
optimization finished, #iter = 110
nu = 0.520502
obj = -352.182321, rho = 0.228869
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 125
nu = 0.493224
obj = -330.893417, rho = 0.372991
nSV = 97, nBSV = 87
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 71
nu = 0.505011
obj = -396.697838, rho = 0.350430
nSV = 100, nBSV = 94
Total nSV = 100
*
optimization finished, #iter = 95
nu = 0.493634
obj = -384.727057, rho = 0.247250
nSV = 99, nBSV = 90
Total nSV = 99
*
optimization finished, #iter = 86
nu = 0.496998
obj = -388.259673, rho = 0.168083
nSV = 99, nBSV = 93
Total nSV = 99
*
optimization finished, #iter = 141
nu = 0.509614
obj = -397.107626, rho = 0.272547
nSV = 104, nBSV = 94
Total nSV = 104
*
optimization finished, #iter = 169
nu = 0.479593
obj = -373.130280, rho = 0.449296
nSV = 98, nBSV = 85
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 93
nu = 0.492708
obj = -447.796134, rho = 0.345603
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 113
nu = 0.482070
obj = -434.078371, rho = 0.247383
nSV = 97, nBSV = 87
Total nSV = 97
*
optimization finished, #iter = 95
nu = 0.487561
obj = -438.059218, rho = 0.187326
nSV = 97, nBSV = 89
Total nSV = 97
*
optimization finished, #iter = 149
nu = 0.497092
obj = -448.048556, rho = 0.322805
nSV = 102, nBSV = 90
Total nSV = 102
*
optimization finished, #iter = 129
nu = 0.468306
obj = -421.326563, rho = 0.517596
nSV = 95, nBSV = 84
Total nSV = 95
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 100
nu = 0.480491
obj = -506.219036, rho = 0.349105
nSV = 97, nBSV = 87
Total nSV = 97
*
optimization finished, #iter = 112
nu = 0.471297
obj = -490.290383, rho = 0.237807
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 84
nu = 0.476413
obj = -494.595259, rho = 0.204390
nSV = 94, nBSV = 88
Total nSV = 94
*
optimization finished, #iter = 140
nu = 0.484726
obj = -506.241515, rho = 0.374491
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 141
nu = 0.457260
obj = -476.261207, rho = 0.542543
nSV = 92, nBSV = 81
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 86
nu = 0.471797
obj = -572.905644, rho = 0.373490
nSV = 94, nBSV = 88
Total nSV = 94
*
optimization finished, #iter = 116
nu = 0.461332
obj = -554.201072, rho = 0.221776
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 95
nu = 0.467440
obj = -558.626722, rho = 0.199984
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 97
nu = 0.474944
obj = -572.584732, rho = 0.450523
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 176
nu = 0.447157
obj = -538.946054, rho = 0.575131
nSV = 93, nBSV = 79
Total nSV = 93
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 106
nu = 0.465446
obj = -648.269271, rho = 0.384499
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 141
nu = 0.453459
obj = -626.792149, rho = 0.202357
nSV = 93, nBSV = 82
Total nSV = 93
*
optimization finished, #iter = 96
nu = 0.457255
obj = -631.523937, rho = 0.224703
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 96
nu = 0.467839
obj = -647.874153, rho = 0.480218
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 156
nu = 0.437328
obj = -610.647884, rho = 0.624157
nSV = 91, nBSV = 78
Total nSV = 91
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 99
nu = 0.457400
obj = -733.779682, rho = 0.377799
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 143
nu = 0.444719
obj = -709.243039, rho = 0.235235
nSV = 91, nBSV = 81
Total nSV = 91
*
optimization finished, #iter = 101
nu = 0.449449
obj = -714.455622, rho = 0.241074
nSV = 90, nBSV = 83
Total nSV = 90
*
optimization finished, #iter = 121
nu = 0.459127
obj = -733.190623, rho = 0.496334
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 141
nu = 0.428731
obj = -692.724156, rho = 0.703032
nSV = 88, nBSV = 76
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 94
nu = 0.448423
obj = -830.989116, rho = 0.404221
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 169
nu = 0.437287
obj = -802.983285, rho = 0.262941
nSV = 88, nBSV = 77
Total nSV = 88
*
optimization finished, #iter = 175
nu = 0.442469
obj = -808.254842, rho = 0.236374
nSV = 90, nBSV = 80
Total nSV = 90
*
optimization finished, #iter = 113
nu = 0.452336
obj = -830.218385, rho = 0.548920
nSV = 93, nBSV = 84
Total nSV = 93
*.*
optimization finished, #iter = 192
nu = 0.421708
obj = -786.588107, rho = 0.777281
nSV = 87, nBSV = 77
Total nSV = 87
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 109
nu = 0.441955
obj = -941.509224, rho = 0.427369
nSV = 89, nBSV = 81
Total nSV = 89
*.*
optimization finished, #iter = 242
nu = 0.429865
obj = -909.373925, rho = 0.240782
nSV = 89, nBSV = 76
Total nSV = 89
*
optimization finished, #iter = 154
nu = 0.433822
obj = -914.835241, rho = 0.199440
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 166
nu = 0.446301
obj = -939.825406, rho = 0.569056
nSV = 91, nBSV = 80
Total nSV = 91
*.*
optimization finished, #iter = 200
nu = 0.416615
obj = -893.542949, rho = 0.842065
nSV = 86, nBSV = 74
Total nSV = 86
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 136
nu = 0.435431
obj = -1066.945451, rho = 0.437440
nSV = 88, nBSV = 80
Total nSV = 88
*.*
optimization finished, #iter = 220
nu = 0.422683
obj = -1030.358459, rho = 0.267512
nSV = 88, nBSV = 74
Total nSV = 88
*
optimization finished, #iter = 129
nu = 0.428060
obj = -1035.822982, rho = 0.245759
nSV = 87, nBSV = 78
Total nSV = 87
*.*
optimization finished, #iter = 198
nu = 0.440104
obj = -1063.862034, rho = 0.569919
nSV = 89, nBSV = 77
Total nSV = 89
.*
optimization finished, #iter = 301
nu = 0.411169
obj = -1015.249976, rho = 0.888142
nSV = 85, nBSV = 70
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 136
nu = 0.428921
obj = -1209.272203, rho = 0.405592
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 269
nu = 0.415516
obj = -1168.103971, rho = 0.287012
nSV = 88, nBSV = 73
Total nSV = 88
*.*
optimization finished, #iter = 198
nu = 0.422268
obj = -1172.528362, rho = 0.339717
nSV = 86, nBSV = 75
Total nSV = 86
*
optimization finished, #iter = 191
nu = 0.433015
obj = -1204.205547, rho = 0.603536
nSV = 89, nBSV = 77
Total nSV = 89
*.*
optimization finished, #iter = 231
nu = 0.405142
obj = -1154.138965, rho = 0.937095
nSV = 85, nBSV = 69
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 127
nu = 0.422204
obj = -1371.182422, rho = 0.400909
nSV = 86, nBSV = 77
Total nSV = 86
.*
optimization finished, #iter = 326
nu = 0.409316
obj = -1324.970163, rho = 0.313759
nSV = 86, nBSV = 71
Total nSV = 86
*.*
optimization finished, #iter = 204
nu = 0.415002
obj = -1327.343982, rho = 0.419963
nSV = 86, nBSV = 71
Total nSV = 86
*
optimization finished, #iter = 184
nu = 0.425531
obj = -1363.697519, rho = 0.648691
nSV = 88, nBSV = 75
Total nSV = 88
.*
optimization finished, #iter = 316
nu = 0.399650
obj = -1312.845682, rho = 0.985515
nSV = 85, nBSV = 69
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 164
nu = 0.416452
obj = -1555.199907, rho = 0.383061
nSV = 87, nBSV = 76
Total nSV = 87
.*
optimization finished, #iter = 374
nu = 0.402828
obj = -1503.440564, rho = 0.423930
nSV = 86, nBSV = 69
Total nSV = 86
.*
optimization finished, #iter = 309
nu = 0.407118
obj = -1503.671277, rho = 0.466795
nSV = 85, nBSV = 71
Total nSV = 85
*.*
optimization finished, #iter = 220
nu = 0.418635
obj = -1544.880392, rho = 0.726607
nSV = 87, nBSV = 73
Total nSV = 87
.*
optimization finished, #iter = 353
nu = 0.394421
obj = -1494.222937, rho = 1.055562
nSV = 85, nBSV = 67
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*.*
optimization finished, #iter = 213
nu = 0.412454
obj = -1763.595555, rho = 0.470365
nSV = 86, nBSV = 73
Total nSV = 86
.*.*
optimization finished, #iter = 410
nu = 0.396632
obj = -1707.063452, rho = 0.523014
nSV = 85, nBSV = 67
Total nSV = 85
.*
optimization finished, #iter = 349
nu = 0.399574
obj = -1704.804349, rho = 0.527009
nSV = 84, nBSV = 68
Total nSV = 84
.*
optimization finished, #iter = 306
nu = 0.411905
obj = -1750.955600, rho = 0.827667
nSV = 85, nBSV = 71
Total nSV = 85
.*
optimization finished, #iter = 345
nu = 0.389810
obj = -1701.567741, rho = 1.162960
nSV = 84, nBSV = 67
Total nSV = 84
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 255
nu = 0.407774
obj = -1998.965709, rho = 0.526583
nSV = 87, nBSV = 71
Total nSV = 87
.*.*
optimization finished, #iter = 453
nu = 0.390629
obj = -1939.317269, rho = 0.622310
nSV = 85, nBSV = 65
Total nSV = 85
.*
optimization finished, #iter = 367
nu = 0.392761
obj = -1934.332718, rho = 0.637746
nSV = 83, nBSV = 66
Total nSV = 83
.*
optimization finished, #iter = 375
nu = 0.405237
obj = -1985.353859, rho = 0.956431
nSV = 86, nBSV = 70
Total nSV = 86
.*
optimization finished, #iter = 364
nu = 0.385836
obj = -1938.383472, rho = 1.304976
nSV = 82, nBSV = 67
Total nSV = 82
Cross Validation Accuracy = 82.9167%
.*
optimization finished, #iter = 344
nu = 0.401318
obj = -2266.121089, rho = 0.565222
nSV = 86, nBSV = 69
Total nSV = 86
.*.*
optimization finished, #iter = 539
nu = 0.384950
obj = -2204.686740, rho = 0.709709
nSV = 85, nBSV = 65
Total nSV = 85
.*
optimization finished, #iter = 335
nu = 0.386357
obj = -2196.458091, rho = 0.702026
nSV = 82, nBSV = 64
Total nSV = 82
.*
optimization finished, #iter = 307
nu = 0.399356
obj = -2252.174233, rho = 1.081664
nSV = 86, nBSV = 70
Total nSV = 86
*.*
optimization finished, #iter = 312
nu = 0.382721
obj = -2208.489764, rho = 1.400506
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 274
nu = 0.396541
obj = -2569.325874, rho = 0.717753
nSV = 83, nBSV = 68
Total nSV = 83
..*
optimization finished, #iter = 566
nu = 0.380101
obj = -2507.646725, rho = 0.680388
nSV = 86, nBSV = 65
Total nSV = 86
.*.*
optimization finished, #iter = 430
nu = 0.380779
obj = -2495.712547, rho = 0.781654
nSV = 83, nBSV = 65
Total nSV = 83
.*.*
optimization finished, #iter = 415
nu = 0.393587
obj = -2555.594857, rho = 1.194060
nSV = 86, nBSV = 68
Total nSV = 86
.*.*
optimization finished, #iter = 442
nu = 0.379534
obj = -2516.106990, rho = 1.483220
nSV = 81, nBSV = 64
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 423
nu = 0.391273
obj = -2912.575684, rho = 0.896318
nSV = 83, nBSV = 65
Total nSV = 83
..*.*
optimization finished, #iter = 689
nu = 0.375656
obj = -2853.325041, rho = 0.759861
nSV = 86, nBSV = 64
Total nSV = 86
.*.*
optimization finished, #iter = 451
nu = 0.375970
obj = -2836.986126, rho = 0.882170
nSV = 83, nBSV = 65
Total nSV = 83
.*.*
optimization finished, #iter = 419
nu = 0.388782
obj = -2900.546349, rho = 1.277181
nSV = 84, nBSV = 66
Total nSV = 84
.*
optimization finished, #iter = 372
nu = 0.376415
obj = -2866.762924, rho = 1.563983
nSV = 81, nBSV = 64
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 509
nu = 0.385314
obj = -3302.561577, rho = 1.068229
nSV = 83, nBSV = 64
Total nSV = 83
.*..*
optimization finished, #iter = 617
nu = 0.371772
obj = -3247.471872, rho = 0.863827
nSV = 86, nBSV = 64
Total nSV = 86
.*.*
optimization finished, #iter = 485
nu = 0.371699
obj = -3225.761601, rho = 1.010544
nSV = 82, nBSV = 64
Total nSV = 82
.*.*
optimization finished, #iter = 467
nu = 0.384345
obj = -3291.840997, rho = 1.352364
nSV = 84, nBSV = 64
Total nSV = 84
.*.*
optimization finished, #iter = 430
nu = 0.373701
obj = -3265.970432, rho = 1.594581
nSV = 81, nBSV = 63
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 476
nu = 0.379901
obj = -3745.992928, rho = 1.206733
nSV = 83, nBSV = 64
Total nSV = 83
..*.*
optimization finished, #iter = 700
nu = 0.368179
obj = -3696.499135, rho = 1.005116
nSV = 86, nBSV = 64
Total nSV = 86
.*.*
optimization finished, #iter = 420
nu = 0.368950
obj = -3667.535352, rho = 1.186819
nSV = 78, nBSV = 64
Total nSV = 78
.*.*
optimization finished, #iter = 470
nu = 0.379134
obj = -3736.217159, rho = 1.414088
nSV = 84, nBSV = 62
Total nSV = 84
..*.*
optimization finished, #iter = 587
nu = 0.371035
obj = -3720.241611, rho = 1.685041
nSV = 81, nBSV = 62
Total nSV = 81
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 614
nu = 0.374911
obj = -4249.593435, rho = 1.428583
nSV = 84, nBSV = 63
Total nSV = 84
..*.*
optimization finished, #iter = 605
nu = 0.364945
obj = -4207.810086, rho = 1.079609
nSV = 85, nBSV = 63
Total nSV = 85
..*
optimization finished, #iter = 565
nu = 0.365889
obj = -4167.823831, rho = 1.400324
nSV = 78, nBSV = 61
Total nSV = 78
.*.*
optimization finished, #iter = 530
nu = 0.374332
obj = -4241.611365, rho = 1.611957
nSV = 83, nBSV = 62
Total nSV = 83
.*.*
optimization finished, #iter = 553
nu = 0.368339
obj = -4236.866006, rho = 1.922562
nSV = 81, nBSV = 60
Total nSV = 81
Cross Validation Accuracy = 83.3333%
..*..*
optimization finished, #iter = 845
nu = 0.370463
obj = -4820.991888, rho = 1.764826
nSV = 83, nBSV = 60
Total nSV = 83
..*
optimization finished, #iter = 559
nu = 0.362481
obj = -4788.983504, rho = 1.198403
nSV = 81, nBSV = 63
Total nSV = 81
..*.*
optimization finished, #iter = 628
nu = 0.362710
obj = -4734.712226, rho = 1.533227
nSV = 77, nBSV = 59
Total nSV = 77
.*.*
optimization finished, #iter = 438
nu = 0.370360
obj = -4815.405906, rho = 1.825513
nSV = 82, nBSV = 63
Total nSV = 82
..*.*
optimization finished, #iter = 677
nu = 0.365794
obj = -4824.073375, rho = 2.167024
nSV = 82, nBSV = 59
Total nSV = 82
Cross Validation Accuracy = 83.3333%
.*.*
optimization finished, #iter = 574
nu = 0.366362
obj = -5468.453128, rho = 2.185719
nSV = 81, nBSV = 59
Total nSV = 81
.*.*
optimization finished, #iter = 565
nu = 0.360888
obj = -5447.104314, rho = 1.422805
nSV = 80, nBSV = 62
Total nSV = 80
..*.*
optimization finished, #iter = 683
nu = 0.359780
obj = -5376.417560, rho = 1.623776
nSV = 78, nBSV = 57
Total nSV = 78
..*.*
optimization finished, #iter = 585
nu = 0.366187
obj = -5465.737898, rho = 2.186189
nSV = 82, nBSV = 60
Total nSV = 82
..*..*
optimization finished, #iter = 769
nu = 0.363319
obj = -5491.028153, rho = 2.447018
nSV = 81, nBSV = 59
Total nSV = 81
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 718
nu = 0.362356
obj = -6200.999511, rho = 2.603850
nSV = 81, nBSV = 57
Total nSV = 81
..*.*
optimization finished, #iter = 697
nu = 0.359139
obj = -6190.250699, rho = 1.622364
nSV = 78, nBSV = 58
Total nSV = 78
...*.*
optimization finished, #iter = 832
nu = 0.356397
obj = -6102.305091, rho = 1.795207
nSV = 80, nBSV = 56
Total nSV = 80
..*.*
optimization finished, #iter = 708
nu = 0.362221
obj = -6203.416773, rho = 2.657459
nSV = 81, nBSV = 59
Total nSV = 81
..*..*
optimization finished, #iter = 877
nu = 0.360881
obj = -6247.581946, rho = 2.773618
nSV = 81, nBSV = 57
Total nSV = 81
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 716
nu = 0.358588
obj = -7029.627812, rho = 2.914257
nSV = 80, nBSV = 57
Total nSV = 80
...*.*
optimization finished, #iter = 921
nu = 0.356780
obj = -7029.183414, rho = 1.897104
nSV = 79, nBSV = 57
Total nSV = 79
...*..*
optimization finished, #iter = 1025
nu = 0.352329
obj = -6924.584703, rho = 2.113281
nSV = 79, nBSV = 54
Total nSV = 79
..*..*
optimization finished, #iter = 811
nu = 0.358703
obj = -7038.285477, rho = 3.115674
nSV = 81, nBSV = 57
Total nSV = 81
..*..*
optimization finished, #iter = 807
nu = 0.358311
obj = -7105.625714, rho = 3.180776
nSV = 81, nBSV = 57
Total nSV = 81
Cross Validation Accuracy = 83.3333%
..*..*
optimization finished, #iter = 872
nu = 0.354932
obj = -7964.581255, rho = 3.205568
nSV = 81, nBSV = 55
Total nSV = 81
...*..*
optimization finished, #iter = 1088
nu = 0.353558
obj = -7976.629782, rho = 2.074249
nSV = 80, nBSV = 54
Total nSV = 80
....*.*
optimization finished, #iter = 1130
nu = 0.348756
obj = -7855.588405, rho = 2.331644
nSV = 80, nBSV = 53
Total nSV = 80
...*..*
optimization finished, #iter = 1040
nu = 0.354870
obj = -7983.136091, rho = 3.579540
nSV = 82, nBSV = 55
Total nSV = 82
..*..*
optimization finished, #iter = 830
nu = 0.355732
obj = -8078.048716, rho = 3.524911
nSV = 81, nBSV = 57
Total nSV = 81
Cross Validation Accuracy = 83.3333%
...*...*
optimization finished, #iter = 1180
nu = 0.350664
obj = -9020.363549, rho = 3.634890
nSV = 80, nBSV = 54
Total nSV = 80
...*.*
optimization finished, #iter = 917
nu = 0.350168
obj = -9048.117849, rho = 2.477940
nSV = 79, nBSV = 52
Total nSV = 79
....*..*
optimization finished, #iter = 1293
nu = 0.345189
obj = -8908.855877, rho = 2.471492
nSV = 79, nBSV = 52
Total nSV = 79
...*..*
optimization finished, #iter = 1151
nu = 0.351293
obj = -9051.499644, rho = 4.072251
nSV = 82, nBSV = 54
Total nSV = 82
...*..*
optimization finished, #iter = 982
nu = 0.353518
obj = -9178.050718, rho = 3.925506
nSV = 81, nBSV = 57
Total nSV = 81
Cross Validation Accuracy = 83.75%
...*..*
optimization finished, #iter = 1015
nu = 0.347265
obj = -10211.063324, rho = 4.101680
nSV = 79, nBSV = 54
Total nSV = 79
...*...*
optimization finished, #iter = 1174
nu = 0.347057
obj = -10257.682627, rho = 2.913325
nSV = 80, nBSV = 53
Total nSV = 80
.....*..*
optimization finished, #iter = 1436
nu = 0.341895
obj = -10098.541050, rho = 2.684315
nSV = 78, nBSV = 51
Total nSV = 78
...*...*
optimization finished, #iter = 1161
nu = 0.347613
obj = -10258.450932, rho = 4.686873
nSV = 80, nBSV = 53
Total nSV = 80
....*..*
optimization finished, #iter = 1194
nu = 0.350985
obj = -10420.395534, rho = 4.367948
nSV = 83, nBSV = 55
Total nSV = 83
Cross Validation Accuracy = 84.1667%
....*..*
optimization finished, #iter = 1283
nu = 0.344166
obj = -11548.621270, rho = 4.701934
nSV = 80, nBSV = 54
Total nSV = 80
....*..*
optimization finished, #iter = 1259
nu = 0.343870
obj = -11621.040312, rho = 3.464383
nSV = 81, nBSV = 53
Total nSV = 81
.....*...*
optimization finished, #iter = 1552
nu = 0.338619
obj = -11440.007147, rho = 2.761025
nSV = 79, nBSV = 50
Total nSV = 79
....*..*
optimization finished, #iter = 1264
nu = 0.344448
obj = -11619.322082, rho = 5.250635
nSV = 79, nBSV = 51
Total nSV = 79
....*...*
optimization finished, #iter = 1412
nu = 0.348007
obj = -11823.845587, rho = 4.841204
nSV = 82, nBSV = 53
Total nSV = 82
Cross Validation Accuracy = 84.1667%
....*....*
optimization finished, #iter = 1569
nu = 0.340893
obj = -13047.587309, rho = 5.243518
nSV = 80, nBSV = 53
Total nSV = 80
....*..*
optimization finished, #iter = 1273
nu = 0.340612
obj = -13156.700050, rho = 4.095688
nSV = 80, nBSV = 53
Total nSV = 80
.....*...*
optimization finished, #iter = 1557
nu = 0.335321
obj = -12951.055491, rho = 2.741253
nSV = 79, nBSV = 50
Total nSV = 79
....*.*
optimization finished, #iter = 1084
nu = 0.341881
obj = -13148.644287, rho = 5.989079
nSV = 77, nBSV = 51
Total nSV = 77
....*...*
optimization finished, #iter = 1464
nu = 0.344962
obj = -13408.176533, rho = 5.264617
nSV = 83, nBSV = 52
Total nSV = 83
Cross Validation Accuracy = 83.3333%
....*...*
optimization finished, #iter = 1473
nu = 0.338029
obj = -14722.339447, rho = 5.858591
nSV = 80, nBSV = 53
Total nSV = 80
....*...*
optimization finished, #iter = 1490
nu = 0.337430
obj = -14882.331416, rho = 4.718899
nSV = 80, nBSV = 50
Total nSV = 80
.....*...*
optimization finished, #iter = 1547
nu = 0.332578
obj = -14648.485535, rho = 2.745425
nSV = 78, nBSV = 51
Total nSV = 78
.....*...*
optimization finished, #iter = 1551
nu = 0.339674
obj = -14858.634347, rho = 6.802945
nSV = 79, nBSV = 51
Total nSV = 79
.....*....*
optimization finished, #iter = 1819
nu = 0.341856
obj = -15195.484767, rho = 5.563877
nSV = 82, nBSV = 51
Total nSV = 82
Cross Validation Accuracy = 83.3333%
.....*...*
optimization finished, #iter = 1643
nu = 0.335455
obj = -16584.121739, rho = 6.588203
nSV = 81, nBSV = 53
Total nSV = 81
.....*...*
optimization finished, #iter = 1657
nu = 0.334577
obj = -16816.303023, rho = 5.422672
nSV = 79, nBSV = 49
Total nSV = 79
.......*...*
optimization finished, #iter = 2096
nu = 0.329247
obj = -16548.581321, rho = 2.912066
nSV = 80, nBSV = 48
Total nSV = 80
......*...*
optimization finished, #iter = 1800
nu = 0.336738
obj = -16766.178583, rho = 7.574554
nSV = 79, nBSV = 50
Total nSV = 79
......*....*
optimization finished, #iter = 2072
nu = 0.339504
obj = -17205.359544, rho = 6.065112
nSV = 82, nBSV = 51
Total nSV = 82
Cross Validation Accuracy = 82.5%
......*....*
optimization finished, #iter = 1974
nu = 0.332698
obj = -18644.217214, rho = 7.532123
nSV = 82, nBSV = 53
Total nSV = 82
......*....*
optimization finished, #iter = 1950
nu = 0.331412
obj = -18976.755822, rho = 6.305824
nSV = 82, nBSV = 48
Total nSV = 82
......*......*
optimization finished, #iter = 2444
nu = 0.325559
obj = -18679.027490, rho = 2.939606
nSV = 78, nBSV = 47
Total nSV = 78
.....*...*
optimization finished, #iter = 1574
nu = 0.333999
obj = -18888.533113, rho = 8.348664
nSV = 80, nBSV = 50
Total nSV = 80
.......*...*
optimization finished, #iter = 1942
nu = 0.337353
obj = -19455.475012, rho = 6.782400
nSV = 83, nBSV = 50
Total nSV = 83
Cross Validation Accuracy = 82.0833%
.......*...*
optimization finished, #iter = 1955
nu = 0.328341
obj = -20918.293238, rho = 8.389166
nSV = 80, nBSV = 50
Total nSV = 80
.......*.....*
optimization finished, #iter = 2305
nu = 0.328133
obj = -21386.309044, rho = 7.223395
nSV = 83, nBSV = 47
Total nSV = 83
.......*......*
optimization finished, #iter = 2526
nu = 0.322031
obj = -21058.948411, rho = 3.130327
nSV = 79, nBSV = 44
Total nSV = 79
........*.....*
optimization finished, #iter = 2557
nu = 0.330702
obj = -21241.549045, rho = 8.911206
nSV = 80, nBSV = 50
Total nSV = 80
.........*....*
optimization finished, #iter = 2526
nu = 0.334944
obj = -21965.725431, rho = 7.311486
nSV = 84, nBSV = 48
Total nSV = 84
Cross Validation Accuracy = 81.6667%
.......*....*
optimization finished, #iter = 2271
nu = 0.323824
obj = -23430.338579, rho = 8.446740
nSV = 80, nBSV = 49
Total nSV = 80
.........*.....*
optimization finished, #iter = 2792
nu = 0.323553
obj = -24071.523716, rho = 7.991163
nSV = 84, nBSV = 45
Total nSV = 84
.......*.....*
optimization finished, #iter = 2369
nu = 0.318532
obj = -23711.655279, rho = 3.182240
nSV = 79, nBSV = 44
Total nSV = 79
..........*......*
optimization finished, #iter = 3106
nu = 0.327063
obj = -23840.464014, rho = 9.679897
nSV = 80, nBSV = 47
Total nSV = 80
..........*.....*
optimization finished, #iter = 2909
nu = 0.331139
obj = -24766.790944, rho = 8.231671
nSV = 83, nBSV = 46
Total nSV = 83
Cross Validation Accuracy = 82.0833%
..........*.....*
optimization finished, #iter = 2961
nu = 0.318199
obj = -26193.974841, rho = 8.205667
nSV = 81, nBSV = 47
Total nSV = 81
...........*......*
optimization finished, #iter = 3401
nu = 0.319050
obj = -27064.032210, rho = 8.530600
nSV = 83, nBSV = 43
Total nSV = 83
..........*.......*
optimization finished, #iter = 3441
nu = 0.314256
obj = -26659.447260, rho = 3.529493
nSV = 79, nBSV = 41
Total nSV = 79
..........*......*
optimization finished, #iter = 3159
nu = 0.322489
obj = -26707.954404, rho = 10.068731
nSV = 79, nBSV = 44
Total nSV = 79
..........*......*
optimization finished, #iter = 3077
nu = 0.327371
obj = -27891.434689, rho = 9.386964
nSV = 86, nBSV = 45
Total nSV = 86
Cross Validation Accuracy = 81.25%
.........*........*
optimization finished, #iter = 3422
nu = 0.311294
obj = -29248.903591, rho = 8.236934
nSV = 81, nBSV = 43
Total nSV = 81
.............*......*
optimization finished, #iter = 3762
nu = 0.313590
obj = -30396.034165, rho = 9.502809
nSV = 81, nBSV = 40
Total nSV = 81
..............*.........*
optimization finished, #iter = 4595
nu = 0.309105
obj = -29939.574350, rho = 4.240382
nSV = 79, nBSV = 37
Total nSV = 79
..........*.........*
optimization finished, #iter = 3695
nu = 0.316567
obj = -29876.659974, rho = 9.188632
nSV = 77, nBSV = 43
Total nSV = 77
...........*......*
optimization finished, #iter = 3429
nu = 0.323689
obj = -31364.092559, rho = 10.751886
nSV = 88, nBSV = 45
Total nSV = 88
Cross Validation Accuracy = 80%
............*....*
optimization finished, #iter = 3239
nu = 0.304850
obj = -32620.626804, rho = 8.314273
nSV = 80, nBSV = 42
Total nSV = 80
.........*..........*
optimization finished, #iter = 3738
nu = 0.307689
obj = -34113.481166, rho = 11.062387
nSV = 80, nBSV = 37
Total nSV = 80
...............*..........*
optimization finished, #iter = 4835
nu = 0.302936
obj = -33602.413135, rho = 5.449230
nSV = 80, nBSV = 37
Total nSV = 80
...............*........*
optimization finished, #iter = 4500
nu = 0.311045
obj = -33366.729812, rho = 8.071198
nSV = 79, nBSV = 40
Total nSV = 79
...........*.......*
optimization finished, #iter = 3440
nu = 0.319176
obj = -35218.235174, rho = 11.245082
nSV = 86, nBSV = 44
Total nSV = 86
Cross Validation Accuracy = 79.5833%
............*......*
optimization finished, #iter = 3637
nu = 0.299380
obj = -36317.497197, rho = 8.042605
nSV = 76, nBSV = 38
Total nSV = 76
...........*.........*
optimization finished, #iter = 3920
nu = 0.302348
obj = -38257.402174, rho = 13.140440
nSV = 79, nBSV = 38
Total nSV = 79
..............*.............*
optimization finished, #iter = 5291
nu = 0.297240
obj = -37687.792523, rho = 6.722614
nSV = 80, nBSV = 37
Total nSV = 80
....................*.........*
optimization finished, #iter = 5581
nu = 0.302694
obj = -37225.374967, rho = 6.858659
nSV = 80, nBSV = 37
Total nSV = 80
...............*........*
optimization finished, #iter = 4504
nu = 0.315227
obj = -39476.785944, rho = 11.788592
nSV = 84, nBSV = 42
Total nSV = 84
Cross Validation Accuracy = 80.8333%
..............*......*
optimization finished, #iter = 4032
nu = 0.294450
obj = -40323.849423, rho = 7.639608
nSV = 78, nBSV = 39
Total nSV = 78
...........*.......*
optimization finished, #iter = 3548
nu = 0.298241
obj = -42839.184262, rho = 15.482004
nSV = 78, nBSV = 38
Total nSV = 78
.................*............*
optimization finished, #iter = 5680
nu = 0.291823
obj = -42232.020950, rho = 7.930718
nSV = 81, nBSV = 37
Total nSV = 81
.....................*............*
optimization finished, #iter = 6453
nu = 0.294954
obj = -41514.118007, rho = 5.676569
nSV = 81, nBSV = 37
Total nSV = 81
.............*.......*
optimization finished, #iter = 3833
nu = 0.309982
obj = -44169.213981, rho = 13.303686
nSV = 84, nBSV = 38
Total nSV = 84
Cross Validation Accuracy = 80.8333%
...............*......*
optimization finished, #iter = 4220
nu = 0.289573
obj = -44622.487475, rho = 6.518720
nSV = 79, nBSV = 38
Total nSV = 79
..............*......*
optimization finished, #iter = 3939
nu = 0.294872
obj = -47856.295415, rho = 18.209318
nSV = 79, nBSV = 38
Total nSV = 79
...................*.........*
optimization finished, #iter = 5559
nu = 0.287528
obj = -47255.913224, rho = 9.423444
nSV = 80, nBSV = 36
Total nSV = 80
.....................*............*
optimization finished, #iter = 6380
nu = 0.287817
obj = -46257.900138, rho = 4.257325
nSV = 81, nBSV = 35
Total nSV = 81
..............*......*
optimization finished, #iter = 3898
nu = 0.304943
obj = -49340.651640, rho = 15.450920
nSV = 83, nBSV = 38
Total nSV = 83
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165912, rho = 0.997163
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165908, rho = 0.997327
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165903, rho = 0.996967
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165915, rho = 0.997130
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163949, rho = 0.997129
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.190571, rho = 0.996763
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190564, rho = 0.996930
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190558, rho = 0.996516
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190574, rho = 0.996703
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.188313, rho = 0.996702
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.218885, rho = 0.996127
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218877, rho = 0.996258
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.218868, rho = 0.995816
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.218888, rho = 0.996212
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.216289, rho = 0.996112
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.251401, rho = 0.995552
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.251390, rho = 0.995701
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.251378, rho = 0.995194
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.251406, rho = 0.995480
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.248416, rho = 0.995533
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.288743, rho = 0.994890
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288729, rho = 0.995062
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288713, rho = 0.994479
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288750, rho = 0.994808
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.285310, rho = 0.994869
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.331621, rho = 0.994130
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.331602, rho = 0.994328
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.331583, rho = 0.993698
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331630, rho = 0.994036
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.327671, rho = 0.994106
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.380876, rho = 0.993257
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.380851, rho = 0.993484
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.380826, rho = 0.992761
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.380888, rho = 0.993149
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.376332, rho = 0.993230
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.437419, rho = 0.992098
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.437387, rho = 0.992390
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437350, rho = 0.991685
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437432, rho = 0.992130
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.432187, rho = 0.992223
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.502338, rho = 0.990923
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.502295, rho = 0.991258
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.502247, rho = 0.990448
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.502355, rho = 0.990960
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.496317, rho = 0.990831
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.576874, rho = 0.989573
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.576819, rho = 0.989958
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.576758, rho = 0.989138
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.576901, rho = 0.989705
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.569942, rho = 0.989467
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.662454, rho = 0.988269
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.662378, rho = 0.988465
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.662298, rho = 0.987522
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.662486, rho = 0.988174
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.654466, rho = 0.987901
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.760673, rho = 0.986525
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.760573, rho = 0.986750
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.760467, rho = 0.985667
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.760720, rho = 0.986681
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.751467, rho = 0.986102
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.873415, rho = 0.984521
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.873287, rho = 0.984613
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.873144, rho = 0.983536
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.873477, rho = 0.984701
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.862801, rho = 0.984036
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -1.002820, rho = 0.982219
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.002651, rho = 0.982324
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.002462, rho = 0.981088
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.002902, rho = 0.982426
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.990576, rho = 0.981662
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.151306, rho = 0.979450
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.151078, rho = 0.979696
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.150833, rho = 0.978262
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.151409, rho = 0.979813
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.137171, rho = 0.979093
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.321662, rho = 0.976394
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.321362, rho = 0.976677
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.321038, rho = 0.975030
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.321798, rho = 0.976811
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.305334, rho = 0.975984
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.517091, rho = 0.972884
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.516690, rho = 0.973209
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.516263, rho = 0.971317
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.517265, rho = 0.973363
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.498210, rho = 0.972413
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.741284, rho = 0.968851
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.740753, rho = 0.969224
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.740190, rho = 0.967051
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.741512, rho = 0.969401
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.719435, rho = 0.968309
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.998300, rho = 0.964219
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.997607, rho = 0.965114
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.996858, rho = 0.962151
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.998602, rho = 0.964850
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.972992, rho = 0.963597
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.292761, rho = 0.958901
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.291849, rho = 0.959929
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.290858, rho = 0.956526
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.293160, rho = 0.959626
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.263414, rho = 0.958186
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.630414, rho = 0.952789
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.629211, rho = 0.953969
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.627903, rho = 0.950060
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.630940, rho = 0.953621
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.596336, rho = 0.951968
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.017071, rho = 0.945770
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.015484, rho = 0.947126
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.013757, rho = 0.942636
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.017765, rho = 0.946726
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.977444, rho = 0.944826
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.459909, rho = 0.937705
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.457814, rho = 0.939263
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.455536, rho = 0.934105
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.460824, rho = 0.938804
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.413751, rho = 0.936622
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.966755, rho = 0.928441
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.963991, rho = 0.930230
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.960986, rho = 0.924306
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.967964, rho = 0.929704
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.912893, rho = 0.927197
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.546529, rho = 0.917799
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.542882, rho = 0.919855
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.538915, rho = 0.913049
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.548123, rho = 0.919249
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.483546, rho = 0.916370
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -5.209157, rho = 0.905577
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.204344, rho = 0.907938
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.199111, rho = 0.900120
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.211260, rho = 0.907243
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.135346, rho = 0.903935
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.966127, rho = 0.891536
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.959776, rho = 0.894248
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.952878, rho = 0.885268
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.968902, rho = 0.893450
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.879407, rho = 0.889650
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.830016, rho = 0.875407
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.821637, rho = 0.878522
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.812533, rho = 0.868207
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.833678, rho = 0.877605
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -6.727858, rho = 0.873241
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.814801, rho = 0.856882
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.803745, rho = 0.860461
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.791734, rho = 0.848611
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.819634, rho = 0.859407
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -7.694092, rho = 0.854393
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -8.936257, rho = 0.835601
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -8.921668, rho = 0.839712
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.905826, rho = 0.825645
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.942634, rho = 0.838502
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -8.793162, rho = 0.832743
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -10.211627, rho = 0.811154
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.192378, rho = 0.815876
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.171474, rho = 0.799717
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.220042, rho = 0.814486
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.041398, rho = 0.807870
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -11.659526, rho = 0.783072
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -11.634126, rho = 0.788496
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -11.606542, rho = 0.769934
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.670629, rho = 0.786899
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.456257, rho = 0.779300
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -13.300011, rho = 0.750817
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -13.266495, rho = 0.757048
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.230097, rho = 0.735838
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -13.314661, rho = 0.755213
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -13.056325, rho = 0.746484
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -15.154765, rho = 0.713764
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -15.110541, rho = 0.720921
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -15.062513, rho = 0.696557
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -15.174096, rho = 0.718814
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -14.861392, rho = 0.708787
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -17.246261, rho = 0.671197
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -17.187905, rho = 0.679418
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -17.124531, rho = 0.651431
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -17.271770, rho = 0.676998
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -16.891509, rho = 0.665479
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -19.596509, rho = 0.622311
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -19.519527, rho = 0.631900
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -19.435899, rho = 0.599509
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -19.630167, rho = 0.628972
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -19.165593, rho = 0.615741
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -22.228423, rho = 0.566141
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -22.126840, rho = 0.577340
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -22.016485, rho = 0.539889
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -22.272837, rho = 0.573793
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -21.702514, rho = 0.558594
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -25.160852, rho = 0.501632
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -25.026815, rho = 0.514496
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -24.881204, rho = 0.471476
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -25.219456, rho = 0.510421
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -24.515973, rho = 0.492962
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 62.9167%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -28.409659, rho = 0.427540
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -28.232810, rho = 0.442078
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -28.040684, rho = 0.392906
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -28.486981, rho = 0.437640
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -27.615123, rho = 0.417586
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 69.5833%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -31.986243, rho = 0.342398
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -31.752875, rho = 0.359094
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -31.499366, rho = 0.302741
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -32.088279, rho = 0.353996
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -31.002517, rho = 0.330958
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -35.886035, rho = 0.244622
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -35.578110, rho = 0.263800
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -35.243611, rho = 0.199078
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -36.020669, rho = 0.257944
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -34.662372, rho = 0.231481
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -40.092001, rho = 0.132306
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.878381
obj = -39.690241, rho = 0.172838
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.875000
obj = -39.260997, rho = 0.109648
nSV = 170, nBSV = 166
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -40.269645, rho = 0.147615
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.869110
obj = -38.573698, rho = 0.149303
nSV = 167, nBSV = 165
Total nSV = 167
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 89
nu = 0.854396
obj = -44.645053, rho = 0.092151
nSV = 169, nBSV = 164
Total nSV = 169
*
optimization finished, #iter = 82
nu = 0.853334
obj = -44.193441, rho = 0.140252
nSV = 164, nBSV = 162
Total nSV = 164
*
optimization finished, #iter = 85
nu = 0.842834
obj = -43.691591, rho = 0.079345
nSV = 164, nBSV = 160
Total nSV = 164
*
optimization finished, #iter = 86
nu = 0.864583
obj = -44.884899, rho = 0.106156
nSV = 168, nBSV = 165
Total nSV = 168
*
optimization finished, #iter = 82
nu = 0.839517
obj = -42.858511, rho = 0.121983
nSV = 162, nBSV = 160
Total nSV = 162
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.832608
obj = -49.732568, rho = 0.059076
nSV = 162, nBSV = 158
Total nSV = 162
*
optimization finished, #iter = 80
nu = 0.822917
obj = -49.262380, rho = 0.126092
nSV = 159, nBSV = 157
Total nSV = 159
*
optimization finished, #iter = 82
nu = 0.813789
obj = -48.701248, rho = 0.058795
nSV = 158, nBSV = 155
Total nSV = 158
*
optimization finished, #iter = 86
nu = 0.830367
obj = -50.047407, rho = 0.101594
nSV = 162, nBSV = 158
Total nSV = 162
*
optimization finished, #iter = 85
nu = 0.807005
obj = -47.677002, rho = 0.120193
nSV = 157, nBSV = 153
Total nSV = 157
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.806784
obj = -55.411947, rho = 0.058617
nSV = 156, nBSV = 154
Total nSV = 156
*
optimization finished, #iter = 82
nu = 0.804427
obj = -54.862530, rho = 0.119216
nSV = 156, nBSV = 152
Total nSV = 156
*
optimization finished, #iter = 77
nu = 0.785385
obj = -54.305373, rho = 0.042919
nSV = 152, nBSV = 150
Total nSV = 152
*
optimization finished, #iter = 87
nu = 0.805412
obj = -55.873053, rho = 0.126826
nSV = 158, nBSV = 153
Total nSV = 158
*
optimization finished, #iter = 80
nu = 0.782865
obj = -53.091352, rho = 0.135603
nSV = 151, nBSV = 148
Total nSV = 151
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 94
nu = 0.776691
obj = -61.761035, rho = 0.057608
nSV = 153, nBSV = 147
Total nSV = 153
*
optimization finished, #iter = 85
nu = 0.776637
obj = -61.122802, rho = 0.120942
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 89
nu = 0.761194
obj = -60.612549, rho = 0.029186
nSV = 149, nBSV = 144
Total nSV = 149
*
optimization finished, #iter = 85
nu = 0.781250
obj = -62.389415, rho = 0.144063
nSV = 151, nBSV = 148
Total nSV = 151
*
optimization finished, #iter = 87
nu = 0.760715
obj = -59.069833, rho = 0.129845
nSV = 148, nBSV = 142
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.756477
obj = -68.879680, rho = 0.056224
nSV = 147, nBSV = 144
Total nSV = 147
*
optimization finished, #iter = 77
nu = 0.751330
obj = -68.116604, rho = 0.107790
nSV = 146, nBSV = 143
Total nSV = 146
*
optimization finished, #iter = 75
nu = 0.739583
obj = -67.684971, rho = 0.041299
nSV = 143, nBSV = 141
Total nSV = 143
*
optimization finished, #iter = 81
nu = 0.761854
obj = -69.635272, rho = 0.102938
nSV = 149, nBSV = 145
Total nSV = 149
*
optimization finished, #iter = 84
nu = 0.730824
obj = -65.775756, rho = 0.139087
nSV = 142, nBSV = 136
Total nSV = 142
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 76
nu = 0.729479
obj = -76.823299, rho = 0.080158
nSV = 142, nBSV = 140
Total nSV = 142
*
optimization finished, #iter = 83
nu = 0.730453
obj = -75.893789, rho = 0.086315
nSV = 144, nBSV = 138
Total nSV = 144
*
optimization finished, #iter = 75
nu = 0.719644
obj = -75.561157, rho = 0.024538
nSV = 140, nBSV = 137
Total nSV = 140
*
optimization finished, #iter = 89
nu = 0.736996
obj = -77.742782, rho = 0.117079
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 85
nu = 0.709275
obj = -73.293420, rho = 0.125016
nSV = 138, nBSV = 132
Total nSV = 138
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 79
nu = 0.702487
obj = -85.766454, rho = 0.089406
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 97
nu = 0.702068
obj = -84.629943, rho = 0.080376
nSV = 139, nBSV = 131
Total nSV = 139
*
optimization finished, #iter = 93
nu = 0.695593
obj = -84.358301, rho = 0.020531
nSV = 137, nBSV = 130
Total nSV = 137
*
optimization finished, #iter = 76
nu = 0.717095
obj = -86.870998, rho = 0.115259
nSV = 139, nBSV = 136
Total nSV = 139
*
optimization finished, #iter = 79
nu = 0.684302
obj = -81.719521, rho = 0.114052
nSV = 133, nBSV = 129
Total nSV = 133
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 81
nu = 0.683269
obj = -95.873138, rho = 0.082674
nSV = 133, nBSV = 128
Total nSV = 133
*
optimization finished, #iter = 79
nu = 0.676006
obj = -94.553495, rho = 0.102064
nSV = 132, nBSV = 126
Total nSV = 132
*
optimization finished, #iter = 84
nu = 0.669667
obj = -94.355193, rho = 0.016580
nSV = 133, nBSV = 127
Total nSV = 133
*
optimization finished, #iter = 85
nu = 0.695858
obj = -97.053477, rho = 0.119711
nSV = 137, nBSV = 132
Total nSV = 137
*
optimization finished, #iter = 79
nu = 0.659001
obj = -91.229061, rho = 0.129746
nSV = 127, nBSV = 123
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.658805
obj = -107.221865, rho = 0.085879
nSV = 133, nBSV = 124
Total nSV = 133
*
optimization finished, #iter = 82
nu = 0.654338
obj = -105.754289, rho = 0.122935
nSV = 128, nBSV = 123
Total nSV = 128
*
optimization finished, #iter = 77
nu = 0.654077
obj = -105.631026, rho = -0.010354
nSV = 129, nBSV = 123
Total nSV = 129
*
optimization finished, #iter = 77
nu = 0.674116
obj = -108.505798, rho = 0.150950
nSV = 132, nBSV = 127
Total nSV = 132
*
optimization finished, #iter = 75
nu = 0.636967
obj = -101.984329, rho = 0.166630
nSV = 122, nBSV = 120
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 79
nu = 0.638078
obj = -120.100098, rho = 0.112294
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 83
nu = 0.638382
obj = -118.356664, rho = 0.103489
nSV = 125, nBSV = 119
Total nSV = 125
*
optimization finished, #iter = 68
nu = 0.633062
obj = -118.304963, rho = -0.022172
nSV = 123, nBSV = 119
Total nSV = 123
*
optimization finished, #iter = 78
nu = 0.654164
obj = -121.355135, rho = 0.186762
nSV = 130, nBSV = 123
Total nSV = 130
*
optimization finished, #iter = 74
nu = 0.618448
obj = -114.070252, rho = 0.164944
nSV = 120, nBSV = 117
Total nSV = 120
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 76
nu = 0.619815
obj = -134.676948, rho = 0.118088
nSV = 121, nBSV = 117
Total nSV = 121
*
optimization finished, #iter = 84
nu = 0.619224
obj = -132.485570, rho = 0.104611
nSV = 121, nBSV = 116
Total nSV = 121
*
optimization finished, #iter = 68
nu = 0.618261
obj = -132.558640, rho = -0.008890
nSV = 120, nBSV = 116
Total nSV = 120
*
optimization finished, #iter = 96
nu = 0.631199
obj = -135.907815, rho = 0.233427
nSV = 125, nBSV = 117
Total nSV = 125
*
optimization finished, #iter = 83
nu = 0.598983
obj = -127.663396, rho = 0.213325
nSV = 118, nBSV = 112
Total nSV = 118
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.603620
obj = -151.109769, rho = 0.112895
nSV = 119, nBSV = 114
Total nSV = 119
*
optimization finished, #iter = 75
nu = 0.600907
obj = -148.419671, rho = 0.113930
nSV = 119, nBSV = 114
Total nSV = 119
*
optimization finished, #iter = 67
nu = 0.600546
obj = -148.524835, rho = 0.001221
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 98
nu = 0.615117
obj = -152.383286, rho = 0.257649
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 73
nu = 0.580771
obj = -143.059210, rho = 0.218347
nSV = 113, nBSV = 109
Total nSV = 113
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 94
nu = 0.587443
obj = -169.602518, rho = 0.108825
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 72
nu = 0.585855
obj = -166.288152, rho = 0.120961
nSV = 115, nBSV = 109
Total nSV = 115
*
optimization finished, #iter = 97
nu = 0.582598
obj = -166.536734, rho = 0.016703
nSV = 116, nBSV = 107
Total nSV = 116
*
optimization finished, #iter = 94
nu = 0.599450
obj = -170.830959, rho = 0.239179
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 69
nu = 0.563879
obj = -160.452530, rho = 0.259517
nSV = 110, nBSV = 104
Total nSV = 110
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 82
nu = 0.572723
obj = -190.506514, rho = 0.114084
nSV = 113, nBSV = 107
Total nSV = 113
*
optimization finished, #iter = 98
nu = 0.571350
obj = -186.344032, rho = 0.119875
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 86
nu = 0.565627
obj = -186.951788, rho = 0.043305
nSV = 114, nBSV = 106
Total nSV = 114
*
optimization finished, #iter = 93
nu = 0.582929
obj = -191.670477, rho = 0.208697
nSV = 116, nBSV = 109
Total nSV = 116
*
optimization finished, #iter = 76
nu = 0.546927
obj = -180.151683, rho = 0.267120
nSV = 109, nBSV = 103
Total nSV = 109
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 100
nu = 0.554939
obj = -214.159089, rho = 0.141323
nSV = 113, nBSV = 103
Total nSV = 113
*
optimization finished, #iter = 107
nu = 0.552105
obj = -209.014508, rho = 0.171556
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 78
nu = 0.551090
obj = -210.041110, rho = 0.047900
nSV = 109, nBSV = 101
Total nSV = 109
*
optimization finished, #iter = 117
nu = 0.565921
obj = -215.232843, rho = 0.204990
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 91
nu = 0.534477
obj = -202.409632, rho = 0.263815
nSV = 105, nBSV = 99
Total nSV = 105
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 88
nu = 0.539637
obj = -241.174276, rho = 0.194389
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 87
nu = 0.536409
obj = -234.814254, rho = 0.224978
nSV = 106, nBSV = 100
Total nSV = 106
*
optimization finished, #iter = 97
nu = 0.535251
obj = -236.226546, rho = 0.042357
nSV = 106, nBSV = 100
Total nSV = 106
*
optimization finished, #iter = 127
nu = 0.549311
obj = -241.987352, rho = 0.199664
nSV = 112, nBSV = 102
Total nSV = 112
*
optimization finished, #iter = 96
nu = 0.521320
obj = -227.482293, rho = 0.279721
nSV = 103, nBSV = 94
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 78
nu = 0.528497
obj = -271.763016, rho = 0.252562
nSV = 104, nBSV = 100
Total nSV = 104
*
optimization finished, #iter = 108
nu = 0.521361
obj = -264.036785, rho = 0.247079
nSV = 105, nBSV = 95
Total nSV = 105
*
optimization finished, #iter = 95
nu = 0.521013
obj = -265.926188, rho = 0.066220
nSV = 105, nBSV = 96
Total nSV = 105
*
optimization finished, #iter = 118
nu = 0.534891
obj = -272.333880, rho = 0.202605
nSV = 108, nBSV = 99
Total nSV = 108
*
optimization finished, #iter = 107
nu = 0.505440
obj = -255.947403, rho = 0.299673
nSV = 102, nBSV = 91
Total nSV = 102
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 77
nu = 0.515523
obj = -306.328456, rho = 0.324283
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 114
nu = 0.507018
obj = -297.248849, rho = 0.232325
nSV = 101, nBSV = 91
Total nSV = 101
*
optimization finished, #iter = 82
nu = 0.507244
obj = -299.795187, rho = 0.108683
nSV = 101, nBSV = 95
Total nSV = 101
*
optimization finished, #iter = 122
nu = 0.521526
obj = -306.835346, rho = 0.224328
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 118
nu = 0.494238
obj = -288.326709, rho = 0.363641
nSV = 97, nBSV = 88
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 73
nu = 0.505862
obj = -345.640162, rho = 0.350616
nSV = 100, nBSV = 94
Total nSV = 100
*
optimization finished, #iter = 106
nu = 0.494369
obj = -335.085909, rho = 0.246128
nSV = 99, nBSV = 90
Total nSV = 99
*
optimization finished, #iter = 96
nu = 0.497930
obj = -338.164480, rho = 0.163368
nSV = 100, nBSV = 93
Total nSV = 100
*
optimization finished, #iter = 128
nu = 0.510704
obj = -345.919923, rho = 0.263989
nSV = 104, nBSV = 94
Total nSV = 104
*
optimization finished, #iter = 142
nu = 0.480625
obj = -325.062012, rho = 0.438055
nSV = 98, nBSV = 85
Total nSV = 98
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 103
nu = 0.493775
obj = -390.099913, rho = 0.344656
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 102
nu = 0.482885
obj = -378.007018, rho = 0.249286
nSV = 97, nBSV = 89
Total nSV = 97
*
optimization finished, #iter = 85
nu = 0.488452
obj = -381.463423, rho = 0.181075
nSV = 97, nBSV = 89
Total nSV = 97
*
optimization finished, #iter = 156
nu = 0.497994
obj = -390.223207, rho = 0.319339
nSV = 103, nBSV = 90
Total nSV = 103
*
optimization finished, #iter = 145
nu = 0.469006
obj = -366.973045, rho = 0.505811
nSV = 95, nBSV = 84
Total nSV = 95
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 98
nu = 0.481422
obj = -440.885700, rho = 0.347098
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 119
nu = 0.472152
obj = -426.844344, rho = 0.243618
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 100
nu = 0.477265
obj = -430.576354, rho = 0.201853
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 176
nu = 0.485659
obj = -440.796446, rho = 0.368936
nSV = 102, nBSV = 90
Total nSV = 102
*
optimization finished, #iter = 134
nu = 0.457890
obj = -414.732272, rho = 0.536494
nSV = 92, nBSV = 82
Total nSV = 92
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 97
nu = 0.472216
obj = -498.869676, rho = 0.369647
nSV = 94, nBSV = 88
Total nSV = 94
*
optimization finished, #iter = 113
nu = 0.462214
obj = -482.370021, rho = 0.227697
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 122
nu = 0.468070
obj = -486.220487, rho = 0.202784
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 118
nu = 0.475674
obj = -498.445618, rho = 0.443256
nSV = 97, nBSV = 88
Total nSV = 97
*.*
optimization finished, #iter = 199
nu = 0.447749
obj = -469.242987, rho = 0.568895
nSV = 93, nBSV = 79
Total nSV = 93
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 110
nu = 0.466043
obj = -564.414970, rho = 0.383194
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 131
nu = 0.454315
obj = -545.365860, rho = 0.220911
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 121
nu = 0.457749
obj = -549.534342, rho = 0.223537
nSV = 92, nBSV = 84
Total nSV = 92
*
optimization finished, #iter = 85
nu = 0.468512
obj = -563.855428, rho = 0.481109
nSV = 95, nBSV = 87
Total nSV = 95
*.*
optimization finished, #iter = 216
nu = 0.437735
obj = -531.582219, rho = 0.619453
nSV = 93, nBSV = 78
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 144
nu = 0.457791
obj = -638.734423, rho = 0.377277
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 144
nu = 0.445401
obj = -616.897065, rho = 0.247709
nSV = 91, nBSV = 81
Total nSV = 91
*
optimization finished, #iter = 101
nu = 0.449762
obj = -621.577236, rho = 0.243377
nSV = 90, nBSV = 83
Total nSV = 90
*
optimization finished, #iter = 129
nu = 0.459537
obj = -637.952669, rho = 0.501077
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 145
nu = 0.429193
obj = -602.930027, rho = 0.698416
nSV = 89, nBSV = 78
Total nSV = 89
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 97
nu = 0.448878
obj = -723.184999, rho = 0.394435
nSV = 92, nBSV = 82
Total nSV = 92
*.*
optimization finished, #iter = 195
nu = 0.437781
obj = -698.171389, rho = 0.274928
nSV = 88, nBSV = 76
Total nSV = 88
*
optimization finished, #iter = 162
nu = 0.442698
obj = -703.034227, rho = 0.238267
nSV = 90, nBSV = 81
Total nSV = 90
*
optimization finished, #iter = 116
nu = 0.452388
obj = -722.260052, rho = 0.549839
nSV = 93, nBSV = 84
Total nSV = 93
*.*
optimization finished, #iter = 212
nu = 0.422198
obj = -684.474103, rho = 0.769656
nSV = 89, nBSV = 77
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 120
nu = 0.442413
obj = -819.181468, rho = 0.410624
nSV = 90, nBSV = 80
Total nSV = 90
*.*
optimization finished, #iter = 204
nu = 0.429885
obj = -790.487332, rho = 0.259851
nSV = 89, nBSV = 76
Total nSV = 89
*
optimization finished, #iter = 154
nu = 0.434173
obj = -795.490585, rho = 0.207005
nSV = 89, nBSV = 79
Total nSV = 89
*
optimization finished, #iter = 143
nu = 0.446618
obj = -817.474254, rho = 0.568705
nSV = 92, nBSV = 81
Total nSV = 92
*.*
optimization finished, #iter = 212
nu = 0.416880
obj = -777.400580, rho = 0.824171
nSV = 86, nBSV = 73
Total nSV = 86
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 119
nu = 0.435920
obj = -928.056210, rho = 0.416524
nSV = 88, nBSV = 80
Total nSV = 88
*.*
optimization finished, #iter = 245
nu = 0.423090
obj = -895.407329, rho = 0.278118
nSV = 88, nBSV = 73
Total nSV = 88
*
optimization finished, #iter = 136
nu = 0.428319
obj = -900.433425, rho = 0.246090
nSV = 87, nBSV = 78
Total nSV = 87
*
optimization finished, #iter = 140
nu = 0.440396
obj = -925.136033, rho = 0.556711
nSV = 88, nBSV = 78
Total nSV = 88
*.*
optimization finished, #iter = 269
nu = 0.411492
obj = -883.094156, rho = 0.874497
nSV = 85, nBSV = 70
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 124
nu = 0.429301
obj = -1051.569518, rho = 0.381534
nSV = 87, nBSV = 77
Total nSV = 87
*.*
optimization finished, #iter = 289
nu = 0.415767
obj = -1014.693130, rho = 0.294783
nSV = 88, nBSV = 72
Total nSV = 88
*.*
optimization finished, #iter = 211
nu = 0.422609
obj = -1018.886127, rho = 0.333824
nSV = 86, nBSV = 74
Total nSV = 86
*
optimization finished, #iter = 164
nu = 0.433593
obj = -1046.779227, rho = 0.592561
nSV = 89, nBSV = 77
Total nSV = 89
*.*
optimization finished, #iter = 347
nu = 0.405419
obj = -1003.652052, rho = 0.916701
nSV = 86, nBSV = 69
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 138
nu = 0.422494
obj = -1191.985185, rho = 0.377104
nSV = 88, nBSV = 77
Total nSV = 88
.*
optimization finished, #iter = 307
nu = 0.409337
obj = -1150.490578, rho = 0.309711
nSV = 86, nBSV = 71
Total nSV = 86
*.*
optimization finished, #iter = 204
nu = 0.414883
obj = -1153.010708, rho = 0.422612
nSV = 86, nBSV = 70
Total nSV = 86
*.*
optimization finished, #iter = 195
nu = 0.426081
obj = -1184.849730, rho = 0.642652
nSV = 88, nBSV = 75
Total nSV = 88
.*
optimization finished, #iter = 298
nu = 0.399895
obj = -1141.346014, rho = 0.957273
nSV = 85, nBSV = 68
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 157
nu = 0.416790
obj = -1351.522676, rho = 0.363214
nSV = 86, nBSV = 76
Total nSV = 86
.*
optimization finished, #iter = 373
nu = 0.402501
obj = -1305.056018, rho = 0.415035
nSV = 86, nBSV = 68
Total nSV = 86
.**.*
optimization finished, #iter = 360
nu = 0.406965
obj = -1305.766460, rho = 0.467732
nSV = 86, nBSV = 69
Total nSV = 86
.*
optimization finished, #iter = 257
nu = 0.418645
obj = -1341.757484, rho = 0.718627
nSV = 87, nBSV = 73
Total nSV = 87
.*
optimization finished, #iter = 309
nu = 0.394584
obj = -1298.654990, rho = 1.036186
nSV = 85, nBSV = 67
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 176
nu = 0.412861
obj = -1531.943061, rho = 0.459437
nSV = 86, nBSV = 73
Total nSV = 86
.*
optimization finished, #iter = 375
nu = 0.396207
obj = -1481.330945, rho = 0.495908
nSV = 85, nBSV = 66
Total nSV = 85
.*
optimization finished, #iter = 303
nu = 0.399165
obj = -1479.959660, rho = 0.522338
nSV = 85, nBSV = 67
Total nSV = 85
*.*
optimization finished, #iter = 218
nu = 0.411919
obj = -1520.141662, rho = 0.813011
nSV = 85, nBSV = 71
Total nSV = 85
.*
optimization finished, #iter = 332
nu = 0.389960
obj = -1478.372119, rho = 1.137305
nSV = 84, nBSV = 67
Total nSV = 84
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 251
nu = 0.407834
obj = -1735.591618, rho = 0.501155
nSV = 87, nBSV = 70
Total nSV = 87
.*.*
optimization finished, #iter = 459
nu = 0.389797
obj = -1682.483415, rho = 0.583198
nSV = 87, nBSV = 65
Total nSV = 87
.*
optimization finished, #iter = 360
nu = 0.392181
obj = -1678.846226, rho = 0.614761
nSV = 83, nBSV = 64
Total nSV = 83
.*
optimization finished, #iter = 289
nu = 0.405083
obj = -1722.989850, rho = 0.945467
nSV = 86, nBSV = 70
Total nSV = 86
.*
optimization finished, #iter = 361
nu = 0.385818
obj = -1683.533540, rho = 1.239645
nSV = 82, nBSV = 66
Total nSV = 82
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 352
nu = 0.401112
obj = -1966.704333, rho = 0.519065
nSV = 88, nBSV = 69
Total nSV = 88
.*.*
optimization finished, #iter = 557
nu = 0.384199
obj = -1912.280931, rho = 0.600797
nSV = 87, nBSV = 65
Total nSV = 87
.*.*
optimization finished, #iter = 413
nu = 0.385835
obj = -1905.863175, rho = 0.676223
nSV = 84, nBSV = 65
Total nSV = 84
.*
optimization finished, #iter = 340
nu = 0.399036
obj = -1953.707672, rho = 1.026305
nSV = 86, nBSV = 70
Total nSV = 86
*.*
optimization finished, #iter = 253
nu = 0.382556
obj = -1917.497238, rho = 1.331974
nSV = 80, nBSV = 66
Total nSV = 80
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 278
nu = 0.396359
obj = -2228.920594, rho = 0.662543
nSV = 83, nBSV = 68
Total nSV = 83
.*.*
optimization finished, #iter = 450
nu = 0.379351
obj = -2174.450354, rho = 0.617321
nSV = 86, nBSV = 64
Total nSV = 86
.*.*
optimization finished, #iter = 395
nu = 0.380364
obj = -2164.803272, rho = 0.750907
nSV = 84, nBSV = 65
Total nSV = 84
.*.*
optimization finished, #iter = 443
nu = 0.393412
obj = -2215.867029, rho = 1.137802
nSV = 86, nBSV = 69
Total nSV = 86
.*
optimization finished, #iter = 368
nu = 0.379249
obj = -2183.878941, rho = 1.395121
nSV = 82, nBSV = 64
Total nSV = 82
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 344
nu = 0.391101
obj = -2525.416743, rho = 0.848606
nSV = 83, nBSV = 65
Total nSV = 83
.*..*
optimization finished, #iter = 583
nu = 0.374982
obj = -2473.380039, rho = 0.737921
nSV = 86, nBSV = 64
Total nSV = 86
.*.*
optimization finished, #iter = 512
nu = 0.375561
obj = -2459.799577, rho = 0.858432
nSV = 84, nBSV = 64
Total nSV = 84
.*.*
optimization finished, #iter = 418
nu = 0.388606
obj = -2513.431135, rho = 1.214310
nSV = 86, nBSV = 66
Total nSV = 86
.*.*
optimization finished, #iter = 387
nu = 0.376248
obj = -2487.311334, rho = 1.469751
nSV = 81, nBSV = 64
Total nSV = 81
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 392
nu = 0.385084
obj = -2861.971844, rho = 1.000076
nSV = 83, nBSV = 65
Total nSV = 83
.*.*
optimization finished, #iter = 535
nu = 0.371005
obj = -2813.958918, rho = 0.868947
nSV = 88, nBSV = 64
Total nSV = 88
.*.*
optimization finished, #iter = 416
nu = 0.371800
obj = -2795.393038, rho = 0.994433
nSV = 80, nBSV = 63
Total nSV = 80
.*.*
optimization finished, #iter = 549
nu = 0.383505
obj = -2850.871087, rho = 1.280742
nSV = 85, nBSV = 62
Total nSV = 85
.*.*
optimization finished, #iter = 384
nu = 0.373384
obj = -2832.529170, rho = 1.489451
nSV = 81, nBSV = 63
Total nSV = 81
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 413
nu = 0.379513
obj = -3244.149972, rho = 1.224748
nSV = 84, nBSV = 64
Total nSV = 84
.*..*
optimization finished, #iter = 594
nu = 0.367385
obj = -3201.756720, rho = 0.952178
nSV = 87, nBSV = 64
Total nSV = 87
.*.*
optimization finished, #iter = 547
nu = 0.368661
obj = -3175.656106, rho = 1.152864
nSV = 78, nBSV = 60
Total nSV = 78
.*.*
optimization finished, #iter = 544
nu = 0.378099
obj = -3234.443237, rho = 1.396832
nSV = 83, nBSV = 62
Total nSV = 83
..*.*
optimization finished, #iter = 607
nu = 0.370649
obj = -3224.985878, rho = 1.635816
nSV = 83, nBSV = 62
Total nSV = 83
Cross Validation Accuracy = 82.9167%
.*..*
optimization finished, #iter = 607
nu = 0.374392
obj = -3677.926476, rho = 1.545592
nSV = 84, nBSV = 62
Total nSV = 84
.*..*
optimization finished, #iter = 668
nu = 0.364392
obj = -3642.753101, rho = 1.057080
nSV = 84, nBSV = 63
Total nSV = 84
..*
optimization finished, #iter = 559
nu = 0.365293
obj = -3606.565995, rho = 1.303280
nSV = 78, nBSV = 61
Total nSV = 78
.*.*
optimization finished, #iter = 422
nu = 0.373533
obj = -3670.070388, rho = 1.596014
nSV = 83, nBSV = 63
Total nSV = 83
.*.*
optimization finished, #iter = 457
nu = 0.367935
obj = -3671.019591, rho = 1.866369
nSV = 82, nBSV = 59
Total nSV = 82
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 616
nu = 0.370000
obj = -4169.380746, rho = 1.904141
nSV = 82, nBSV = 60
Total nSV = 82
.*.*
optimization finished, #iter = 524
nu = 0.362388
obj = -4142.747177, rho = 1.135710
nSV = 81, nBSV = 63
Total nSV = 81
.*.*
optimization finished, #iter = 560
nu = 0.361946
obj = -4094.401523, rho = 1.362281
nSV = 77, nBSV = 59
Total nSV = 77
.*.*
optimization finished, #iter = 470
nu = 0.369478
obj = -4163.812400, rho = 1.836799
nSV = 81, nBSV = 60
Total nSV = 81
.*..*
optimization finished, #iter = 580
nu = 0.365228
obj = -4177.613215, rho = 2.102573
nSV = 82, nBSV = 59
Total nSV = 82
Cross Validation Accuracy = 83.3333%
.*.*
optimization finished, #iter = 572
nu = 0.365678
obj = -4725.242063, rho = 2.286391
nSV = 81, nBSV = 57
Total nSV = 81
..*.*
optimization finished, #iter = 632
nu = 0.360630
obj = -4707.446933, rho = 1.454927
nSV = 79, nBSV = 58
Total nSV = 79
..*..*
optimization finished, #iter = 786
nu = 0.358987
obj = -4645.635796, rho = 1.519585
nSV = 79, nBSV = 57
Total nSV = 79
..*.*
optimization finished, #iter = 713
nu = 0.365125
obj = -4723.215825, rho = 2.221495
nSV = 82, nBSV = 60
Total nSV = 82
..*..*
optimization finished, #iter = 781
nu = 0.362864
obj = -4752.282292, rho = 2.371942
nSV = 82, nBSV = 59
Total nSV = 82
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 729
nu = 0.361381
obj = -5353.948444, rho = 2.577200
nSV = 81, nBSV = 57
Total nSV = 81
..*.*
optimization finished, #iter = 663
nu = 0.358336
obj = -5344.705527, rho = 1.592106
nSV = 78, nBSV = 57
Total nSV = 78
..*...*
optimization finished, #iter = 1036
nu = 0.354484
obj = -5269.774604, rho = 1.746855
nSV = 80, nBSV = 54
Total nSV = 80
..*.*
optimization finished, #iter = 679
nu = 0.361249
obj = -5356.503269, rho = 2.565809
nSV = 82, nBSV = 57
Total nSV = 82
..*.*
optimization finished, #iter = 679
nu = 0.360305
obj = -5403.222671, rho = 2.682655
nSV = 80, nBSV = 57
Total nSV = 80
Cross Validation Accuracy = 83.3333%
..*..*
optimization finished, #iter = 931
nu = 0.357614
obj = -6063.487262, rho = 2.822665
nSV = 82, nBSV = 55
Total nSV = 82
..*..*
optimization finished, #iter = 844
nu = 0.355327
obj = -6063.673821, rho = 1.845362
nSV = 79, nBSV = 55
Total nSV = 79
...*.*
optimization finished, #iter = 905
nu = 0.350705
obj = -5976.850820, rho = 1.912446
nSV = 80, nBSV = 54
Total nSV = 80
..*..*
optimization finished, #iter = 795
nu = 0.357124
obj = -6073.157730, rho = 3.033908
nSV = 82, nBSV = 56
Total nSV = 82
..*.*
optimization finished, #iter = 748
nu = 0.357445
obj = -6140.841564, rho = 3.033565
nSV = 82, nBSV = 56
Total nSV = 82
Cross Validation Accuracy = 83.3333%
..*...*
optimization finished, #iter = 965
nu = 0.353176
obj = -6864.083703, rho = 3.139921
nSV = 81, nBSV = 54
Total nSV = 81
...*..*
optimization finished, #iter = 1040
nu = 0.351847
obj = -6876.110250, rho = 2.179479
nSV = 79, nBSV = 53
Total nSV = 79
...*..*
optimization finished, #iter = 1067
nu = 0.346939
obj = -6776.678754, rho = 2.003207
nSV = 79, nBSV = 52
Total nSV = 79
...*.*
optimization finished, #iter = 932
nu = 0.353364
obj = -6883.385844, rho = 3.472392
nSV = 82, nBSV = 55
Total nSV = 82
..*..*
optimization finished, #iter = 823
nu = 0.355044
obj = -6975.499438, rho = 3.321841
nSV = 82, nBSV = 58
Total nSV = 82
Cross Validation Accuracy = 83.75%
...*..*
optimization finished, #iter = 1094
nu = 0.349344
obj = -7766.841592, rho = 3.519601
nSV = 80, nBSV = 54
Total nSV = 80
...*..*
optimization finished, #iter = 960
nu = 0.348459
obj = -7793.229150, rho = 2.587016
nSV = 80, nBSV = 53
Total nSV = 80
...*..*
optimization finished, #iter = 1103
nu = 0.343547
obj = -7680.102479, rho = 2.175903
nSV = 78, nBSV = 51
Total nSV = 78
...*.*
optimization finished, #iter = 902
nu = 0.349454
obj = -7798.488107, rho = 4.008984
nSV = 81, nBSV = 54
Total nSV = 81
...*..*
optimization finished, #iter = 1013
nu = 0.352506
obj = -7917.829670, rho = 3.742625
nSV = 82, nBSV = 55
Total nSV = 82
Cross Validation Accuracy = 84.5833%
....*...*
optimization finished, #iter = 1430
nu = 0.345963
obj = -8781.401556, rho = 4.039712
nSV = 80, nBSV = 54
Total nSV = 80
...*..*
optimization finished, #iter = 1065
nu = 0.345118
obj = -8827.092764, rho = 3.055073
nSV = 81, nBSV = 53
Total nSV = 81
.....*..*
optimization finished, #iter = 1451
nu = 0.340173
obj = -8698.672292, rho = 2.299672
nSV = 79, nBSV = 50
Total nSV = 79
...*..*
optimization finished, #iter = 978
nu = 0.346071
obj = -8830.295539, rho = 4.495083
nSV = 80, nBSV = 51
Total nSV = 80
....*..*
optimization finished, #iter = 1233
nu = 0.349489
obj = -8981.557907, rho = 4.155183
nSV = 82, nBSV = 53
Total nSV = 82
Cross Validation Accuracy = 84.5833%
....*...*
optimization finished, #iter = 1498
nu = 0.342476
obj = -9918.524068, rho = 4.505661
nSV = 80, nBSV = 53
Total nSV = 80
...*..*
optimization finished, #iter = 1043
nu = 0.341680
obj = -9991.625369, rho = 3.588471
nSV = 80, nBSV = 53
Total nSV = 80
....*..*
optimization finished, #iter = 1317
nu = 0.336704
obj = -9845.946132, rho = 2.256400
nSV = 79, nBSV = 51
Total nSV = 79
...*..*
optimization finished, #iter = 1000
nu = 0.343117
obj = -9990.195616, rho = 5.022717
nSV = 77, nBSV = 51
Total nSV = 77
.....*....*
optimization finished, #iter = 1846
nu = 0.346292
obj = -10182.144246, rho = 4.522096
nSV = 83, nBSV = 52
Total nSV = 83
Cross Validation Accuracy = 83.75%
....*..*
optimization finished, #iter = 1239
nu = 0.339412
obj = -11189.177743, rho = 5.034098
nSV = 80, nBSV = 53
Total nSV = 80
....*...*.*
optimization finished, #iter = 1388
nu = 0.338458
obj = -11300.055739, rho = 4.106812
nSV = 79, nBSV = 50
Total nSV = 79
.....*..*
optimization finished, #iter = 1411
nu = 0.333779
obj = -11135.026330, rho = 2.243526
nSV = 79, nBSV = 52
Total nSV = 79
....*..*
optimization finished, #iter = 1328
nu = 0.340859
obj = -11287.756309, rho = 5.800182
nSV = 78, nBSV = 51
Total nSV = 78
...*..*
optimization finished, #iter = 1114
nu = 0.342910
obj = -11536.579364, rho = 4.794513
nSV = 82, nBSV = 51
Total nSV = 82
Cross Validation Accuracy = 83.75%
....*..*
optimization finished, #iter = 1327
nu = 0.336645
obj = -12602.032132, rho = 5.659708
nSV = 81, nBSV = 53
Total nSV = 81
.....*..*
optimization finished, #iter = 1387
nu = 0.335475
obj = -12766.430684, rho = 4.711479
nSV = 79, nBSV = 49
Total nSV = 79
......*...*
optimization finished, #iter = 1793
nu = 0.330570
obj = -12578.588206, rho = 2.444660
nSV = 80, nBSV = 49
Total nSV = 80
....*...*
optimization finished, #iter = 1415
nu = 0.337860
obj = -12734.467341, rho = 6.426321
nSV = 79, nBSV = 50
Total nSV = 79
.....*...*
optimization finished, #iter = 1587
nu = 0.340436
obj = -13059.989117, rho = 5.252757
nSV = 82, nBSV = 51
Total nSV = 82
Cross Validation Accuracy = 82.0833%
....*..*
optimization finished, #iter = 1333
nu = 0.333750
obj = -14165.676282, rho = 6.462355
nSV = 83, nBSV = 53
Total nSV = 83
.....*...*
optimization finished, #iter = 1634
nu = 0.332260
obj = -14404.438781, rho = 5.441904
nSV = 82, nBSV = 48
Total nSV = 82
.......*....*
optimization finished, #iter = 2112
nu = 0.326761
obj = -14195.317891, rho = 2.500669
nSV = 78, nBSV = 47
Total nSV = 78
.....*..*
optimization finished, #iter = 1407
nu = 0.334946
obj = -14344.293778, rho = 7.179123
nSV = 80, nBSV = 52
Total nSV = 80
......*...*
optimization finished, #iter = 1791
nu = 0.338230
obj = -14765.476064, rho = 5.862222
nSV = 83, nBSV = 51
Total nSV = 83
Cross Validation Accuracy = 82.0833%
......*...*
optimization finished, #iter = 1885
nu = 0.329403
obj = -15891.226767, rho = 7.234862
nSV = 81, nBSV = 50
Total nSV = 81
......*....*
optimization finished, #iter = 1920
nu = 0.328897
obj = -16231.094979, rho = 6.253139
nSV = 81, nBSV = 47
Total nSV = 81
.......*....*
optimization finished, #iter = 2222
nu = 0.323284
obj = -16001.023739, rho = 2.665726
nSV = 79, nBSV = 44
Total nSV = 79
.......*....*
optimization finished, #iter = 2159
nu = 0.331476
obj = -16129.506009, rho = 7.659666
nSV = 81, nBSV = 50
Total nSV = 81
.......*....*
optimization finished, #iter = 2104
nu = 0.335748
obj = -16667.407700, rho = 6.362813
nSV = 85, nBSV = 48
Total nSV = 85
Cross Validation Accuracy = 81.6667%
......*...*
optimization finished, #iter = 1743
nu = 0.324767
obj = -17797.534416, rho = 7.243952
nSV = 80, nBSV = 49
Total nSV = 80
.......*........*.......*
optimization finished, #iter = 4247
nu = 0.324254
obj = -18266.400326, rho = 6.956908
nSV = 86, nBSV = 45
Total nSV = 86
.......*....*
optimization finished, #iter = 2213
nu = 0.319653
obj = -18013.215408, rho = 2.705993
nSV = 79, nBSV = 44
Total nSV = 79
.........*....*
optimization finished, #iter = 2645
nu = 0.327902
obj = -18101.966819, rho = 8.205766
nSV = 80, nBSV = 47
Total nSV = 80
..........*....*
optimization finished, #iter = 2730
nu = 0.331941
obj = -18788.648543, rho = 7.109724
nSV = 83, nBSV = 46
Total nSV = 83
Cross Validation Accuracy = 82.0833%
........*....*
optimization finished, #iter = 2363
nu = 0.319319
obj = -19893.668530, rho = 7.098598
nSV = 81, nBSV = 46
Total nSV = 81
.........*.....*
optimization finished, #iter = 2717
nu = 0.319751
obj = -20534.736526, rho = 7.388416
nSV = 83, nBSV = 43
Total nSV = 83
.........*......*
optimization finished, #iter = 2950
nu = 0.315446
obj = -20248.066012, rho = 2.965807
nSV = 79, nBSV = 41
Total nSV = 79
.........*...*
optimization finished, #iter = 2358
nu = 0.323321
obj = -20277.460465, rho = 8.608056
nSV = 79, nBSV = 45
Total nSV = 79
........*.....*
optimization finished, #iter = 2621
nu = 0.328056
obj = -21154.494882, rho = 8.118707
nSV = 86, nBSV = 45
Total nSV = 86
Cross Validation Accuracy = 81.6667%
........*......*
optimization finished, #iter = 2732
nu = 0.312197
obj = -22209.657421, rho = 7.123214
nSV = 81, nBSV = 43
Total nSV = 81
...........*......*
optimization finished, #iter = 3270
nu = 0.314262
obj = -23058.897391, rho = 8.184206
nSV = 82, nBSV = 40
Total nSV = 82
..............*.........*
optimization finished, #iter = 4429
nu = 0.310282
obj = -22733.197197, rho = 3.561918
nSV = 80, nBSV = 37
Total nSV = 80
..........*....*
optimization finished, #iter = 2785
nu = 0.317386
obj = -22679.331626, rho = 7.963286
nSV = 78, nBSV = 43
Total nSV = 78
..........*.....*
optimization finished, #iter = 3001
nu = 0.324269
obj = -23783.529775, rho = 9.294334
nSV = 88, nBSV = 45
Total nSV = 88
Cross Validation Accuracy = 80%
........*......*
optimization finished, #iter = 2707
nu = 0.305659
obj = -24766.079858, rho = 7.185187
nSV = 80, nBSV = 42
Total nSV = 80
..........*........*
optimization finished, #iter = 3499
nu = 0.308273
obj = -25874.741225, rho = 9.411504
nSV = 80, nBSV = 37
Total nSV = 80
.............*.......*
optimization finished, #iter = 3915
nu = 0.303946
obj = -25507.182100, rho = 4.607415
nSV = 79, nBSV = 37
Total nSV = 79
.............*.......*
optimization finished, #iter = 3950
nu = 0.311796
obj = -25325.150706, rho = 6.985217
nSV = 79, nBSV = 41
Total nSV = 79
...........*......*
optimization finished, #iter = 3437
nu = 0.319680
obj = -26700.862598, rho = 9.734128
nSV = 87, nBSV = 44
Total nSV = 87
Cross Validation Accuracy = 79.5833%
............*.....*
optimization finished, #iter = 3369
nu = 0.300089
obj = -27568.880529, rho = 6.931512
nSV = 77, nBSV = 39
Total nSV = 77
...........*.......*
optimization finished, #iter = 3538
nu = 0.302848
obj = -29012.993352, rho = 11.164634
nSV = 79, nBSV = 38
Total nSV = 79
..............*............*
optimization finished, #iter = 5013
nu = 0.298153
obj = -28600.495883, rho = 5.714328
nSV = 80, nBSV = 37
Total nSV = 80
................*........*
optimization finished, #iter = 4740
nu = 0.303516
obj = -28246.959584, rho = 5.965610
nSV = 80, nBSV = 37
Total nSV = 80
............*.......*
optimization finished, #iter = 3706
nu = 0.315802
obj = -29923.158659, rho = 10.178544
nSV = 84, nBSV = 41
Total nSV = 84
Cross Validation Accuracy = 80.8333%
.............*......*
optimization finished, #iter = 3761
nu = 0.295089
obj = -30605.601017, rho = 6.668934
nSV = 77, nBSV = 39
Total nSV = 77
..........*.....*
optimization finished, #iter = 2964
nu = 0.298660
obj = -32482.610206, rho = 13.211951
nSV = 80, nBSV = 38
Total nSV = 80
.............*.........*
optimization finished, #iter = 4387
nu = 0.292715
obj = -32039.427018, rho = 6.837513
nSV = 81, nBSV = 37
Total nSV = 81
..................*..........*
optimization finished, #iter = 5427
nu = 0.295652
obj = -31493.662781, rho = 4.955075
nSV = 81, nBSV = 36
Total nSV = 81
............*.....*
optimization finished, #iter = 3310
nu = 0.310288
obj = -33473.735418, rho = 11.428969
nSV = 84, nBSV = 38
Total nSV = 84
Cross Validation Accuracy = 80.8333%
............*......*
optimization finished, #iter = 3618
nu = 0.290230
obj = -33863.740758, rho = 5.641272
nSV = 79, nBSV = 38
Total nSV = 79
............*.....*
optimization finished, #iter = 3268
nu = 0.295262
obj = -36281.563457, rho = 15.522442
nSV = 79, nBSV = 38
Total nSV = 79
................*..........*
optimization finished, #iter = 5104
nu = 0.288170
obj = -35841.624538, rho = 8.070066
nSV = 80, nBSV = 36
Total nSV = 80
...................*..........*
optimization finished, #iter = 5689
nu = 0.288374
obj = -35084.960483, rho = 3.825575
nSV = 82, nBSV = 35
Total nSV = 82
............*.....*
optimization finished, #iter = 3304
nu = 0.305168
obj = -37386.623402, rho = 13.255732
nSV = 83, nBSV = 38
Total nSV = 83
Cross Validation Accuracy = 80.8333%
................*........*
optimization finished, #iter = 4772
nu = 0.283493
obj = -37332.044095, rho = 5.300278
nSV = 81, nBSV = 35
Total nSV = 81
..............*.......*
optimization finished, #iter = 4132
nu = 0.290583
obj = -40409.612516, rho = 17.028125
nSV = 79, nBSV = 35
Total nSV = 79
...................*..........*
optimization finished, #iter = 5665
nu = 0.284129
obj = -40010.523699, rho = 9.537513
nSV = 81, nBSV = 36
Total nSV = 81
...................*.........*
optimization finished, #iter = 5429
nu = 0.281775
obj = -39038.778157, rho = 2.495440
nSV = 83, nBSV = 35
Total nSV = 83
.................*...........*
optimization finished, #iter = 5408
nu = 0.300819
obj = -41657.832686, rho = 15.492602
nSV = 82, nBSV = 35
Total nSV = 82
Cross Validation Accuracy = 80.4167%
...................*.............*
optimization finished, #iter = 6263
nu = 0.273138
obj = -41075.130975, rho = 4.503575
nSV = 82, nBSV = 31
Total nSV = 82
................*.......*
optimization finished, #iter = 4549
nu = 0.284576
obj = -44911.256431, rho = 17.712310
nSV = 76, nBSV = 32
Total nSV = 76
......................*..............*
optimization finished, #iter = 6981
nu = 0.280267
obj = -44541.075406, rho = 11.113704
nSV = 81, nBSV = 34
Total nSV = 81
...................*.................*
optimization finished, #iter = 6982
nu = 0.275171
obj = -43365.776862, rho = 1.385348
nSV = 83, nBSV = 34
Total nSV = 83
..................*..........*
optimization finished, #iter = 5422
nu = 0.294111
obj = -46313.010961, rho = 17.471573
nSV = 81, nBSV = 33
Total nSV = 81
Cross Validation Accuracy = 79.1667%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.165899, rho = 0.996822
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165893, rho = 0.996987
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165888, rho = 0.996536
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165901, rho = 0.996787
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163934, rho = 0.996756
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.190554, rho = 0.996184
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190547, rho = 0.996359
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190540, rho = 0.995809
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190556, rho = 0.996310
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.188294, rho = 0.996170
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.218862, rho = 0.995616
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218852, rho = 0.995817
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.218842, rho = 0.995186
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.218865, rho = 0.995781
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.216263, rho = 0.995601
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.251370, rho = 0.994965
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.251357, rho = 0.995195
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.251344, rho = 0.994470
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251376, rho = 0.994976
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.248381, rho = 0.994947
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.288702, rho = 0.994216
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288686, rho = 0.994481
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288669, rho = 0.993648
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.288710, rho = 0.994229
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.285264, rho = 0.994195
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.331567, rho = 0.993356
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.331546, rho = 0.993660
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.331524, rho = 0.992875
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331577, rho = 0.993371
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.327612, rho = 0.993332
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.380806, rho = 0.992212
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.380779, rho = 0.992496
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.380749, rho = 0.991815
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.380819, rho = 0.992385
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.376253, rho = 0.992340
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.437325, rho = 0.991054
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.437288, rho = 0.991380
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437249, rho = 0.990598
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437341, rho = 0.991252
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.432085, rho = 0.990972
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.502214, rho = 0.989724
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.502165, rho = 0.990099
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.502113, rho = 0.989200
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.502235, rho = 0.989952
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.496180, rho = 0.989630
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.576714, rho = 0.988309
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.576647, rho = 0.988626
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.576578, rho = 0.987594
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.576739, rho = 0.988457
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.569761, rho = 0.988088
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.662239, rho = 0.986571
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.662154, rho = 0.986788
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.662061, rho = 0.985883
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.662275, rho = 0.986691
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.654227, rho = 0.986316
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.760390, rho = 0.984574
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.760278, rho = 0.984824
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.760155, rho = 0.983784
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.760441, rho = 0.984912
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.751152, rho = 0.984282
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.873042, rho = 0.982280
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.872894, rho = 0.982567
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.872735, rho = 0.981330
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.873109, rho = 0.982669
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.862385, rho = 0.981945
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.002332, rho = 0.979803
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.002132, rho = 0.979974
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.001923, rho = 0.978554
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.002417, rho = 0.980091
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.990030, rho = 0.979423
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.150654, rho = 0.976800
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.150393, rho = 0.976997
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.150117, rho = 0.975365
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.150768, rho = 0.977131
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.136448, rho = 0.976363
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.320806, rho = 0.973350
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.320457, rho = 0.973576
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.320093, rho = 0.971702
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.320953, rho = 0.973730
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.304380, rho = 0.972848
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.515956, rho = 0.969387
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.515497, rho = 0.969647
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.515016, rho = 0.967494
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.516150, rho = 0.969824
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.496951, rho = 0.968811
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.739786, rho = 0.964834
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.739184, rho = 0.965623
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.738545, rho = 0.962659
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.740042, rho = 0.965336
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.717773, rho = 0.964172
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.996323, rho = 0.959604
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.995533, rho = 0.960511
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.994686, rho = 0.957107
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.996661, rho = 0.960181
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.970799, rho = 0.958844
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.290153, rho = 0.953601
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.289111, rho = 0.954642
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.287993, rho = 0.950732
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.290599, rho = 0.954263
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.260521, rho = 0.952728
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.626973, rho = 0.946700
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.625597, rho = 0.947896
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.624122, rho = 0.943404
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.627561, rho = 0.947461
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.592519, rho = 0.945697
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.012530, rho = 0.938775
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.010715, rho = 0.940150
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.008769, rho = 0.934990
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.013307, rho = 0.939650
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.972407, rho = 0.937623
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.453917, rho = 0.929671
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.451522, rho = 0.931250
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.448954, rho = 0.925323
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.454942, rho = 0.930675
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.407105, rho = 0.928348
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.958849, rho = 0.919212
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.955688, rho = 0.921026
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.952300, rho = 0.914217
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.960201, rho = 0.920365
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.904123, rho = 0.917692
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.536096, rho = 0.907198
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.531925, rho = 0.909282
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.527459, rho = 0.901460
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.537881, rho = 0.908523
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.471974, rho = 0.905452
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.195391, rho = 0.893399
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.189888, rho = 0.895793
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.183995, rho = 0.886808
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.197746, rho = 0.894921
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.120076, rho = 0.891394
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.947963, rho = 0.877547
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.940701, rho = 0.880297
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.932925, rho = 0.869976
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.951069, rho = 0.879296
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.859259, rho = 0.875243
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.806048, rho = 0.859338
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.796466, rho = 0.862497
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.786211, rho = 0.850216
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.810147, rho = 0.861347
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.701265, rho = 0.856692
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -7.783177, rho = 0.838424
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.770533, rho = 0.842052
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.757002, rho = 0.827945
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.788585, rho = 0.840731
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.659003, rho = 0.835384
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -8.894529, rho = 0.814399
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -8.877845, rho = 0.818566
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.859991, rho = 0.802425
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.901665, rho = 0.817049
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -8.746862, rho = 0.810907
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -10.156566, rho = 0.786799
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.134551, rho = 0.791586
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.110992, rho = 0.773044
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.165983, rho = 0.789843
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -9.980304, rho = 0.782787
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -11.586871, rho = 0.755095
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.557835, rho = 0.760727
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -11.526735, rho = 0.739294
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.599297, rho = 0.758591
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.375649, rho = 0.750487
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -13.204144, rho = 0.718680
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.165831, rho = 0.725150
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -13.124798, rho = 0.700499
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -13.220539, rho = 0.722697
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -12.949963, rho = 0.713387
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -15.028268, rho = 0.676848
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -14.977714, rho = 0.684280
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -14.923566, rho = 0.656000
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -15.049901, rho = 0.681462
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -14.721047, rho = 0.670768
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -17.079343, rho = 0.628791
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -17.012635, rho = 0.637328
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -16.941190, rho = 0.604801
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -17.107889, rho = 0.634091
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -16.706318, rho = 0.621807
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -19.376264, rho = 0.573597
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -19.288243, rho = 0.583589
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -19.193979, rho = 0.545987
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -19.413930, rho = 0.579685
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -18.921237, rho = 0.565574
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -21.937797, rho = 0.510183
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -21.821649, rho = 0.521661
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -21.697251, rho = 0.478476
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -21.987500, rho = 0.517176
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -21.380072, rho = 0.500967
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 61.6667%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -24.777376, rho = 0.437353
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -24.624121, rho = 0.450293
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -24.459979, rho = 0.400932
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -24.842958, rho = 0.445386
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -24.090517, rho = 0.426767
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 67.0833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -27.903692, rho = 0.353710
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.701485, rho = 0.368574
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.484913, rho = 0.311875
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -27.990223, rho = 0.362937
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -27.053766, rho = 0.341550
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -31.318570, rho = 0.257582
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -31.051738, rho = 0.274656
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -30.765989, rho = 0.209737
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -31.432756, rho = 0.268182
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -30.261751, rho = 0.243613
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 79.1667%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -35.005054, rho = 0.147195
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.882708
obj = -34.653574, rho = 0.173999
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.875770
obj = -34.283460, rho = 0.120194
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -35.155721, rho = 0.159371
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.873317
obj = -33.688416, rho = 0.152200
nSV = 168, nBSV = 165
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.858371
obj = -38.980673, rho = 0.092413
nSV = 168, nBSV = 164
Total nSV = 168
*
optimization finished, #iter = 83
nu = 0.855218
obj = -38.585069, rho = 0.138134
nSV = 166, nBSV = 164
Total nSV = 166
*
optimization finished, #iter = 86
nu = 0.846434
obj = -38.147140, rho = 0.083523
nSV = 165, nBSV = 161
Total nSV = 165
*
optimization finished, #iter = 88
nu = 0.866811
obj = -39.188409, rho = 0.110568
nSV = 169, nBSV = 165
Total nSV = 169
*
optimization finished, #iter = 85
nu = 0.843041
obj = -37.429043, rho = 0.121948
nSV = 163, nBSV = 160
Total nSV = 163
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.836213
obj = -43.424151, rho = 0.053814
nSV = 162, nBSV = 158
Total nSV = 162
*
optimization finished, #iter = 80
nu = 0.822917
obj = -43.006770, rho = 0.139350
nSV = 159, nBSV = 157
Total nSV = 159
*
optimization finished, #iter = 82
nu = 0.816619
obj = -42.517255, rho = 0.057077
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 89
nu = 0.834053
obj = -43.689980, rho = 0.099504
nSV = 162, nBSV = 158
Total nSV = 162
*
optimization finished, #iter = 88
nu = 0.810530
obj = -41.633040, rho = 0.118591
nSV = 158, nBSV = 153
Total nSV = 158
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.808290
obj = -48.378423, rho = 0.056916
nSV = 156, nBSV = 156
Total nSV = 156
*
optimization finished, #iter = 80
nu = 0.807610
obj = -47.901330, rho = 0.115084
nSV = 156, nBSV = 153
Total nSV = 156
*
optimization finished, #iter = 82
nu = 0.787814
obj = -47.403937, rho = 0.044464
nSV = 154, nBSV = 150
Total nSV = 154
*
optimization finished, #iter = 87
nu = 0.808404
obj = -48.768484, rho = 0.120283
nSV = 158, nBSV = 154
Total nSV = 158
*
optimization finished, #iter = 81
nu = 0.785340
obj = -46.356729, rho = 0.126397
nSV = 151, nBSV = 149
Total nSV = 151
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 92
nu = 0.779712
obj = -53.915743, rho = 0.054107
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 82
nu = 0.779804
obj = -53.360210, rho = 0.121923
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 83
nu = 0.763900
obj = -52.907579, rho = 0.026184
nSV = 149, nBSV = 144
Total nSV = 149
*
optimization finished, #iter = 83
nu = 0.783287
obj = -54.452333, rho = 0.149385
nSV = 152, nBSV = 148
Total nSV = 152
*
optimization finished, #iter = 83
nu = 0.763757
obj = -51.576301, rho = 0.126728
nSV = 148, nBSV = 142
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.757681
obj = -60.128390, rho = 0.046610
nSV = 148, nBSV = 145
Total nSV = 148
*
optimization finished, #iter = 77
nu = 0.753396
obj = -59.462023, rho = 0.110810
nSV = 147, nBSV = 143
Total nSV = 147
*
optimization finished, #iter = 76
nu = 0.740704
obj = -59.076943, rho = 0.046098
nSV = 144, nBSV = 141
Total nSV = 144
*
optimization finished, #iter = 82
nu = 0.764551
obj = -60.779285, rho = 0.105658
nSV = 149, nBSV = 145
Total nSV = 149
*
optimization finished, #iter = 81
nu = 0.733950
obj = -57.421650, rho = 0.137364
nSV = 143, nBSV = 138
Total nSV = 143
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 78
nu = 0.731519
obj = -67.056733, rho = 0.075082
nSV = 143, nBSV = 140
Total nSV = 143
*
optimization finished, #iter = 84
nu = 0.732282
obj = -66.254156, rho = 0.084969
nSV = 144, nBSV = 138
Total nSV = 144
*
optimization finished, #iter = 77
nu = 0.721574
obj = -65.951369, rho = 0.027610
nSV = 140, nBSV = 137
Total nSV = 140
*
optimization finished, #iter = 89
nu = 0.739657
obj = -67.848386, rho = 0.115030
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 79
nu = 0.711493
obj = -63.982545, rho = 0.124178
nSV = 139, nBSV = 133
Total nSV = 139
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 78
nu = 0.704966
obj = -74.853206, rho = 0.087162
nSV = 140, nBSV = 134
Total nSV = 140
*
optimization finished, #iter = 95
nu = 0.704886
obj = -73.867438, rho = 0.080486
nSV = 139, nBSV = 132
Total nSV = 139
*
optimization finished, #iter = 83
nu = 0.697635
obj = -73.621338, rho = 0.020967
nSV = 138, nBSV = 130
Total nSV = 138
*
optimization finished, #iter = 74
nu = 0.718750
obj = -75.811808, rho = 0.119406
nSV = 139, nBSV = 137
Total nSV = 139
*
optimization finished, #iter = 83
nu = 0.686419
obj = -71.329710, rho = 0.116695
nSV = 134, nBSV = 129
Total nSV = 134
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.684122
obj = -83.670835, rho = 0.092366
nSV = 134, nBSV = 129
Total nSV = 134
*
optimization finished, #iter = 80
nu = 0.678196
obj = -82.511236, rho = 0.100060
nSV = 133, nBSV = 127
Total nSV = 133
*
optimization finished, #iter = 88
nu = 0.671989
obj = -82.328172, rho = 0.019379
nSV = 134, nBSV = 127
Total nSV = 134
*
optimization finished, #iter = 84
nu = 0.697662
obj = -84.694382, rho = 0.118916
nSV = 138, nBSV = 132
Total nSV = 138
*
optimization finished, #iter = 77
nu = 0.661130
obj = -79.615644, rho = 0.127867
nSV = 128, nBSV = 124
Total nSV = 128
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.661514
obj = -93.554623, rho = 0.084684
nSV = 133, nBSV = 124
Total nSV = 133
*
optimization finished, #iter = 72
nu = 0.656648
obj = -92.271107, rho = 0.120296
nSV = 128, nBSV = 123
Total nSV = 128
*
optimization finished, #iter = 74
nu = 0.655700
obj = -92.165209, rho = -0.004456
nSV = 128, nBSV = 124
Total nSV = 128
*
optimization finished, #iter = 77
nu = 0.676246
obj = -94.673249, rho = 0.146048
nSV = 132, nBSV = 127
Total nSV = 132
*
optimization finished, #iter = 76
nu = 0.638656
obj = -88.986579, rho = 0.164501
nSV = 125, nBSV = 120
Total nSV = 125
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 77
nu = 0.640476
obj = -104.773864, rho = 0.107888
nSV = 126, nBSV = 120
Total nSV = 126
*
optimization finished, #iter = 80
nu = 0.639956
obj = -103.259426, rho = 0.107393
nSV = 125, nBSV = 120
Total nSV = 125
*
optimization finished, #iter = 70
nu = 0.634760
obj = -103.206610, rho = -0.022636
nSV = 124, nBSV = 120
Total nSV = 124
*
optimization finished, #iter = 87
nu = 0.656340
obj = -105.875821, rho = 0.183114
nSV = 130, nBSV = 123
Total nSV = 130
*
optimization finished, #iter = 75
nu = 0.620519
obj = -99.526874, rho = 0.160737
nSV = 121, nBSV = 117
Total nSV = 121
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 78
nu = 0.620736
obj = -117.477987, rho = 0.120258
nSV = 122, nBSV = 117
Total nSV = 122
*
optimization finished, #iter = 89
nu = 0.620680
obj = -115.572888, rho = 0.101196
nSV = 121, nBSV = 116
Total nSV = 121
*
optimization finished, #iter = 68
nu = 0.619476
obj = -115.641193, rho = -0.011654
nSV = 120, nBSV = 117
Total nSV = 120
*
optimization finished, #iter = 99
nu = 0.633451
obj = -118.543945, rho = 0.227434
nSV = 126, nBSV = 118
Total nSV = 126
*
optimization finished, #iter = 84
nu = 0.600980
obj = -111.374264, rho = 0.210639
nSV = 118, nBSV = 113
Total nSV = 118
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.605019
obj = -131.806394, rho = 0.113771
nSV = 119, nBSV = 114
Total nSV = 119
*
optimization finished, #iter = 69
nu = 0.602239
obj = -129.456919, rho = 0.112612
nSV = 119, nBSV = 114
Total nSV = 119
*
optimization finished, #iter = 70
nu = 0.602352
obj = -129.551599, rho = 0.000797
nSV = 118, nBSV = 112
Total nSV = 118
*
optimization finished, #iter = 98
nu = 0.616439
obj = -132.901409, rho = 0.255610
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 72
nu = 0.582363
obj = -124.785265, rho = 0.216056
nSV = 113, nBSV = 109
Total nSV = 113
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 99
nu = 0.589211
obj = -147.921039, rho = 0.108553
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 70
nu = 0.587252
obj = -145.027161, rho = 0.126402
nSV = 115, nBSV = 109
Total nSV = 115
*
optimization finished, #iter = 96
nu = 0.584268
obj = -145.239966, rho = 0.012817
nSV = 116, nBSV = 107
Total nSV = 116
*
optimization finished, #iter = 84
nu = 0.601330
obj = -148.975015, rho = 0.243650
nSV = 119, nBSV = 110
Total nSV = 119
*
optimization finished, #iter = 71
nu = 0.565524
obj = -139.935373, rho = 0.259684
nSV = 110, nBSV = 105
Total nSV = 110
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.573960
obj = -166.129685, rho = 0.113651
nSV = 113, nBSV = 107
Total nSV = 113
*
optimization finished, #iter = 80
nu = 0.573262
obj = -162.503589, rho = 0.114171
nSV = 114, nBSV = 106
Total nSV = 114
*
optimization finished, #iter = 93
nu = 0.567322
obj = -163.018812, rho = 0.037705
nSV = 114, nBSV = 106
Total nSV = 114
*
optimization finished, #iter = 98
nu = 0.584222
obj = -167.126719, rho = 0.214191
nSV = 116, nBSV = 108
Total nSV = 116
*
optimization finished, #iter = 73
nu = 0.548338
obj = -157.094439, rho = 0.267720
nSV = 109, nBSV = 103
Total nSV = 109
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 100
nu = 0.556626
obj = -186.723167, rho = 0.136123
nSV = 113, nBSV = 103
Total nSV = 113
*
optimization finished, #iter = 96
nu = 0.553822
obj = -182.231108, rho = 0.164245
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 78
nu = 0.552630
obj = -183.122574, rho = 0.046217
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 110
nu = 0.567486
obj = -187.643467, rho = 0.207304
nSV = 114, nBSV = 104
Total nSV = 114
*
optimization finished, #iter = 85
nu = 0.535727
obj = -176.488797, rho = 0.263071
nSV = 105, nBSV = 98
Total nSV = 105
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 88
nu = 0.540900
obj = -210.236830, rho = 0.189051
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 87
nu = 0.537737
obj = -204.684055, rho = 0.216832
nSV = 106, nBSV = 100
Total nSV = 106
*
optimization finished, #iter = 98
nu = 0.536516
obj = -205.906754, rho = 0.046058
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 126
nu = 0.550395
obj = -210.932209, rho = 0.203468
nSV = 113, nBSV = 102
Total nSV = 113
*
optimization finished, #iter = 99
nu = 0.522554
obj = -198.336112, rho = 0.280259
nSV = 103, nBSV = 95
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 76
nu = 0.528883
obj = -236.877006, rho = 0.239202
nSV = 105, nBSV = 100
Total nSV = 105
*
optimization finished, #iter = 109
nu = 0.522798
obj = -230.101754, rho = 0.237473
nSV = 105, nBSV = 95
Total nSV = 105
*
optimization finished, #iter = 90
nu = 0.522404
obj = -231.750426, rho = 0.064133
nSV = 105, nBSV = 96
Total nSV = 105
*
optimization finished, #iter = 137
nu = 0.536181
obj = -237.353357, rho = 0.202890
nSV = 109, nBSV = 99
Total nSV = 109
*
optimization finished, #iter = 117
nu = 0.507010
obj = -223.098478, rho = 0.297103
nSV = 102, nBSV = 90
Total nSV = 102
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 79
nu = 0.516811
obj = -266.966471, rho = 0.319595
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 128
nu = 0.508351
obj = -258.988122, rho = 0.229823
nSV = 101, nBSV = 91
Total nSV = 101
*
optimization finished, #iter = 89
nu = 0.508435
obj = -261.196183, rho = 0.105348
nSV = 103, nBSV = 95
Total nSV = 103
*
optimization finished, #iter = 104
nu = 0.522666
obj = -267.365025, rho = 0.219791
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 111
nu = 0.495204
obj = -251.273480, rho = 0.352851
nSV = 98, nBSV = 89
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 70
nu = 0.506773
obj = -301.195768, rho = 0.351178
nSV = 100, nBSV = 95
Total nSV = 100
*
optimization finished, #iter = 94
nu = 0.495224
obj = -291.880632, rho = 0.244925
nSV = 99, nBSV = 90
Total nSV = 99
*
optimization finished, #iter = 94
nu = 0.499029
obj = -294.565157, rho = 0.156771
nSV = 100, nBSV = 93
Total nSV = 100
*
optimization finished, #iter = 141
nu = 0.511878
obj = -301.370480, rho = 0.255405
nSV = 104, nBSV = 93
Total nSV = 104
*
optimization finished, #iter = 148
nu = 0.481790
obj = -283.227144, rho = 0.424782
nSV = 99, nBSV = 85
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.495025
obj = -339.879825, rho = 0.343385
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 109
nu = 0.483756
obj = -329.203227, rho = 0.253124
nSV = 97, nBSV = 89
Total nSV = 97
*
optimization finished, #iter = 83
nu = 0.489500
obj = -332.204829, rho = 0.175370
nSV = 97, nBSV = 90
Total nSV = 97
*
optimization finished, #iter = 163
nu = 0.499008
obj = -339.896022, rho = 0.312270
nSV = 103, nBSV = 90
Total nSV = 103
*
optimization finished, #iter = 148
nu = 0.469982
obj = -319.665049, rho = 0.493602
nSV = 96, nBSV = 84
Total nSV = 96
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 99
nu = 0.482442
obj = -384.027240, rho = 0.344643
nSV = 97, nBSV = 88
Total nSV = 97
*
optimization finished, #iter = 102
nu = 0.473073
obj = -371.641253, rho = 0.248519
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 109
nu = 0.478268
obj = -374.868762, rho = 0.199098
nSV = 96, nBSV = 88
Total nSV = 96
*
optimization finished, #iter = 155
nu = 0.486710
obj = -383.846321, rho = 0.363220
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 129
nu = 0.458770
obj = -361.184136, rho = 0.526835
nSV = 93, nBSV = 82
Total nSV = 93
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.472703
obj = -434.418740, rho = 0.365137
nSV = 94, nBSV = 88
Total nSV = 94
*
optimization finished, #iter = 119
nu = 0.463175
obj = -419.857551, rho = 0.240171
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 117
nu = 0.468765
obj = -423.200509, rho = 0.200488
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 109
nu = 0.476596
obj = -433.912128, rho = 0.435673
nSV = 99, nBSV = 88
Total nSV = 99
*
optimization finished, #iter = 174
nu = 0.448430
obj = -408.566270, rho = 0.561082
nSV = 93, nBSV = 78
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 109
nu = 0.466564
obj = -491.436299, rho = 0.380374
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 140
nu = 0.455205
obj = -474.525642, rho = 0.239944
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 137
nu = 0.458256
obj = -478.188731, rho = 0.222344
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 100
nu = 0.469403
obj = -490.735770, rho = 0.481899
nSV = 96, nBSV = 87
Total nSV = 96
*
optimization finished, #iter = 149
nu = 0.438244
obj = -462.771546, rho = 0.613151
nSV = 93, nBSV = 78
Total nSV = 93
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 107
nu = 0.458278
obj = -556.020294, rho = 0.383418
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 132
nu = 0.446005
obj = -536.545921, rho = 0.254608
nSV = 91, nBSV = 81
Total nSV = 91
*
optimization finished, #iter = 112
nu = 0.450111
obj = -540.743571, rho = 0.245524
nSV = 90, nBSV = 83
Total nSV = 90
*
optimization finished, #iter = 126
nu = 0.460032
obj = -555.072047, rho = 0.505219
nSV = 95, nBSV = 84
Total nSV = 95
*
optimization finished, #iter = 142
nu = 0.429796
obj = -524.774945, rho = 0.692827
nSV = 91, nBSV = 78
Total nSV = 91
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 96
nu = 0.449754
obj = -629.367026, rho = 0.394102
nSV = 91, nBSV = 83
Total nSV = 91
*
optimization finished, #iter = 184
nu = 0.437873
obj = -607.018159, rho = 0.289090
nSV = 90, nBSV = 77
Total nSV = 90
*
optimization finished, #iter = 130
nu = 0.443053
obj = -611.467297, rho = 0.243905
nSV = 90, nBSV = 81
Total nSV = 90
*
optimization finished, #iter = 110
nu = 0.452460
obj = -628.302428, rho = 0.550539
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 153
nu = 0.422648
obj = -595.606024, rho = 0.749664
nSV = 88, nBSV = 75
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 103
nu = 0.442931
obj = -712.718911, rho = 0.393585
nSV = 89, nBSV = 80
Total nSV = 89
*.*
optimization finished, #iter = 214
nu = 0.429935
obj = -687.121631, rho = 0.280532
nSV = 89, nBSV = 74
Total nSV = 89
*
optimization finished, #iter = 140
nu = 0.434613
obj = -691.644038, rho = 0.217353
nSV = 90, nBSV = 78
Total nSV = 90
*
optimization finished, #iter = 124
nu = 0.446985
obj = -711.000406, rho = 0.573104
nSV = 92, nBSV = 81
Total nSV = 92
*
optimization finished, #iter = 188
nu = 0.417180
obj = -676.323389, rho = 0.807812
nSV = 85, nBSV = 73
Total nSV = 85
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 116
nu = 0.436488
obj = -807.201062, rho = 0.394323
nSV = 88, nBSV = 80
Total nSV = 88
*.*
optimization finished, #iter = 241
nu = 0.423399
obj = -778.062177, rho = 0.288393
nSV = 88, nBSV = 73
Total nSV = 88
*
optimization finished, #iter = 143
nu = 0.428591
obj = -782.641704, rho = 0.245643
nSV = 87, nBSV = 77
Total nSV = 87
*
optimization finished, #iter = 160
nu = 0.440655
obj = -804.415929, rho = 0.549628
nSV = 90, nBSV = 79
Total nSV = 90
*.*
optimization finished, #iter = 274
nu = 0.411862
obj = -768.102861, rho = 0.857721
nSV = 85, nBSV = 70
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 173
nu = 0.429719
obj = -914.329618, rho = 0.355779
nSV = 88, nBSV = 77
Total nSV = 88
*.*
optimization finished, #iter = 244
nu = 0.415992
obj = -881.337642, rho = 0.298685
nSV = 88, nBSV = 72
Total nSV = 88
*
optimization finished, #iter = 150
nu = 0.422863
obj = -885.270778, rho = 0.329395
nSV = 86, nBSV = 74
Total nSV = 86
*
optimization finished, #iter = 180
nu = 0.434269
obj = -909.808523, rho = 0.578947
nSV = 90, nBSV = 77
Total nSV = 90
.*
optimization finished, #iter = 335
nu = 0.405757
obj = -872.706912, rho = 0.899769
nSV = 86, nBSV = 69
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 166
nu = 0.422821
obj = -1036.064554, rho = 0.348197
nSV = 89, nBSV = 77
Total nSV = 89
.*
optimization finished, #iter = 307
nu = 0.409075
obj = -998.852090, rho = 0.312823
nSV = 87, nBSV = 71
Total nSV = 87
*.*
optimization finished, #iter = 302
nu = 0.414880
obj = -1001.469119, rho = 0.420947
nSV = 86, nBSV = 71
Total nSV = 86
*.*
optimization finished, #iter = 238
nu = 0.426561
obj = -1029.282649, rho = 0.637672
nSV = 88, nBSV = 74
Total nSV = 88
.*
optimization finished, #iter = 342
nu = 0.400167
obj = -992.120848, rho = 0.943342
nSV = 86, nBSV = 67
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 139
nu = 0.417251
obj = -1174.291736, rho = 0.344224
nSV = 86, nBSV = 76
Total nSV = 86
.*
optimization finished, #iter = 365
nu = 0.402071
obj = -1132.686649, rho = 0.397071
nSV = 87, nBSV = 68
Total nSV = 87
*.*
optimization finished, #iter = 279
nu = 0.406722
obj = -1133.737742, rho = 0.465039
nSV = 86, nBSV = 68
Total nSV = 86
.*
optimization finished, #iter = 266
nu = 0.418744
obj = -1165.083518, rho = 0.696017
nSV = 88, nBSV = 73
Total nSV = 88
.*
optimization finished, #iter = 379
nu = 0.394801
obj = -1128.487963, rho = 1.015169
nSV = 85, nBSV = 67
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 188
nu = 0.413247
obj = -1330.415271, rho = 0.443236
nSV = 85, nBSV = 73
Total nSV = 85
.*.*
optimization finished, #iter = 386
nu = 0.395461
obj = -1285.303642, rho = 0.475136
nSV = 86, nBSV = 65
Total nSV = 86
.*
optimization finished, #iter = 367
nu = 0.398566
obj = -1284.714784, rho = 0.527812
nSV = 86, nBSV = 66
Total nSV = 86
.*
optimization finished, #iter = 288
nu = 0.411571
obj = -1319.423608, rho = 0.810892
nSV = 87, nBSV = 71
Total nSV = 87
.*
optimization finished, #iter = 356
nu = 0.390025
obj = -1284.195193, rho = 1.088447
nSV = 84, nBSV = 66
Total nSV = 84
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 220
nu = 0.407812
obj = -1506.621055, rho = 0.474029
nSV = 86, nBSV = 71
Total nSV = 86
.*.*
optimization finished, #iter = 432
nu = 0.388976
obj = -1459.566806, rho = 0.532335
nSV = 87, nBSV = 65
Total nSV = 87
.*.*
optimization finished, #iter = 393
nu = 0.391657
obj = -1457.001022, rho = 0.589653
nSV = 85, nBSV = 64
Total nSV = 85
*.*
optimization finished, #iter = 296
nu = 0.404906
obj = -1494.915688, rho = 0.909309
nSV = 87, nBSV = 70
Total nSV = 87
*.*
optimization finished, #iter = 239
nu = 0.385793
obj = -1461.901281, rho = 1.163291
nSV = 83, nBSV = 66
Total nSV = 83
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 302
nu = 0.401218
obj = -1706.416754, rho = 0.493828
nSV = 87, nBSV = 70
Total nSV = 87
.*.*
optimization finished, #iter = 440
nu = 0.383616
obj = -1658.449956, rho = 0.515964
nSV = 86, nBSV = 64
Total nSV = 86
.*
optimization finished, #iter = 345
nu = 0.385465
obj = -1653.492274, rho = 0.654005
nSV = 85, nBSV = 65
Total nSV = 85
.*.*
optimization finished, #iter = 386
nu = 0.398904
obj = -1694.268291, rho = 0.980908
nSV = 88, nBSV = 70
Total nSV = 88
*.*
optimization finished, #iter = 251
nu = 0.382447
obj = -1664.437529, rho = 1.250780
nSV = 81, nBSV = 65
Total nSV = 81
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 242
nu = 0.396282
obj = -1932.920597, rho = 0.614454
nSV = 83, nBSV = 68
Total nSV = 83
.*.*
optimization finished, #iter = 484
nu = 0.378684
obj = -1885.185819, rho = 0.629271
nSV = 87, nBSV = 64
Total nSV = 87
.*.*
optimization finished, #iter = 391
nu = 0.380040
obj = -1877.363596, rho = 0.743134
nSV = 84, nBSV = 64
Total nSV = 84
.*
optimization finished, #iter = 375
nu = 0.393141
obj = -1920.592316, rho = 1.086383
nSV = 86, nBSV = 68
Total nSV = 86
.*.*
optimization finished, #iter = 407
nu = 0.379002
obj = -1894.996342, rho = 1.315782
nSV = 82, nBSV = 65
Total nSV = 82
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 320
nu = 0.390930
obj = -2188.780577, rho = 0.820871
nSV = 84, nBSV = 64
Total nSV = 84
.*.*
optimization finished, #iter = 512
nu = 0.374294
obj = -2143.549410, rho = 0.792704
nSV = 88, nBSV = 64
Total nSV = 88
.*.*
optimization finished, #iter = 401
nu = 0.375402
obj = -2132.167719, rho = 0.851069
nSV = 82, nBSV = 63
Total nSV = 82
.*.*
optimization finished, #iter = 440
nu = 0.388202
obj = -2177.244814, rho = 1.156862
nSV = 85, nBSV = 64
Total nSV = 85
.*
optimization finished, #iter = 374
nu = 0.375940
obj = -2157.386398, rho = 1.347248
nSV = 82, nBSV = 63
Total nSV = 82
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 390
nu = 0.384761
obj = -2478.966043, rho = 1.022473
nSV = 84, nBSV = 64
Total nSV = 84
.*.*
optimization finished, #iter = 482
nu = 0.370288
obj = -2437.703550, rho = 0.880971
nSV = 89, nBSV = 64
Total nSV = 89
.*.*
optimization finished, #iter = 517
nu = 0.371978
obj = -2421.224758, rho = 0.923686
nSV = 80, nBSV = 60
Total nSV = 80
.*.*
optimization finished, #iter = 445
nu = 0.382463
obj = -2468.409547, rho = 1.229715
nSV = 85, nBSV = 63
Total nSV = 85
.*.*
optimization finished, #iter = 382
nu = 0.373058
obj = -2455.704081, rho = 1.414607
nSV = 82, nBSV = 64
Total nSV = 82
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 457
nu = 0.378991
obj = -2808.264195, rho = 1.305026
nSV = 85, nBSV = 64
Total nSV = 85
.*..*
optimization finished, #iter = 609
nu = 0.366821
obj = -2772.308881, rho = 0.976955
nSV = 87, nBSV = 63
Total nSV = 87
.*.*
optimization finished, #iter = 423
nu = 0.368115
obj = -2748.778584, rho = 1.044978
nSV = 78, nBSV = 60
Total nSV = 78
.*.*
optimization finished, #iter = 495
nu = 0.377348
obj = -2799.111405, rho = 1.383462
nSV = 84, nBSV = 62
Total nSV = 84
.*.*
optimization finished, #iter = 512
nu = 0.370181
obj = -2794.610429, rho = 1.605543
nSV = 83, nBSV = 62
Total nSV = 83
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 630
nu = 0.373988
obj = -3181.509588, rho = 1.667776
nSV = 84, nBSV = 60
Total nSV = 84
.*.*
optimization finished, #iter = 445
nu = 0.364228
obj = -3151.987340, rho = 1.035109
nSV = 83, nBSV = 63
Total nSV = 83
.*.*
optimization finished, #iter = 482
nu = 0.364712
obj = -3119.551964, rho = 1.168534
nSV = 78, nBSV = 58
Total nSV = 78
.*.*
optimization finished, #iter = 533
nu = 0.372827
obj = -3173.984639, rho = 1.579309
nSV = 83, nBSV = 61
Total nSV = 83
..*.*
optimization finished, #iter = 673
nu = 0.367338
obj = -3179.468644, rho = 1.811796
nSV = 82, nBSV = 59
Total nSV = 82
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 622
nu = 0.369496
obj = -3603.493225, rho = 2.003116
nSV = 81, nBSV = 58
Total nSV = 81
..*
optimization finished, #iter = 532
nu = 0.362414
obj = -3581.140631, rho = 1.205458
nSV = 80, nBSV = 61
Total nSV = 80
..*.*
optimization finished, #iter = 622
nu = 0.361617
obj = -3538.541837, rho = 1.259986
nSV = 78, nBSV = 57
Total nSV = 78
.*.*
optimization finished, #iter = 522
nu = 0.368394
obj = -3598.431895, rho = 1.850669
nSV = 83, nBSV = 60
Total nSV = 83
.*..*
optimization finished, #iter = 645
nu = 0.364753
obj = -3616.109563, rho = 2.034785
nSV = 82, nBSV = 59
Total nSV = 82
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 608
nu = 0.364717
obj = -4080.583991, rho = 2.250047
nSV = 81, nBSV = 58
Total nSV = 81
..*.*
optimization finished, #iter = 694
nu = 0.359917
obj = -4065.303930, rho = 1.432142
nSV = 79, nBSV = 57
Total nSV = 79
..*.*
optimization finished, #iter = 652
nu = 0.356958
obj = -4012.521772, rho = 1.415459
nSV = 80, nBSV = 55
Total nSV = 80
..*.*
optimization finished, #iter = 652
nu = 0.363959
obj = -4078.980055, rho = 2.192070
nSV = 82, nBSV = 59
Total nSV = 82
..*.*
optimization finished, #iter = 663
nu = 0.362407
obj = -4110.542937, rho = 2.278204
nSV = 81, nBSV = 59
Total nSV = 81
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 633
nu = 0.360627
obj = -4619.206058, rho = 2.501348
nSV = 81, nBSV = 56
Total nSV = 81
..*..*
optimization finished, #iter = 830
nu = 0.357178
obj = -4611.323831, rho = 1.635779
nSV = 79, nBSV = 55
Total nSV = 79
...*.*
optimization finished, #iter = 788
nu = 0.352854
obj = -4549.643092, rho = 1.567416
nSV = 80, nBSV = 55
Total nSV = 80
..*...*
optimization finished, #iter = 962
nu = 0.359674
obj = -4622.695415, rho = 2.542873
nSV = 82, nBSV = 56
Total nSV = 82
..*.*
optimization finished, #iter = 705
nu = 0.359460
obj = -4670.127317, rho = 2.551765
nSV = 81, nBSV = 56
Total nSV = 81
Cross Validation Accuracy = 83.3333%
..*..*
optimization finished, #iter = 890
nu = 0.356082
obj = -5226.452381, rho = 2.720683
nSV = 81, nBSV = 54
Total nSV = 81
..*.*
optimization finished, #iter = 680
nu = 0.353699
obj = -5227.588866, rho = 1.912110
nSV = 79, nBSV = 53
Total nSV = 79
...*.*
optimization finished, #iter = 935
nu = 0.348944
obj = -5157.170880, rho = 1.614129
nSV = 79, nBSV = 52
Total nSV = 79
..*..*
optimization finished, #iter = 798
nu = 0.355663
obj = -5237.297138, rho = 2.952860
nSV = 82, nBSV = 55
Total nSV = 82
..*.*
optimization finished, #iter = 644
nu = 0.356733
obj = -5303.436932, rho = 2.862980
nSV = 82, nBSV = 57
Total nSV = 82
Cross Validation Accuracy = 83.3333%
..*..*
optimization finished, #iter = 874
nu = 0.351767
obj = -5910.922804, rho = 3.025680
nSV = 81, nBSV = 54
Total nSV = 81
..*..*
optimization finished, #iter = 845
nu = 0.350103
obj = -5923.132536, rho = 2.273418
nSV = 81, nBSV = 53
Total nSV = 81
...*..*
optimization finished, #iter = 968
nu = 0.345441
obj = -5843.418079, rho = 1.749311
nSV = 78, nBSV = 51
Total nSV = 78
..*.*
optimization finished, #iter = 735
nu = 0.351545
obj = -5931.218655, rho = 3.399367
nSV = 82, nBSV = 54
Total nSV = 82
...*.*
optimization finished, #iter = 818
nu = 0.354175
obj = -6018.428405, rho = 3.205201
nSV = 82, nBSV = 55
Total nSV = 82
Cross Validation Accuracy = 84.5833%
...*..*
optimization finished, #iter = 1057
nu = 0.348049
obj = -6680.598342, rho = 3.462707
nSV = 80, nBSV = 54
Total nSV = 80
...*..*
optimization finished, #iter = 1030
nu = 0.346583
obj = -6707.205300, rho = 2.698079
nSV = 81, nBSV = 53
Total nSV = 81
...*..*
optimization finished, #iter = 1105
nu = 0.341856
obj = -6617.010446, rho = 1.868979
nSV = 78, nBSV = 50
Total nSV = 78
..*..*
optimization finished, #iter = 881
nu = 0.347952
obj = -6713.696182, rho = 3.814492
nSV = 80, nBSV = 52
Total nSV = 80
...*.*
optimization finished, #iter = 882
nu = 0.351193
obj = -6824.947123, rho = 3.562593
nSV = 83, nBSV = 53
Total nSV = 83
Cross Validation Accuracy = 84.5833%
...*..*
optimization finished, #iter = 1083
nu = 0.344302
obj = -7543.374347, rho = 3.861605
nSV = 80, nBSV = 53
Total nSV = 80
....*.*
optimization finished, #iter = 1045
nu = 0.342926
obj = -7590.372033, rho = 3.143533
nSV = 80, nBSV = 53
Total nSV = 80
....*..*
optimization finished, #iter = 1217
nu = 0.338283
obj = -7488.254806, rho = 1.847515
nSV = 79, nBSV = 51
Total nSV = 79
..*..*
optimization finished, #iter = 876
nu = 0.344609
obj = -7593.298914, rho = 4.205832
nSV = 80, nBSV = 52
Total nSV = 80
.....*...*
optimization finished, #iter = 1585
nu = 0.347816
obj = -7734.749825, rho = 3.890372
nSV = 83, nBSV = 52
Total nSV = 83
Cross Validation Accuracy = 83.75%
....*...*
optimization finished, #iter = 1363
nu = 0.341005
obj = -8507.631911, rho = 4.315887
nSV = 80, nBSV = 53
Total nSV = 80
....*..*
optimization finished, #iter = 1276
nu = 0.339651
obj = -8582.618725, rho = 3.585018
nSV = 79, nBSV = 50
Total nSV = 79
....*..*
optimization finished, #iter = 1301
nu = 0.335083
obj = -8467.419454, rho = 1.812655
nSV = 80, nBSV = 52
Total nSV = 80
...*..*
optimization finished, #iter = 995
nu = 0.342139
obj = -8578.111567, rho = 4.875026
nSV = 77, nBSV = 51
Total nSV = 77
.....*...*
optimization finished, #iter = 1678
nu = 0.344239
obj = -8761.023329, rho = 4.107409
nSV = 84, nBSV = 51
Total nSV = 84
Cross Validation Accuracy = 83.75%
....*..*
optimization finished, #iter = 1283
nu = 0.338013
obj = -9580.081790, rho = 4.847273
nSV = 82, nBSV = 53
Total nSV = 82
....*..*
optimization finished, #iter = 1279
nu = 0.336497
obj = -9694.556304, rho = 4.098094
nSV = 80, nBSV = 50
Total nSV = 80
.....*..*
optimization finished, #iter = 1454
nu = 0.331881
obj = -9564.585002, rho = 1.972902
nSV = 79, nBSV = 49
Total nSV = 79
...*...*.*
optimization finished, #iter = 1201
nu = 0.339162
obj = -9675.584281, rho = 5.439288
nSV = 79, nBSV = 50
Total nSV = 79
....*...*
optimization finished, #iter = 1420
nu = 0.341499
obj = -9915.650853, rho = 4.536662
nSV = 83, nBSV = 51
Total nSV = 83
Cross Validation Accuracy = 82.5%
....*...*
optimization finished, #iter = 1383
nu = 0.334979
obj = -10767.271108, rho = 5.532607
nSV = 83, nBSV = 53
Total nSV = 83
....*...*
optimization finished, #iter = 1480
nu = 0.333253
obj = -10936.649456, rho = 4.714305
nSV = 81, nBSV = 48
Total nSV = 81
...*.......*....*.*
optimization finished, #iter = 2842
nu = 0.328148
obj = -10792.135734, rho = 2.112847
nSV = 79, nBSV = 46
Total nSV = 79
....*..*
optimization finished, #iter = 1167
nu = 0.336072
obj = -10896.780663, rho = 6.049834
nSV = 80, nBSV = 53
Total nSV = 80
.....*...*
optimization finished, #iter = 1588
nu = 0.339162
obj = -11208.432629, rho = 5.052563
nSV = 84, nBSV = 51
Total nSV = 84
Cross Validation Accuracy = 81.6667%
.....*....*
optimization finished, #iter = 1760
nu = 0.330653
obj = -12076.988141, rho = 6.237570
nSV = 83, nBSV = 50
Total nSV = 83
.....*...*
optimization finished, #iter = 1568
nu = 0.329717
obj = -12321.544395, rho = 5.410117
nSV = 81, nBSV = 47
Total nSV = 81
......*....*
optimization finished, #iter = 1991
nu = 0.324730
obj = -12162.753407, rho = 2.263808
nSV = 79, nBSV = 44
Total nSV = 79
.....*...*
optimization finished, #iter = 1666
nu = 0.332427
obj = -12251.250629, rho = 6.592679
nSV = 81, nBSV = 51
Total nSV = 81
.......*..*
optimization finished, #iter = 1888
nu = 0.336754
obj = -12649.949376, rho = 5.519812
nSV = 84, nBSV = 48
Total nSV = 84
Cross Validation Accuracy = 81.25%
.....*...*
optimization finished, #iter = 1664
nu = 0.325857
obj = -13523.893010, rho = 6.204722
nSV = 80, nBSV = 49
Total nSV = 80
........*.....*
optimization finished, #iter = 2553
nu = 0.325120
obj = -13864.443858, rho = 6.043039
nSV = 87, nBSV = 45
Total nSV = 87
....*....*
optimization finished, #iter = 1615
nu = 0.320921
obj = -13689.342943, rho = 2.287955
nSV = 79, nBSV = 44
Total nSV = 79
........*....*
optimization finished, #iter = 2477
nu = 0.328718
obj = -13748.972560, rho = 6.937906
nSV = 81, nBSV = 48
Total nSV = 81
........*....*
optimization finished, #iter = 2331
nu = 0.332874
obj = -14256.336506, rho = 6.140078
nSV = 83, nBSV = 46
Total nSV = 83
Cross Validation Accuracy = 81.6667%
.......*...*
optimization finished, #iter = 1988
nu = 0.320578
obj = -15114.524399, rho = 6.132426
nSV = 83, nBSV = 46
Total nSV = 83
.......*......*
optimization finished, #iter = 2651
nu = 0.320558
obj = -15584.065265, rho = 6.390060
nSV = 83, nBSV = 43
Total nSV = 83
......*.....*
optimization finished, #iter = 2224
nu = 0.316817
obj = -15384.088456, rho = 2.471322
nSV = 79, nBSV = 41
Total nSV = 79
.......*.....*
optimization finished, #iter = 2326
nu = 0.324153
obj = -15399.924569, rho = 7.286974
nSV = 79, nBSV = 46
Total nSV = 79
.......*.....*
optimization finished, #iter = 2461
nu = 0.328848
obj = -16047.607937, rho = 7.022571
nSV = 86, nBSV = 45
Total nSV = 86
Cross Validation Accuracy = 81.25%
........*....*
optimization finished, #iter = 2364
nu = 0.313250
obj = -16870.408189, rho = 6.153485
nSV = 81, nBSV = 43
Total nSV = 81
........*.......*
optimization finished, #iter = 3065
nu = 0.315044
obj = -17496.278226, rho = 7.043937
nSV = 82, nBSV = 40
Total nSV = 82
...........*......*
optimization finished, #iter = 3381
nu = 0.311615
obj = -17267.067880, rho = 2.986573
nSV = 79, nBSV = 37
Total nSV = 79
........*.....*
optimization finished, #iter = 2520
nu = 0.318331
obj = -17221.195585, rho = 6.907468
nSV = 78, nBSV = 42
Total nSV = 78
........*......*
optimization finished, #iter = 2752
nu = 0.324960
obj = -18037.896216, rho = 8.037230
nSV = 88, nBSV = 45
Total nSV = 88
Cross Validation Accuracy = 80%
........*....*
optimization finished, #iter = 2466
nu = 0.306610
obj = -18809.017495, rho = 6.184347
nSV = 81, nBSV = 42
Total nSV = 81
.........*.....*.*
optimization finished, #iter = 2928
nu = 0.308954
obj = -19629.053692, rho = 7.994902
nSV = 81, nBSV = 37
Total nSV = 81
...........*......*
optimization finished, #iter = 3440
nu = 0.305108
obj = -19367.814993, rho = 3.879866
nSV = 79, nBSV = 37
Total nSV = 79
..........*....*
optimization finished, #iter = 2752
nu = 0.312638
obj = -19227.350969, rho = 6.037266
nSV = 78, nBSV = 41
Total nSV = 78
.........*.........*.*
optimization finished, #iter = 3649
nu = 0.320245
obj = -20245.971687, rho = 8.423314
nSV = 87, nBSV = 44
Total nSV = 87
Cross Validation Accuracy = 79.5833%
.........*.....*
optimization finished, #iter = 2730
nu = 0.300910
obj = -20934.403873, rho = 6.009042
nSV = 77, nBSV = 39
Total nSV = 77
........*......*
optimization finished, #iter = 2781
nu = 0.303425
obj = -22005.587864, rho = 9.456988
nSV = 80, nBSV = 38
Total nSV = 80
..............*.........*
optimization finished, #iter = 4428
nu = 0.299210
obj = -21709.832578, rho = 4.839838
nSV = 80, nBSV = 37
Total nSV = 80
..............*......*
optimization finished, #iter = 3874
nu = 0.304472
obj = -21440.060952, rho = 5.187740
nSV = 80, nBSV = 37
Total nSV = 80
...........*.......*
optimization finished, #iter = 3445
nu = 0.316445
obj = -22684.132394, rho = 8.789270
nSV = 85, nBSV = 42
Total nSV = 85
Cross Validation Accuracy = 80.8333%
...........*.....*
optimization finished, #iter = 3130
nu = 0.295839
obj = -23236.772047, rho = 5.809021
nSV = 77, nBSV = 38
Total nSV = 77
...........*.....*
optimization finished, #iter = 3175
nu = 0.299135
obj = -24632.920360, rho = 11.236703
nSV = 80, nBSV = 38
Total nSV = 80
............*...........*
optimization finished, #iter = 4482
nu = 0.293729
obj = -24312.314914, rho = 5.887038
nSV = 81, nBSV = 37
Total nSV = 81
.............*..........*.*
optimization finished, #iter = 4617
nu = 0.296465
obj = -23898.171375, rho = 4.332079
nSV = 81, nBSV = 36
Total nSV = 81
..........*.....*
optimization finished, #iter = 2875
nu = 0.310623
obj = -25370.102866, rho = 9.810830
nSV = 85, nBSV = 38
Total nSV = 85
Cross Validation Accuracy = 80.8333%
..........*.....*
optimization finished, #iter = 3021
nu = 0.290987
obj = -25707.060817, rho = 4.871578
nSV = 79, nBSV = 38
Total nSV = 79
............*....*
optimization finished, #iter = 3251
nu = 0.295705
obj = -27509.431494, rho = 13.196097
nSV = 79, nBSV = 38
Total nSV = 79
..............*.........*
optimization finished, #iter = 4421
nu = 0.288900
obj = -27189.379686, rho = 6.899461
nSV = 80, nBSV = 36
Total nSV = 80
...............*.........*
optimization finished, #iter = 4680
nu = 0.289090
obj = -26616.708608, rho = 3.368012
nSV = 82, nBSV = 35
Total nSV = 82
...........*.......*
optimization finished, #iter = 3486
nu = 0.305467
obj = -28330.551684, rho = 11.376926
nSV = 84, nBSV = 38
Total nSV = 84
Cross Validation Accuracy = 80.4167%
..............*......*
optimization finished, #iter = 4005
nu = 0.284387
obj = -28333.513186, rho = 4.588403
nSV = 81, nBSV = 35
Total nSV = 81
............*....*
optimization finished, #iter = 3198
nu = 0.291094
obj = -30632.502086, rho = 14.527500
nSV = 79, nBSV = 35
Total nSV = 79
..............*...........*
optimization finished, #iter = 4977
nu = 0.284776
obj = -30343.958904, rho = 8.133216
nSV = 81, nBSV = 36
Total nSV = 81
..................*.......*
optimization finished, #iter = 4887
nu = 0.282329
obj = -29609.935309, rho = 2.273674
nSV = 83, nBSV = 35
Total nSV = 83
.............*.........*
optimization finished, #iter = 4359
nu = 0.301110
obj = -31561.551990, rho = 13.269464
nSV = 82, nBSV = 35
Total nSV = 82
Cross Validation Accuracy = 80.8333%
..................*.......*
optimization finished, #iter = 4997
nu = 0.274053
obj = -31162.786713, rho = 3.891484
nSV = 82, nBSV = 31
Total nSV = 82
...............*.....*
optimization finished, #iter = 3992
nu = 0.285020
obj = -34036.625897, rho = 15.094285
nSV = 76, nBSV = 32
Total nSV = 76
...................*...........*
optimization finished, #iter = 5803
nu = 0.280855
obj = -33770.843102, rho = 9.460900
nSV = 81, nBSV = 34
Total nSV = 81
...............*..............*
optimization finished, #iter = 5674
nu = 0.275695
obj = -32884.723732, rho = 1.279353
nSV = 85, nBSV = 34
Total nSV = 85
................*........*
optimization finished, #iter = 4725
nu = 0.294319
obj = -35081.553814, rho = 14.962157
nSV = 81, nBSV = 33
Total nSV = 81
Cross Validation Accuracy = 79.1667%
.....................*........*
optimization finished, #iter = 5780
nu = 0.263488
obj = -34240.575647, rho = 3.421928
nSV = 81, nBSV = 28
Total nSV = 81
.............*.......*
optimization finished, #iter = 3900
nu = 0.278964
obj = -37735.086422, rho = 15.899762
nSV = 75, nBSV = 32
Total nSV = 75
......................*.........*
optimization finished, #iter = 6036
nu = 0.276017
obj = -37470.278533, rho = 10.892837
nSV = 85, nBSV = 32
Total nSV = 85
...................*...........*
optimization finished, #iter = 5873
nu = 0.269862
obj = -36448.336447, rho = 0.852593
nSV = 85, nBSV = 33
Total nSV = 85
...................*.........*
optimization finished, #iter = 5523
nu = 0.286300
obj = -38932.673108, rho = 16.338644
nSV = 81, nBSV = 31
Total nSV = 81
Cross Validation Accuracy = 78.75%
......................*................*
optimization finished, #iter = 7414
nu = 0.253952
obj = -37576.528084, rho = 2.705941
nSV = 83, nBSV = 28
Total nSV = 83
..................*.......*
optimization finished, #iter = 4856
nu = 0.273055
obj = -41720.140000, rho = 16.539265
nSV = 77, nBSV = 29
Total nSV = 77
....................*..........*
optimization finished, #iter = 5940
nu = 0.269451
obj = -41468.461360, rho = 12.392953
nSV = 84, nBSV = 31
Total nSV = 84
....................*...........*
optimization finished, #iter = 6118
nu = 0.263158
obj = -40300.816882, rho = 1.156326
nSV = 85, nBSV = 31
Total nSV = 85
..................*..........*
optimization finished, #iter = 5471
nu = 0.278251
obj = -43160.288983, rho = 17.924670
nSV = 82, nBSV = 30
Total nSV = 82
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.165885, rho = 0.996244
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165879, rho = 0.996425
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165873, rho = 0.995884
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165887, rho = 0.996371
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163918, rho = 0.996236
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.190534, rho = 0.995685
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190526, rho = 0.995893
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190518, rho = 0.995272
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190537, rho = 0.995853
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.188272, rho = 0.995676
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.218835, rho = 0.995044
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218825, rho = 0.995282
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.218814, rho = 0.994569
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218841, rho = 0.995056
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.216234, rho = 0.995033
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.251335, rho = 0.994307
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.251321, rho = 0.994581
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.251306, rho = 0.993761
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251342, rho = 0.994321
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.248343, rho = 0.994295
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.288656, rho = 0.993460
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288638, rho = 0.993775
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.288620, rho = 0.992996
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288665, rho = 0.993477
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.285214, rho = 0.993447
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.331508, rho = 0.992455
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331484, rho = 0.992702
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.331458, rho = 0.991955
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331518, rho = 0.992507
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.327545, rho = 0.992472
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.380727, rho = 0.991333
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.380695, rho = 0.991616
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.380661, rho = 0.990759
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.380741, rho = 0.991392
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.376167, rho = 0.991131
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.437221, rho = 0.990044
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.437179, rho = 0.990369
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437134, rho = 0.989385
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437238, rho = 0.990113
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.431969, rho = 0.989812
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.502078, rho = 0.988511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.502020, rho = 0.988937
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.501961, rho = 0.987806
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.502099, rho = 0.988642
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.496027, rho = 0.988298
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.576532, rho = 0.986802
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.576458, rho = 0.986995
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.576379, rho = 0.986127
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.576563, rho = 0.986933
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.569559, rho = 0.986557
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.661999, rho = 0.984840
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.661902, rho = 0.985061
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.661797, rho = 0.984064
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.662040, rho = 0.984989
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.653960, rho = 0.984558
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.760076, rho = 0.982734
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.759945, rho = 0.982840
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.759810, rho = 0.981617
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.760130, rho = 0.982942
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.750803, rho = 0.982410
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.872628, rho = 0.980166
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.872454, rho = 0.980288
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.872276, rho = 0.978883
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.872699, rho = 0.980406
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.861925, rho = 0.979795
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.001779, rho = 0.977255
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.001554, rho = 0.977699
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.001318, rho = 0.975743
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.001876, rho = 0.977492
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.989420, rho = 0.976790
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.149930, rho = 0.973873
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.149631, rho = 0.974383
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.149318, rho = 0.972136
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.150055, rho = 0.974145
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.135642, rho = 0.973338
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.319847, rho = 0.969988
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.319449, rho = 0.970123
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.319039, rho = 0.967993
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.320011, rho = 0.970300
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.303316, rho = 0.969374
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.514691, rho = 0.965526
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.514172, rho = 0.966198
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.513625, rho = 0.963233
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.514907, rho = 0.965884
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.495548, rho = 0.964820
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.738116, rho = 0.960398
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.737432, rho = 0.961171
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.736710, rho = 0.957765
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.738402, rho = 0.960810
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.715921, rho = 0.959587
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.994120, rho = 0.954509
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.993217, rho = 0.955396
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.992265, rho = 0.951484
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.994497, rho = 0.954982
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.968356, rho = 0.953578
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.287247, rho = 0.947748
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.286055, rho = 0.948767
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.284799, rho = 0.944274
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.287744, rho = 0.948291
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.257297, rho = 0.946679
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.623138, rho = 0.939977
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.621565, rho = 0.941148
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.619907, rho = 0.935985
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.623794, rho = 0.940600
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.588265, rho = 0.938748
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.007470, rho = 0.931053
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.005395, rho = 0.932398
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.003208, rho = 0.926468
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.008336, rho = 0.931769
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.966794, rho = 0.929642
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.447240, rho = 0.920800
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.444502, rho = 0.922345
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.441615, rho = 0.915534
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.448382, rho = 0.921623
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.399698, rho = 0.919179
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.950038, rho = 0.909022
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.946426, rho = 0.910797
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.942622, rho = 0.902972
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.951546, rho = 0.909967
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.894350, rho = 0.907160
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.524470, rho = 0.895492
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.519703, rho = 0.897531
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.514684, rho = 0.888543
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.526459, rho = 0.896578
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.459078, rho = 0.893353
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.180050, rho = 0.880249
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.173761, rho = 0.882295
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.167142, rho = 0.871572
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.182675, rho = 0.881201
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.103060, rho = 0.877496
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -5.927723, rho = 0.861870
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.919421, rho = 0.864792
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.910687, rho = 0.852474
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.931183, rho = 0.863535
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.836805, rho = 0.859279
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -6.779341, rho = 0.841329
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.768388, rho = 0.844686
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.756862, rho = 0.830537
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.783907, rho = 0.843242
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.671637, rho = 0.838354
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.747936, rho = 0.817737
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.733496, rho = 0.821722
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.718277, rho = 0.805340
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.753962, rho = 0.819935
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.619910, rho = 0.814320
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -8.848031, rho = 0.790419
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.828975, rho = 0.795213
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -8.808894, rho = 0.776395
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.855980, rho = 0.793160
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -8.695279, rho = 0.786710
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -10.095211, rho = 0.759253
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.070065, rho = 0.764760
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.043568, rho = 0.743144
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.105700, rho = 0.762402
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -9.912239, rho = 0.754992
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -11.505913, rho = 0.723453
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -11.472732, rho = 0.729779
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.437770, rho = 0.704987
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.519753, rho = 0.727070
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -11.285829, rho = 0.718559
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -13.097324, rho = 0.682635
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -13.053538, rho = 0.689600
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -13.007406, rho = 0.661121
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -13.115582, rho = 0.686488
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -12.831447, rho = 0.676711
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -14.887321, rho = 0.635562
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -14.829543, rho = 0.643444
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -14.768679, rho = 0.610799
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -14.911409, rho = 0.639869
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -14.564664, rho = 0.628639
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -16.893357, rho = 0.581365
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -16.817116, rho = 0.590605
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -16.736804, rho = 0.552919
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -16.925143, rho = 0.586313
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -16.499963, rho = 0.573412
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -19.130860, rho = 0.519120
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -19.030262, rho = 0.529734
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -18.924291, rho = 0.486445
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -19.172800, rho = 0.524803
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -18.648956, rho = 0.509985
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 61.25%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -21.613972, rho = 0.447603
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -21.481227, rho = 0.459551
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -21.341400, rho = 0.410118
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -21.669315, rho = 0.454132
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -21.020782, rho = 0.437110
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 67.0833%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -24.350095, rho = 0.365469
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -24.174940, rho = 0.379193
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -23.990445, rho = 0.322443
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -24.423119, rho = 0.372969
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -23.616440, rho = 0.353415
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -27.339929, rho = 0.271139
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -27.108826, rho = 0.286903
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -26.865356, rho = 0.221656
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -27.436278, rho = 0.279754
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -26.428260, rho = 0.257294
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 78.3333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -30.574633, rho = 0.162850
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -30.269666, rho = 0.180838
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.880410
obj = -29.950143, rho = 0.120232
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -30.701771, rho = 0.172626
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.877908
obj = -29.436577, rho = 0.153737
nSV = 168, nBSV = 166
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.863298
obj = -34.052457, rho = 0.092511
nSV = 169, nBSV = 165
Total nSV = 169
*
optimization finished, #iter = 85
nu = 0.858909
obj = -33.703713, rho = 0.137357
nSV = 167, nBSV = 164
Total nSV = 167
*
optimization finished, #iter = 87
nu = 0.850960
obj = -33.322829, rho = 0.087495
nSV = 165, nBSV = 161
Total nSV = 165
*
optimization finished, #iter = 88
nu = 0.870755
obj = -34.230754, rho = 0.111191
nSV = 169, nBSV = 165
Total nSV = 169
*
optimization finished, #iter = 84
nu = 0.847507
obj = -32.704016, rho = 0.122509
nSV = 163, nBSV = 160
Total nSV = 163
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.839378
obj = -37.932679, rho = 0.057952
nSV = 163, nBSV = 160
Total nSV = 163
*
optimization finished, #iter = 85
nu = 0.827141
obj = -37.559657, rho = 0.140933
nSV = 160, nBSV = 157
Total nSV = 160
*
optimization finished, #iter = 81
nu = 0.819912
obj = -37.133857, rho = 0.056476
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 85
nu = 0.838117
obj = -38.155856, rho = 0.098886
nSV = 163, nBSV = 160
Total nSV = 163
*
optimization finished, #iter = 85
nu = 0.814498
obj = -36.371622, rho = 0.115712
nSV = 159, nBSV = 154
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.808818
obj = -42.253798, rho = 0.058260
nSV = 158, nBSV = 156
Total nSV = 158
*
optimization finished, #iter = 78
nu = 0.810264
obj = -41.842131, rho = 0.112289
nSV = 156, nBSV = 154
Total nSV = 156
*
optimization finished, #iter = 83
nu = 0.791409
obj = -41.397145, rho = 0.047030
nSV = 155, nBSV = 150
Total nSV = 155
*
optimization finished, #iter = 86
nu = 0.811912
obj = -42.585605, rho = 0.113214
nSV = 158, nBSV = 154
Total nSV = 158
*
optimization finished, #iter = 78
nu = 0.787011
obj = -40.493775, rho = 0.110123
nSV = 152, nBSV = 150
Total nSV = 152
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 82
nu = 0.783281
obj = -47.086753, rho = 0.052024
nSV = 152, nBSV = 148
Total nSV = 152
*
optimization finished, #iter = 81
nu = 0.782397
obj = -46.602650, rho = 0.123526
nSV = 152, nBSV = 148
Total nSV = 152
*
optimization finished, #iter = 80
nu = 0.766574
obj = -46.200192, rho = 0.025018
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 81
nu = 0.786073
obj = -47.542306, rho = 0.151025
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 82
nu = 0.767278
obj = -45.053316, rho = 0.123169
nSV = 148, nBSV = 143
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.760246
obj = -52.510327, rho = 0.043266
nSV = 148, nBSV = 145
Total nSV = 148
*
optimization finished, #iter = 79
nu = 0.755980
obj = -51.928144, rho = 0.114211
nSV = 147, nBSV = 143
Total nSV = 147
*
optimization finished, #iter = 73
nu = 0.742964
obj = -51.583592, rho = 0.044601
nSV = 144, nBSV = 142
Total nSV = 144
*
optimization finished, #iter = 84
nu = 0.767549
obj = -53.070681, rho = 0.108817
nSV = 149, nBSV = 145
Total nSV = 149
*
optimization finished, #iter = 93
nu = 0.737143
obj = -50.150900, rho = 0.133424
nSV = 144, nBSV = 138
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.733989
obj = -58.554393, rho = 0.068806
nSV = 143, nBSV = 140
Total nSV = 143
*
optimization finished, #iter = 80
nu = 0.734397
obj = -57.861877, rho = 0.083919
nSV = 144, nBSV = 139
Total nSV = 144
*
optimization finished, #iter = 76
nu = 0.723921
obj = -57.585970, rho = 0.032030
nSV = 140, nBSV = 136
Total nSV = 140
*
optimization finished, #iter = 90
nu = 0.742688
obj = -59.235827, rho = 0.112331
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 84
nu = 0.714117
obj = -55.877237, rho = 0.123949
nSV = 139, nBSV = 133
Total nSV = 139
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 82
nu = 0.707879
obj = -65.354700, rho = 0.082419
nSV = 140, nBSV = 134
Total nSV = 140
*
optimization finished, #iter = 93
nu = 0.707639
obj = -64.500273, rho = 0.083193
nSV = 139, nBSV = 132
Total nSV = 139
*
optimization finished, #iter = 94
nu = 0.700707
obj = -64.276954, rho = 0.022592
nSV = 140, nBSV = 130
Total nSV = 140
*
optimization finished, #iter = 82
nu = 0.719938
obj = -66.183512, rho = 0.122848
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 84
nu = 0.689210
obj = -62.287418, rho = 0.117541
nSV = 134, nBSV = 129
Total nSV = 134
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.686140
obj = -73.046817, rho = 0.094811
nSV = 134, nBSV = 129
Total nSV = 134
*
optimization finished, #iter = 87
nu = 0.681061
obj = -72.028647, rho = 0.094309
nSV = 135, nBSV = 128
Total nSV = 135
*
optimization finished, #iter = 85
nu = 0.674754
obj = -71.859834, rho = 0.021130
nSV = 135, nBSV = 127
Total nSV = 135
*
optimization finished, #iter = 81
nu = 0.700243
obj = -73.935377, rho = 0.118063
nSV = 137, nBSV = 132
Total nSV = 137
*
optimization finished, #iter = 77
nu = 0.663799
obj = -69.506571, rho = 0.125884
nSV = 129, nBSV = 124
Total nSV = 129
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 91
nu = 0.664639
obj = -81.660653, rho = 0.083358
nSV = 133, nBSV = 124
Total nSV = 133
*
optimization finished, #iter = 79
nu = 0.659453
obj = -80.536502, rho = 0.117759
nSV = 129, nBSV = 123
Total nSV = 129
*
optimization finished, #iter = 72
nu = 0.656250
obj = -80.442038, rho = 0.008613
nSV = 128, nBSV = 125
Total nSV = 128
*
optimization finished, #iter = 76
nu = 0.678710
obj = -82.632892, rho = 0.140708
nSV = 132, nBSV = 127
Total nSV = 132
*
optimization finished, #iter = 80
nu = 0.640836
obj = -77.672757, rho = 0.161537
nSV = 125, nBSV = 121
Total nSV = 125
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.642487
obj = -91.435093, rho = 0.099272
nSV = 126, nBSV = 122
Total nSV = 126
*
optimization finished, #iter = 76
nu = 0.641785
obj = -90.117217, rho = 0.111843
nSV = 126, nBSV = 120
Total nSV = 126
*
optimization finished, #iter = 68
nu = 0.635633
obj = -90.062422, rho = -0.008519
nSV = 125, nBSV = 121
Total nSV = 125
*
optimization finished, #iter = 88
nu = 0.658857
obj = -92.402349, rho = 0.179154
nSV = 129, nBSV = 123
Total nSV = 129
*
optimization finished, #iter = 77
nu = 0.622927
obj = -86.867952, rho = 0.156048
nSV = 121, nBSV = 117
Total nSV = 121
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 82
nu = 0.622302
obj = -102.503279, rho = 0.123208
nSV = 123, nBSV = 117
Total nSV = 123
*
optimization finished, #iter = 79
nu = 0.622502
obj = -100.849370, rho = 0.099648
nSV = 123, nBSV = 117
Total nSV = 123
*
optimization finished, #iter = 68
nu = 0.620737
obj = -100.912124, rho = -0.013292
nSV = 120, nBSV = 117
Total nSV = 120
*
optimization finished, #iter = 83
nu = 0.636111
obj = -103.431257, rho = 0.220535
nSV = 126, nBSV = 118
Total nSV = 126
*
optimization finished, #iter = 77
nu = 0.603151
obj = -97.194601, rho = 0.202353
nSV = 119, nBSV = 113
Total nSV = 119
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 80
nu = 0.606612
obj = -115.002042, rho = 0.115008
nSV = 119, nBSV = 114
Total nSV = 119
*
optimization finished, #iter = 78
nu = 0.603936
obj = -112.949967, rho = 0.110841
nSV = 120, nBSV = 114
Total nSV = 120
*
optimization finished, #iter = 74
nu = 0.604426
obj = -113.036930, rho = -0.000117
nSV = 119, nBSV = 112
Total nSV = 119
*
optimization finished, #iter = 94
nu = 0.617971
obj = -115.942775, rho = 0.253968
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 74
nu = 0.584358
obj = -108.878512, rho = 0.213148
nSV = 115, nBSV = 109
Total nSV = 115
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.591180
obj = -129.051182, rho = 0.107609
nSV = 117, nBSV = 110
Total nSV = 117
*
optimization finished, #iter = 72
nu = 0.589034
obj = -126.521496, rho = 0.130180
nSV = 117, nBSV = 110
Total nSV = 117
*
optimization finished, #iter = 93
nu = 0.586218
obj = -126.705682, rho = 0.008883
nSV = 116, nBSV = 107
Total nSV = 116
*
optimization finished, #iter = 82
nu = 0.603322
obj = -129.954274, rho = 0.248112
nSV = 119, nBSV = 112
Total nSV = 119
*
optimization finished, #iter = 74
nu = 0.567043
obj = -122.077327, rho = 0.257281
nSV = 110, nBSV = 106
Total nSV = 110
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.575838
obj = -144.908844, rho = 0.112570
nSV = 114, nBSV = 107
Total nSV = 114
*
optimization finished, #iter = 77
nu = 0.575248
obj = -141.753922, rho = 0.110513
nSV = 114, nBSV = 107
Total nSV = 114
*
optimization finished, #iter = 87
nu = 0.569310
obj = -142.189073, rho = 0.032401
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 91
nu = 0.585697
obj = -145.760920, rho = 0.220820
nSV = 116, nBSV = 108
Total nSV = 116
*
optimization finished, #iter = 74
nu = 0.549961
obj = -137.022429, rho = 0.268777
nSV = 109, nBSV = 103
Total nSV = 109
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 109
nu = 0.558592
obj = -162.843284, rho = 0.130577
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 90
nu = 0.555782
obj = -158.920210, rho = 0.158065
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 82
nu = 0.554192
obj = -159.692394, rho = 0.043289
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 100
nu = 0.569235
obj = -163.630529, rho = 0.210424
nSV = 114, nBSV = 104
Total nSV = 114
*
optimization finished, #iter = 87
nu = 0.537121
obj = -153.925131, rho = 0.262695
nSV = 105, nBSV = 98
Total nSV = 105
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 89
nu = 0.542338
obj = -183.305792, rho = 0.182708
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 94
nu = 0.538920
obj = -178.456821, rho = 0.205716
nSV = 106, nBSV = 101
Total nSV = 106
*
optimization finished, #iter = 94
nu = 0.538097
obj = -179.515112, rho = 0.049834
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 127
nu = 0.551967
obj = -183.900983, rho = 0.206006
nSV = 113, nBSV = 102
Total nSV = 113
*
optimization finished, #iter = 115
nu = 0.523784
obj = -172.962644, rho = 0.280329
nSV = 103, nBSV = 94
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 79
nu = 0.530012
obj = -206.507432, rho = 0.229472
nSV = 105, nBSV = 100
Total nSV = 105
*
optimization finished, #iter = 101
nu = 0.524373
obj = -200.569665, rho = 0.232388
nSV = 104, nBSV = 95
Total nSV = 104
*
optimization finished, #iter = 98
nu = 0.524001
obj = -202.005599, rho = 0.061181
nSV = 105, nBSV = 96
Total nSV = 105
*
optimization finished, #iter = 106
nu = 0.537548
obj = -206.906495, rho = 0.203422
nSV = 109, nBSV = 99
Total nSV = 109
*
optimization finished, #iter = 98
nu = 0.508889
obj = -194.512480, rho = 0.293188
nSV = 102, nBSV = 91
Total nSV = 102
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 81
nu = 0.518331
obj = -232.708375, rho = 0.314023
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 123
nu = 0.509884
obj = -225.692138, rho = 0.228267
nSV = 101, nBSV = 91
Total nSV = 101
*
optimization finished, #iter = 75
nu = 0.509965
obj = -227.606794, rho = 0.102124
nSV = 103, nBSV = 95
Total nSV = 103
*
optimization finished, #iter = 137
nu = 0.524071
obj = -233.016517, rho = 0.215631
nSV = 107, nBSV = 97
Total nSV = 107
*
optimization finished, #iter = 106
nu = 0.496418
obj = -219.025674, rho = 0.337904
nSV = 98, nBSV = 87
Total nSV = 98
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 69
nu = 0.507772
obj = -262.505235, rho = 0.352184
nSV = 100, nBSV = 96
Total nSV = 100
*
optimization finished, #iter = 93
nu = 0.496165
obj = -254.275360, rho = 0.243132
nSV = 99, nBSV = 91
Total nSV = 99
*
optimization finished, #iter = 92
nu = 0.500262
obj = -256.618701, rho = 0.149465
nSV = 100, nBSV = 93
Total nSV = 100
*
optimization finished, #iter = 133
nu = 0.513091
obj = -262.597874, rho = 0.247431
nSV = 104, nBSV = 93
Total nSV = 104
*
optimization finished, #iter = 145
nu = 0.483116
obj = -246.815700, rho = 0.409396
nSV = 99, nBSV = 86
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 77
nu = 0.496460
obj = -296.170886, rho = 0.340811
nSV = 98, nBSV = 91
Total nSV = 98
*
optimization finished, #iter = 111
nu = 0.484872
obj = -286.729183, rho = 0.255287
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 89
nu = 0.490689
obj = -289.336583, rho = 0.169395
nSV = 98, nBSV = 90
Total nSV = 98
*
optimization finished, #iter = 132
nu = 0.500230
obj = -296.097864, rho = 0.304537
nSV = 102, nBSV = 90
Total nSV = 102
*
optimization finished, #iter = 140
nu = 0.471233
obj = -278.494128, rho = 0.481640
nSV = 96, nBSV = 84
Total nSV = 96
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 113
nu = 0.483720
obj = -334.537038, rho = 0.343647
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 115
nu = 0.474137
obj = -323.603121, rho = 0.252530
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 120
nu = 0.479397
obj = -326.388171, rho = 0.196648
nSV = 97, nBSV = 89
Total nSV = 97
*
optimization finished, #iter = 134
nu = 0.487922
obj = -334.281163, rho = 0.356019
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 190
nu = 0.459770
obj = -314.576425, rho = 0.515608
nSV = 93, nBSV = 79
Total nSV = 93
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 107
nu = 0.473687
obj = -378.331030, rho = 0.365301
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 105
nu = 0.464187
obj = -365.472079, rho = 0.252606
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 117
nu = 0.469530
obj = -368.364926, rho = 0.198685
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 129
nu = 0.477769
obj = -377.760031, rho = 0.427691
nSV = 99, nBSV = 88
Total nSV = 99
*.*
optimization finished, #iter = 191
nu = 0.449079
obj = -355.763889, rho = 0.553643
nSV = 94, nBSV = 78
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 86
nu = 0.467166
obj = -427.913312, rho = 0.377246
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 109
nu = 0.456217
obj = -412.890092, rho = 0.258087
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 130
nu = 0.458778
obj = -416.110790, rho = 0.224071
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 106
nu = 0.470232
obj = -427.095764, rho = 0.482299
nSV = 97, nBSV = 88
Total nSV = 97
*.*
optimization finished, #iter = 192
nu = 0.438865
obj = -402.876561, rho = 0.604989
nSV = 93, nBSV = 78
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 106
nu = 0.458880
obj = -484.043966, rho = 0.382675
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 161
nu = 0.446676
obj = -466.648652, rho = 0.262350
nSV = 92, nBSV = 79
Total nSV = 92
*
optimization finished, #iter = 170
nu = 0.450615
obj = -470.400547, rho = 0.248348
nSV = 91, nBSV = 82
Total nSV = 91
*
optimization finished, #iter = 148
nu = 0.460633
obj = -482.953856, rho = 0.508790
nSV = 95, nBSV = 84
Total nSV = 95
*
optimization finished, #iter = 168
nu = 0.430499
obj = -456.755919, rho = 0.682228
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 102
nu = 0.450868
obj = -547.726287, rho = 0.389468
nSV = 91, nBSV = 83
Total nSV = 91
*
optimization finished, #iter = 174
nu = 0.437895
obj = -527.772987, rho = 0.308282
nSV = 90, nBSV = 76
Total nSV = 90
*
optimization finished, #iter = 161
nu = 0.443374
obj = -531.792279, rho = 0.251357
nSV = 90, nBSV = 79
Total nSV = 90
*
optimization finished, #iter = 124
nu = 0.452534
obj = -546.534575, rho = 0.549830
nSV = 94, nBSV = 83
Total nSV = 94
*.*
optimization finished, #iter = 194
nu = 0.423194
obj = -518.270424, rho = 0.733720
nSV = 88, nBSV = 75
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 121
nu = 0.443622
obj = -620.073152, rho = 0.378009
nSV = 90, nBSV = 80
Total nSV = 90
*
optimization finished, #iter = 185
nu = 0.429965
obj = -597.275130, rho = 0.303025
nSV = 89, nBSV = 74
Total nSV = 89
*
optimization finished, #iter = 170
nu = 0.435199
obj = -601.312991, rho = 0.238516
nSV = 92, nBSV = 78
Total nSV = 92
*
optimization finished, #iter = 131
nu = 0.447465
obj = -618.360171, rho = 0.569187
nSV = 92, nBSV = 81
Total nSV = 92
*
optimization finished, #iter = 179
nu = 0.417540
obj = -588.363926, rho = 0.789433
nSV = 85, nBSV = 73
Total nSV = 85
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 103
nu = 0.437107
obj = -702.033092, rho = 0.370142
nSV = 88, nBSV = 80
Total nSV = 88
*.*
optimization finished, #iter = 226
nu = 0.423803
obj = -676.048811, rho = 0.297862
nSV = 88, nBSV = 73
Total nSV = 88
*
optimization finished, #iter = 137
nu = 0.428940
obj = -680.182162, rho = 0.244196
nSV = 88, nBSV = 76
Total nSV = 88
*
optimization finished, #iter = 164
nu = 0.441068
obj = -699.372847, rho = 0.546584
nSV = 90, nBSV = 78
Total nSV = 90
*.*
optimization finished, #iter = 240
nu = 0.412281
obj = -668.037434, rho = 0.840962
nSV = 85, nBSV = 71
Total nSV = 85
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 165
nu = 0.430159
obj = -794.925204, rho = 0.325742
nSV = 89, nBSV = 77
Total nSV = 89
*.*
optimization finished, #iter = 286
nu = 0.416240
obj = -765.437862, rho = 0.309336
nSV = 88, nBSV = 71
Total nSV = 88
*.*
optimization finished, #iter = 197
nu = 0.422910
obj = -769.090368, rho = 0.328966
nSV = 87, nBSV = 74
Total nSV = 87
*
optimization finished, #iter = 176
nu = 0.435027
obj = -790.664806, rho = 0.554379
nSV = 90, nBSV = 76
Total nSV = 90
*.*
optimization finished, #iter = 293
nu = 0.406153
obj = -758.777032, rho = 0.881576
nSV = 86, nBSV = 70
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 168
nu = 0.423256
obj = -900.413669, rho = 0.313677
nSV = 89, nBSV = 77
Total nSV = 89
.*
optimization finished, #iter = 353
nu = 0.408868
obj = -867.155597, rho = 0.338236
nSV = 88, nBSV = 70
Total nSV = 88
*.*
optimization finished, #iter = 227
nu = 0.414777
obj = -869.759033, rho = 0.402975
nSV = 86, nBSV = 70
Total nSV = 86
*.*
optimization finished, #iter = 231
nu = 0.426807
obj = -894.027954, rho = 0.606851
nSV = 89, nBSV = 73
Total nSV = 89
.*
optimization finished, #iter = 312
nu = 0.400483
obj = -862.288817, rho = 0.930930
nSV = 86, nBSV = 67
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 150
nu = 0.417756
obj = -1020.092280, rho = 0.323977
nSV = 86, nBSV = 77
Total nSV = 86
.*
optimization finished, #iter = 338
nu = 0.401661
obj = -983.026634, rho = 0.381778
nSV = 87, nBSV = 67
Total nSV = 87
.*
optimization finished, #iter = 302
nu = 0.406096
obj = -984.372215, rho = 0.453153
nSV = 87, nBSV = 67
Total nSV = 87
*.*
optimization finished, #iter = 271
nu = 0.418980
obj = -1011.508884, rho = 0.662545
nSV = 90, nBSV = 73
Total nSV = 90
.*
optimization finished, #iter = 351
nu = 0.395014
obj = -980.437791, rho = 0.990913
nSV = 86, nBSV = 66
Total nSV = 86
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 177
nu = 0.413506
obj = -1155.127003, rho = 0.429919
nSV = 85, nBSV = 73
Total nSV = 85
.*.*
optimization finished, #iter = 412
nu = 0.394633
obj = -1115.191387, rho = 0.441740
nSV = 88, nBSV = 66
Total nSV = 88
.*
optimization finished, #iter = 300
nu = 0.398171
obj = -1115.225167, rho = 0.516114
nSV = 85, nBSV = 66
Total nSV = 85
.*
optimization finished, #iter = 300
nu = 0.411439
obj = -1144.988290, rho = 0.775065
nSV = 88, nBSV = 70
Total nSV = 88
.*
optimization finished, #iter = 381
nu = 0.390056
obj = -1115.324645, rho = 1.026051
nSV = 84, nBSV = 66
Total nSV = 84
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 245
nu = 0.407744
obj = -1307.547174, rho = 0.449165
nSV = 86, nBSV = 71
Total nSV = 86
.*
optimization finished, #iter = 341
nu = 0.388458
obj = -1266.075597, rho = 0.458538
nSV = 86, nBSV = 65
Total nSV = 86
.*
optimization finished, #iter = 321
nu = 0.391365
obj = -1264.381026, rho = 0.578715
nSV = 85, nBSV = 66
Total nSV = 85
.*
optimization finished, #iter = 298
nu = 0.404627
obj = -1296.721811, rho = 0.856173
nSV = 87, nBSV = 69
Total nSV = 87
.*
optimization finished, #iter = 359
nu = 0.385828
obj = -1269.177457, rho = 1.097809
nSV = 86, nBSV = 66
Total nSV = 86
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 283
nu = 0.401418
obj = -1480.119484, rho = 0.464944
nSV = 87, nBSV = 70
Total nSV = 87
.*
optimization finished, #iter = 319
nu = 0.382937
obj = -1438.083764, rho = 0.544098
nSV = 87, nBSV = 64
Total nSV = 87
.*.*
optimization finished, #iter = 421
nu = 0.385190
obj = -1434.310632, rho = 0.640173
nSV = 85, nBSV = 64
Total nSV = 85
.*
optimization finished, #iter = 375
nu = 0.398710
obj = -1468.894963, rho = 0.928981
nSV = 87, nBSV = 68
Total nSV = 87
.*
optimization finished, #iter = 317
nu = 0.382193
obj = -1444.385955, rho = 1.167331
nSV = 84, nBSV = 65
Total nSV = 84
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 278
nu = 0.396233
obj = -1675.541228, rho = 0.570490
nSV = 84, nBSV = 69
Total nSV = 84
.*.*
optimization finished, #iter = 424
nu = 0.378030
obj = -1634.122915, rho = 0.691655
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 345
nu = 0.379795
obj = -1627.772948, rho = 0.724842
nSV = 84, nBSV = 63
Total nSV = 84
.*
optimization finished, #iter = 326
nu = 0.392828
obj = -1664.229865, rho = 1.035037
nSV = 85, nBSV = 65
Total nSV = 85
.*.*
optimization finished, #iter = 439
nu = 0.378763
obj = -1643.816407, rho = 1.231159
nSV = 84, nBSV = 65
Total nSV = 84
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 284
nu = 0.390525
obj = -1896.197977, rho = 0.801593
nSV = 84, nBSV = 66
Total nSV = 84
.*.*
optimization finished, #iter = 437
nu = 0.373673
obj = -1857.287681, rho = 0.819185
nSV = 88, nBSV = 64
Total nSV = 88
.*.*
optimization finished, #iter = 411
nu = 0.375576
obj = -1847.501913, rho = 0.759703
nSV = 80, nBSV = 62
Total nSV = 80
.*.*
optimization finished, #iter = 417
nu = 0.387365
obj = -1885.524875, rho = 1.094230
nSV = 85, nBSV = 63
Total nSV = 85
.*
optimization finished, #iter = 309
nu = 0.375583
obj = -1870.579270, rho = 1.258619
nSV = 82, nBSV = 64
Total nSV = 82
Cross Validation Accuracy = 82.9167%
.*
optimization finished, #iter = 370
nu = 0.384236
obj = -2146.238894, rho = 1.028831
nSV = 85, nBSV = 64
Total nSV = 85
.*.*
optimization finished, #iter = 450
nu = 0.369687
obj = -2111.152343, rho = 0.900804
nSV = 87, nBSV = 63
Total nSV = 87
.*.*
optimization finished, #iter = 494
nu = 0.371459
obj = -2096.405356, rho = 0.846030
nSV = 80, nBSV = 60
Total nSV = 80
.*
optimization finished, #iter = 368
nu = 0.381675
obj = -2136.677088, rho = 1.199942
nSV = 84, nBSV = 63
Total nSV = 84
.*
optimization finished, #iter = 314
nu = 0.372608
obj = -2128.193847, rho = 1.389394
nSV = 82, nBSV = 62
Total nSV = 82
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 477
nu = 0.378437
obj = -2429.695434, rho = 1.359439
nSV = 85, nBSV = 63
Total nSV = 85
.*.*
optimization finished, #iter = 477
nu = 0.366532
obj = -2399.388194, rho = 0.990083
nSV = 85, nBSV = 63
Total nSV = 85
.*.*
optimization finished, #iter = 389
nu = 0.367729
obj = -2378.376049, rho = 0.944553
nSV = 78, nBSV = 61
Total nSV = 78
.*
optimization finished, #iter = 377
nu = 0.376791
obj = -2421.358556, rho = 1.366467
nSV = 82, nBSV = 61
Total nSV = 82
.*.*
optimization finished, #iter = 438
nu = 0.369639
obj = -2420.674800, rho = 1.574631
nSV = 83, nBSV = 61
Total nSV = 83
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 526
nu = 0.373622
obj = -2750.376185, rho = 1.731142
nSV = 84, nBSV = 60
Total nSV = 84
.*.*
optimization finished, #iter = 460
nu = 0.364315
obj = -2725.568317, rho = 1.069186
nSV = 81, nBSV = 62
Total nSV = 81
..*.*
optimization finished, #iter = 635
nu = 0.364536
obj = -2696.820222, rho = 1.056227
nSV = 78, nBSV = 58
Total nSV = 78
.*.*
optimization finished, #iter = 482
nu = 0.372149
obj = -2743.568985, rho = 1.546081
nSV = 84, nBSV = 61
Total nSV = 84
..*
optimization finished, #iter = 555
nu = 0.366842
obj = -2752.500627, rho = 1.747193
nSV = 82, nBSV = 60
Total nSV = 82
Cross Validation Accuracy = 83.3333%
.*.*
optimization finished, #iter = 449
nu = 0.368496
obj = -3112.517617, rho = 1.970587
nSV = 81, nBSV = 57
Total nSV = 81
..*.*
optimization finished, #iter = 594
nu = 0.361884
obj = -3093.369225, rho = 1.257622
nSV = 81, nBSV = 58
Total nSV = 81
..*.*
optimization finished, #iter = 654
nu = 0.359687
obj = -3056.980157, rho = 1.157136
nSV = 79, nBSV = 55
Total nSV = 79
.*.*
optimization finished, #iter = 546
nu = 0.367325
obj = -3108.107286, rho = 1.818274
nSV = 84, nBSV = 59
Total nSV = 84
.*.*
optimization finished, #iter = 543
nu = 0.364416
obj = -3128.283384, rho = 1.972965
nSV = 81, nBSV = 60
Total nSV = 81
Cross Validation Accuracy = 83.3333%
.*.*
optimization finished, #iter = 446
nu = 0.363886
obj = -3521.443417, rho = 2.196738
nSV = 82, nBSV = 57
Total nSV = 82
..*
optimization finished, #iter = 556
nu = 0.359153
obj = -3508.315743, rho = 1.457975
nSV = 78, nBSV = 55
Total nSV = 78
..*.*
optimization finished, #iter = 733
nu = 0.355266
obj = -3465.004610, rho = 1.274965
nSV = 81, nBSV = 54
Total nSV = 81
..*.*
optimization finished, #iter = 629
nu = 0.362500
obj = -3520.793238, rho = 2.118112
nSV = 81, nBSV = 57
Total nSV = 81
..*.*
optimization finished, #iter = 709
nu = 0.361670
obj = -3553.266596, rho = 2.147030
nSV = 81, nBSV = 57
Total nSV = 81
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 715
nu = 0.359354
obj = -3982.243365, rho = 2.375703
nSV = 82, nBSV = 56
Total nSV = 82
..*.*
optimization finished, #iter = 697
nu = 0.355740
obj = -3976.062990, rho = 1.694874
nSV = 81, nBSV = 54
Total nSV = 81
..*..*
optimization finished, #iter = 905
nu = 0.351217
obj = -3926.704233, rho = 1.316045
nSV = 80, nBSV = 53
Total nSV = 80
..*.*
optimization finished, #iter = 623
nu = 0.358282
obj = -3987.138128, rho = 2.479488
nSV = 82, nBSV = 56
Total nSV = 82
..*.*
optimization finished, #iter = 657
nu = 0.358717
obj = -4033.780100, rho = 2.430419
nSV = 83, nBSV = 57
Total nSV = 83
Cross Validation Accuracy = 83.75%
..*.*
optimization finished, #iter = 712
nu = 0.354634
obj = -4501.240394, rho = 2.609795
nSV = 82, nBSV = 54
Total nSV = 82
..*..*
optimization finished, #iter = 795
nu = 0.351946
obj = -4503.719771, rho = 1.994596
nSV = 81, nBSV = 54
Total nSV = 81
...*..*
optimization finished, #iter = 963
nu = 0.347447
obj = -4448.111623, rho = 1.408801
nSV = 78, nBSV = 51
Total nSV = 78
..*.*
optimization finished, #iter = 666
nu = 0.353942
obj = -4513.421524, rho = 2.839087
nSV = 82, nBSV = 54
Total nSV = 82
..*.*
optimization finished, #iter = 735
nu = 0.355969
obj = -4576.399892, rho = 2.728027
nSV = 83, nBSV = 56
Total nSV = 83
Cross Validation Accuracy = 84.1667%
...*..*
optimization finished, #iter = 996
nu = 0.350437
obj = -5085.167587, rho = 2.963482
nSV = 80, nBSV = 54
Total nSV = 80
...*.*
optimization finished, #iter = 914
nu = 0.348255
obj = -5098.400065, rho = 2.362137
nSV = 82, nBSV = 53
Total nSV = 82
...*.*
optimization finished, #iter = 876
nu = 0.343781
obj = -5035.791423, rho = 1.503052
nSV = 78, nBSV = 50
Total nSV = 78
..*.*
optimization finished, #iter = 722
nu = 0.350011
obj = -5106.940504, rho = 3.225276
nSV = 80, nBSV = 54
Total nSV = 80
...*..*
optimization finished, #iter = 981
nu = 0.353065
obj = -5188.185077, rho = 3.006817
nSV = 84, nBSV = 54
Total nSV = 84
Cross Validation Accuracy = 84.5833%
...*..*
optimization finished, #iter = 1133
nu = 0.346387
obj = -5739.887324, rho = 3.302786
nSV = 81, nBSV = 53
Total nSV = 81
...*..*
optimization finished, #iter = 1018
nu = 0.344405
obj = -5768.217362, rho = 2.758439
nSV = 82, nBSV = 53
Total nSV = 82
...*..*
optimization finished, #iter = 1011
nu = 0.340082
obj = -5697.593823, rho = 1.498117
nSV = 79, nBSV = 50
Total nSV = 79
..*..*
optimization finished, #iter = 855
nu = 0.346508
obj = -5774.019467, rho = 3.556765
nSV = 80, nBSV = 52
Total nSV = 80
....*....*
optimization finished, #iter = 1588
nu = 0.349558
obj = -5877.646837, rho = 3.323212
nSV = 86, nBSV = 52
Total nSV = 86
Cross Validation Accuracy = 83.3333%
....*..*
optimization finished, #iter = 1176
nu = 0.342836
obj = -6471.760561, rho = 3.686194
nSV = 81, nBSV = 53
Total nSV = 81
...*..*
optimization finished, #iter = 1010
nu = 0.341010
obj = -6520.763474, rho = 3.155683
nSV = 79, nBSV = 51
Total nSV = 79
....*..*
optimization finished, #iter = 1234
nu = 0.336590
obj = -6441.530976, rho = 1.465958
nSV = 80, nBSV = 50
Total nSV = 80
...*.*
optimization finished, #iter = 776
nu = 0.343566
obj = -6521.386706, rho = 4.027133
nSV = 77, nBSV = 52
Total nSV = 77
...*....*
optimization finished, #iter = 1366
nu = 0.345784
obj = -6655.280340, rho = 3.497700
nSV = 85, nBSV = 51
Total nSV = 85
Cross Validation Accuracy = 84.1667%
....*..*
optimization finished, #iter = 1196
nu = 0.339585
obj = -7286.013708, rho = 4.143060
nSV = 82, nBSV = 53
Total nSV = 82
....*.*
optimization finished, #iter = 995
nu = 0.337672
obj = -7364.009547, rho = 3.567648
nSV = 80, nBSV = 50
Total nSV = 80
....*...*
optimization finished, #iter = 1389
nu = 0.333192
obj = -7275.549682, rho = 1.576969
nSV = 79, nBSV = 49
Total nSV = 79
...*..*
optimization finished, #iter = 1050
nu = 0.340672
obj = -7354.204129, rho = 4.567034
nSV = 79, nBSV = 51
Total nSV = 79
....*..*
optimization finished, #iter = 1300
nu = 0.342776
obj = -7530.202763, rho = 3.875886
nSV = 85, nBSV = 51
Total nSV = 85
Cross Validation Accuracy = 82.9167%
....*..*
optimization finished, #iter = 1314
nu = 0.336382
obj = -8187.598968, rho = 4.725624
nSV = 83, nBSV = 53
Total nSV = 83
....*..*
optimization finished, #iter = 1200
nu = 0.334348
obj = -8305.980673, rho = 4.084932
nSV = 81, nBSV = 49
Total nSV = 81
....*...*
optimization finished, #iter = 1368
nu = 0.329783
obj = -8208.422668, rho = 1.756061
nSV = 79, nBSV = 48
Total nSV = 79
...*..*
optimization finished, #iter = 973
nu = 0.337350
obj = -8280.697379, rho = 5.068060
nSV = 80, nBSV = 53
Total nSV = 80
.....*..*
optimization finished, #iter = 1357
nu = 0.340205
obj = -8510.094735, rho = 4.283339
nSV = 84, nBSV = 51
Total nSV = 84
Cross Validation Accuracy = 81.6667%
....*...*
optimization finished, #iter = 1395
nu = 0.332107
obj = -9181.992091, rho = 5.340857
nSV = 83, nBSV = 50
Total nSV = 83
....*..*
optimization finished, #iter = 1294
nu = 0.330679
obj = -9356.024907, rho = 4.675923
nSV = 81, nBSV = 47
Total nSV = 81
.....*..*
optimization finished, #iter = 1506
nu = 0.326240
obj = -9249.198081, rho = 1.894468
nSV = 79, nBSV = 45
Total nSV = 79
.....*...*
optimization finished, #iter = 1589
nu = 0.333557
obj = -9308.347161, rho = 5.625179
nSV = 82, nBSV = 50
Total nSV = 82
.....*...*
optimization finished, #iter = 1571
nu = 0.337729
obj = -9602.986003, rho = 4.745691
nSV = 84, nBSV = 50
Total nSV = 84
Cross Validation Accuracy = 81.25%
....*...*
optimization finished, #iter = 1489
nu = 0.327117
obj = -10280.295592, rho = 5.291639
nSV = 82, nBSV = 49
Total nSV = 82
......*....*
optimization finished, #iter = 1954
nu = 0.326088
obj = -10525.822669, rho = 5.237787
nSV = 86, nBSV = 45
Total nSV = 86
.....*...*
optimization finished, #iter = 1618
nu = 0.322399
obj = -10407.611232, rho = 1.936158
nSV = 79, nBSV = 44
Total nSV = 79
......*.....*
optimization finished, #iter = 2154
nu = 0.329575
obj = -10445.829033, rho = 5.850394
nSV = 81, nBSV = 48
Total nSV = 81
......*...*
optimization finished, #iter = 1746
nu = 0.333944
obj = -10819.463772, rho = 5.294940
nSV = 83, nBSV = 46
Total nSV = 83
Cross Validation Accuracy = 81.25%
......*...*
optimization finished, #iter = 1871
nu = 0.321988
obj = -11487.954839, rho = 5.252848
nSV = 83, nBSV = 48
Total nSV = 83
.......*......*.....*
optimization finished, #iter = 3524
nu = 0.321339
obj = -11829.464261, rho = 5.573249
nSV = 83, nBSV = 44
Total nSV = 83
.....*....*
optimization finished, #iter = 1733
nu = 0.318409
obj = -11693.106467, rho = 2.053468
nSV = 80, nBSV = 41
Total nSV = 80
......*..*
optimization finished, #iter = 1662
nu = 0.325104
obj = -11699.315098, rho = 6.136787
nSV = 79, nBSV = 46
Total nSV = 79
.......*....*
optimization finished, #iter = 2193
nu = 0.329762
obj = -12175.572883, rho = 6.067243
nSV = 86, nBSV = 45
Total nSV = 86
Cross Validation Accuracy = 81.25%
......*...*
optimization finished, #iter = 1888
nu = 0.314540
obj = -12819.119421, rho = 5.311207
nSV = 82, nBSV = 44
Total nSV = 82
........*.....*
optimization finished, #iter = 2565
nu = 0.315941
obj = -13278.152990, rho = 6.066721
nSV = 83, nBSV = 40
Total nSV = 83
.........*.....*
optimization finished, #iter = 2823
nu = 0.313170
obj = -13119.965226, rho = 2.490186
nSV = 79, nBSV = 37
Total nSV = 79
......*.....*
optimization finished, #iter = 2114
nu = 0.319460
obj = -13080.968194, rho = 5.997998
nSV = 78, nBSV = 42
Total nSV = 78
........*......*
optimization finished, #iter = 2770
nu = 0.325758
obj = -13682.145477, rho = 6.948353
nSV = 88, nBSV = 45
Total nSV = 88
Cross Validation Accuracy = 80%
......*....*
optimization finished, #iter = 1949
nu = 0.307705
obj = -14289.316389, rho = 5.318830
nSV = 81, nBSV = 42
Total nSV = 81
........*.....*
optimization finished, #iter = 2601
nu = 0.309773
obj = -14893.342789, rho = 6.803174
nSV = 82, nBSV = 38
Total nSV = 82
.......*....*
optimization finished, #iter = 2293
nu = 0.306469
obj = -14710.706379, rho = 3.250752
nSV = 79, nBSV = 37
Total nSV = 79
........*.......*
optimization finished, #iter = 3039
nu = 0.313597
obj = -14602.217724, rho = 5.218831
nSV = 78, nBSV = 40
Total nSV = 78
........*....*
optimization finished, #iter = 2312
nu = 0.320922
obj = -15353.155999, rho = 7.281227
nSV = 87, nBSV = 44
Total nSV = 87
Cross Validation Accuracy = 79.5833%
........*...*
optimization finished, #iter = 2164
nu = 0.301861
obj = -15901.110686, rho = 5.205236
nSV = 77, nBSV = 39
Total nSV = 77
.......*....*
optimization finished, #iter = 2261
nu = 0.304095
obj = -16692.777559, rho = 8.001378
nSV = 80, nBSV = 38
Total nSV = 80
.........*.........*
optimization finished, #iter = 3577
nu = 0.300434
obj = -16483.683942, rho = 4.080595
nSV = 80, nBSV = 37
Total nSV = 80
............*......*
optimization finished, #iter = 3616
nu = 0.305581
obj = -16278.114087, rho = 4.510978
nSV = 80, nBSV = 36
Total nSV = 80
..........*....*
optimization finished, #iter = 2826
nu = 0.317106
obj = -17197.788917, rho = 7.573065
nSV = 86, nBSV = 43
Total nSV = 86
Cross Validation Accuracy = 80.8333%
........*.....*
optimization finished, #iter = 2528
nu = 0.296774
obj = -17646.975986, rho = 4.982987
nSV = 77, nBSV = 38
Total nSV = 77
........*....*
optimization finished, #iter = 2449
nu = 0.299702
obj = -18681.971947, rho = 9.531766
nSV = 80, nBSV = 38
Total nSV = 80
...........*.......*
optimization finished, #iter = 3465
nu = 0.294845
obj = -18453.012623, rho = 4.984291
nSV = 80, nBSV = 37
Total nSV = 80
...........*.......*
optimization finished, #iter = 3628
nu = 0.297396
obj = -18139.259019, rho = 3.779856
nSV = 80, nBSV = 36
Total nSV = 80
.........*.......*
optimization finished, #iter = 3175
nu = 0.311059
obj = -19228.886746, rho = 8.411060
nSV = 85, nBSV = 38
Total nSV = 85
Cross Validation Accuracy = 80.8333%
.........*....*
optimization finished, #iter = 2636
nu = 0.291861
obj = -19520.006738, rho = 4.200432
nSV = 79, nBSV = 38
Total nSV = 79
..........*...*
optimization finished, #iter = 2645
nu = 0.296221
obj = -20859.682814, rho = 11.175231
nSV = 79, nBSV = 38
Total nSV = 79
...........*.........*
optimization finished, #iter = 3911
nu = 0.289751
obj = -20629.351321, rho = 5.872962
nSV = 80, nBSV = 36
Total nSV = 80
..............*.......*
optimization finished, #iter = 4074
nu = 0.289944
obj = -20197.004179, rho = 2.950848
nSV = 82, nBSV = 35
Total nSV = 82
.........*...*
optimization finished, #iter = 2385
nu = 0.305819
obj = -21468.239231, rho = 9.742873
nSV = 84, nBSV = 38
Total nSV = 84
Cross Validation Accuracy = 80%
...........*......*
optimization finished, #iter = 3359
nu = 0.285431
obj = -21509.213980, rho = 3.966627
nSV = 81, nBSV = 35
Total nSV = 81
...........*......*
optimization finished, #iter = 3276
nu = 0.291799
obj = -23221.949799, rho = 12.404370
nSV = 79, nBSV = 35
Total nSV = 79
............*.........*
optimization finished, #iter = 4047
nu = 0.285519
obj = -23016.016484, rho = 6.916980
nSV = 81, nBSV = 36
Total nSV = 81
.............*..........*
optimization finished, #iter = 4583
nu = 0.282980
obj = -22462.336024, rho = 2.049370
nSV = 84, nBSV = 35
Total nSV = 84
..........*.......*
optimization finished, #iter = 3350
nu = 0.301435
obj = -23911.787226, rho = 11.336912
nSV = 83, nBSV = 36
Total nSV = 83
Cross Validation Accuracy = 81.25%
................*..........*
optimization finished, #iter = 5066
nu = 0.275117
obj = -23647.086554, rho = 3.360966
nSV = 81, nBSV = 31
Total nSV = 81
...........*.....*
optimization finished, #iter = 3151
nu = 0.285540
obj = -25795.067102, rho = 12.830936
nSV = 76, nBSV = 32
Total nSV = 76
..............*..........*
optimization finished, #iter = 4772
nu = 0.281538
obj = -25607.547062, rho = 8.027041
nSV = 81, nBSV = 34
Total nSV = 81
..............*...........*
optimization finished, #iter = 4935
nu = 0.276332
obj = -24940.691438, rho = 1.168412
nSV = 85, nBSV = 34
Total nSV = 85
.............*.......*
optimization finished, #iter = 3970
nu = 0.294570
obj = -26572.680915, rho = 12.774076
nSV = 81, nBSV = 33
Total nSV = 81
Cross Validation Accuracy = 79.1667%
.................*.........*.*
optimization finished, #iter = 5221
nu = 0.264321
obj = -25970.835964, rho = 2.926613
nSV = 82, nBSV = 28
Total nSV = 82
............*......*
optimization finished, #iter = 3566
nu = 0.279419
obj = -28588.635892, rho = 13.491038
nSV = 75, nBSV = 32
Total nSV = 75
.................*.........*
optimization finished, #iter = 5086
nu = 0.276664
obj = -28403.213341, rho = 9.275921
nSV = 85, nBSV = 33
Total nSV = 85
............*....................*
optimization finished, #iter = 6228
nu = 0.270367
obj = -27636.756482, rho = 0.790706
nSV = 86, nBSV = 33
Total nSV = 86
..............*........*
optimization finished, #iter = 4384
nu = 0.286447
obj = -29482.522950, rho = 13.967321
nSV = 81, nBSV = 31
Total nSV = 81
Cross Validation Accuracy = 78.75%
......................*............*
optimization finished, #iter = 6744
nu = 0.254685
obj = -28489.024636, rho = 2.245182
nSV = 82, nBSV = 27
Total nSV = 82
...............*.......*
optimization finished, #iter = 4292
nu = 0.273434
obj = -31595.745698, rho = 14.049867
nSV = 77, nBSV = 28
Total nSV = 77
.................*.........*
optimization finished, #iter = 5014
nu = 0.270167
obj = -31418.852045, rho = 10.531348
nSV = 85, nBSV = 32
Total nSV = 85
................*.........*
optimization finished, #iter = 4950
nu = 0.263692
obj = -30548.758894, rho = 1.025007
nSV = 85, nBSV = 31
Total nSV = 85
...............*.......*
optimization finished, #iter = 4390
nu = 0.278339
obj = -32676.541157, rho = 15.281824
nSV = 82, nBSV = 30
Total nSV = 82
Cross Validation Accuracy = 80%
.......................*.................*
optimization finished, #iter = 7892
nu = 0.245430
obj = -31194.753047, rho = 1.837886
nSV = 83, nBSV = 27
Total nSV = 83
................*.....*
optimization finished, #iter = 4094
nu = 0.267156
obj = -34810.782727, rho = 15.162083
nSV = 78, nBSV = 28
Total nSV = 78
...................*............*.*
optimization finished, #iter = 6175
nu = 0.263107
obj = -34669.095834, rho = 12.450546
nSV = 81, nBSV = 28
Total nSV = 81
...............*.............*
optimization finished, #iter = 5484
nu = 0.257532
obj = -33676.150081, rho = 0.802285
nSV = 85, nBSV = 30
Total nSV = 85
..................*......*
optimization finished, #iter = 4766
nu = 0.270913
obj = -36165.572401, rho = 16.911173
nSV = 78, nBSV = 29
Total nSV = 78
Cross Validation Accuracy = 79.5833%
.....................*...........*
optimization finished, #iter = 6307
nu = 0.235876
obj = -34084.664484, rho = 2.149745
nSV = 81, nBSV = 25
Total nSV = 81
.....................*.......*
optimization finished, #iter = 5501
nu = 0.260267
obj = -38216.719856, rho = 16.251769
nSV = 81, nBSV = 26
Total nSV = 81
...................*............*
optimization finished, #iter = 6006
nu = 0.255917
obj = -38159.550526, rho = 13.690942
nSV = 81, nBSV = 27
Total nSV = 81
................*.............*
optimization finished, #iter = 5613
nu = 0.250540
obj = -37003.544523, rho = 1.182571
nSV = 84, nBSV = 28
Total nSV = 84
......................*.............*
optimization finished, #iter = 6855
nu = 0.262729
obj = -39956.256717, rho = 17.704521
nSV = 79, nBSV = 26
Total nSV = 79
Cross Validation Accuracy = 78.75%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.165868, rho = 0.995761
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165860, rho = 0.996071
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165854, rho = 0.995384
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165871, rho = 0.995934
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163900, rho = 0.995762
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.190512, rho = 0.995131
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190503, rho = 0.995332
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190494, rho = 0.994697
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190517, rho = 0.995147
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.188248, rho = 0.995131
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.218806, rho = 0.994407
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218794, rho = 0.994638
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.218782, rho = 0.993909
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218812, rho = 0.994426
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.216202, rho = 0.994407
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.251296, rho = 0.993576
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251282, rho = 0.993768
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251265, rho = 0.993134
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.251304, rho = 0.993597
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.248300, rho = 0.993576
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.288607, rho = 0.992614
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288586, rho = 0.992842
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.288564, rho = 0.992113
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.288616, rho = 0.992645
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.285158, rho = 0.992620
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.331441, rho = 0.991516
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331414, rho = 0.991778
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.331385, rho = 0.990940
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.331453, rho = 0.991551
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.327472, rho = 0.991310
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.380639, rho = 0.990254
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.380603, rho = 0.990555
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.380565, rho = 0.989592
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.380654, rho = 0.990294
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.376069, rho = 0.990018
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.437106, rho = 0.988741
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.437056, rho = 0.989150
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.437006, rho = 0.988045
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.437124, rho = 0.988851
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.431841, rho = 0.988533
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.501925, rho = 0.987067
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.501862, rho = 0.987436
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.501794, rho = 0.986400
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.501951, rho = 0.987204
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.495857, rho = 0.986828
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.576330, rho = 0.985144
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.576247, rho = 0.985568
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.576159, rho = 0.984278
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.576365, rho = 0.985301
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.569337, rho = 0.985004
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.661733, rho = 0.982934
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.661623, rho = 0.983422
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.661507, rho = 0.981939
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.661779, rho = 0.983115
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.653668, rho = 0.982774
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.759726, rho = 0.980564
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.759577, rho = 0.980957
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.759424, rho = 0.979254
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.759786, rho = 0.980760
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.750414, rho = 0.980212
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.872164, rho = 0.977775
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.871969, rho = 0.978126
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.871768, rho = 0.976169
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.872244, rho = 0.977899
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.861412, rho = 0.977270
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.001169, rho = 0.974470
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.000912, rho = 0.974873
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.000646, rho = 0.972626
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.001275, rho = 0.974612
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.988742, rho = 0.973890
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.149122, rho = 0.970673
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.148783, rho = 0.971136
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.148433, rho = 0.968555
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.149263, rho = 0.970837
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.134748, rho = 0.970007
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.318781, rho = 0.966313
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.318335, rho = 0.966845
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.317871, rho = 0.963879
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.318966, rho = 0.966501
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.302137, rho = 0.965548
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.513288, rho = 0.961303
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.512696, rho = 0.961914
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.512083, rho = 0.958508
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.513529, rho = 0.961520
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.493992, rho = 0.960425
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.736265, rho = 0.955548
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.735484, rho = 0.956250
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.734675, rho = 0.952337
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.736582, rho = 0.955796
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.713868, rho = 0.954538
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.991678, rho = 0.948938
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.990647, rho = 0.949744
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.989580, rho = 0.945249
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.992096, rho = 0.949223
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.965647, rho = 0.947778
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.284024, rho = 0.941349
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.282664, rho = 0.942274
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.281256, rho = 0.937112
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.284576, rho = 0.941676
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.253723, rho = 0.940016
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.618886, rho = 0.932625
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.617091, rho = 0.933689
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.615232, rho = 0.927759
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.619614, rho = 0.933002
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.583549, rho = 0.931095
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.001860, rho = 0.922609
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.999491, rho = 0.923830
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.997043, rho = 0.917019
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.002820, rho = 0.923041
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.960571, rho = 0.920851
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.439837, rho = 0.911100
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.436711, rho = 0.912503
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.433482, rho = 0.904679
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.441104, rho = 0.911597
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.391487, rho = 0.909081
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.940273, rho = 0.897415
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.936146, rho = 0.899492
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.931884, rho = 0.890503
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.941942, rho = 0.898450
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.883515, rho = 0.895560
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -4.511590, rho = 0.882263
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.506138, rho = 0.884545
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.500519, rho = 0.873789
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.513787, rho = 0.883348
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.444781, rho = 0.880029
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -5.163056, rho = 0.864757
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.155871, rho = 0.867497
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.148447, rho = 0.855024
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.165954, rho = 0.866004
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.084195, rho = 0.862190
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -5.905296, rho = 0.844646
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.895815, rho = 0.847793
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.886019, rho = 0.833465
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.909120, rho = 0.846078
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.811913, rho = 0.841698
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -6.749749, rho = 0.821544
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.737239, rho = 0.825159
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.724313, rho = 0.808701
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.754794, rho = 0.823189
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.638791, rho = 0.818158
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -7.708891, rho = 0.795011
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.692384, rho = 0.799163
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.675328, rho = 0.780258
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.715548, rho = 0.796900
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.576570, rho = 0.791120
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -8.796508, rho = 0.764530
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.774728, rho = 0.769300
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.752228, rho = 0.747676
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.805293, rho = 0.766701
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -8.638093, rho = 0.760061
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -10.027230, rho = 0.729605
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.998486, rho = 0.734993
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -9.968789, rho = 0.710140
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.038817, rho = 0.732008
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -9.836780, rho = 0.724381
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -11.416210, rho = 0.689397
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -11.378282, rho = 0.695586
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -11.339107, rho = 0.667106
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.431500, rho = 0.692156
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -11.186259, rho = 0.683395
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -12.978958, rho = 0.643241
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -12.928912, rho = 0.650322
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -12.877221, rho = 0.617608
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -12.999133, rho = 0.646383
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -12.700066, rho = 0.636320
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -14.731133, rho = 0.590192
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -14.665087, rho = 0.599151
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -14.596891, rho = 0.560747
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -14.757754, rho = 0.593801
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -14.391306, rho = 0.582241
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -16.687265, rho = 0.529337
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -16.600110, rho = 0.539539
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -16.510122, rho = 0.495424
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -16.722388, rho = 0.533393
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -16.271209, rho = 0.520114
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -18.858926, rho = 0.459357
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -18.743926, rho = 0.471075
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -18.625195, rho = 0.420352
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -18.905269, rho = 0.464015
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -18.347120, rho = 0.448762
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 66.6667%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -21.255140, rho = 0.379023
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -21.103415, rho = 0.391163
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -20.946722, rho = 0.334206
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -21.316292, rho = 0.384303
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -20.622492, rho = 0.366782
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 72.9167%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -23.876624, rho = 0.286764
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -23.676423, rho = 0.300636
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -23.469669, rho = 0.235239
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -23.957311, rho = 0.292757
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -23.090903, rho = 0.272630
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 77.5%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -26.715221, rho = 0.180994
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -26.451073, rho = 0.196669
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -26.178277, rho = 0.121550
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -26.821683, rho = 0.187618
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -25.734856, rho = 0.164499
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.867970
obj = -29.763919, rho = 0.095560
nSV = 170, nBSV = 166
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.863879
obj = -29.455112, rho = 0.138817
nSV = 168, nBSV = 164
Total nSV = 168
*
optimization finished, #iter = 95
nu = 0.856352
obj = -29.124925, rho = 0.089504
nSV = 166, nBSV = 160
Total nSV = 166
*
optimization finished, #iter = 87
nu = 0.875000
obj = -29.915575, rho = 0.112807
nSV = 169, nBSV = 166
Total nSV = 169
*
optimization finished, #iter = 86
nu = 0.852253
obj = -28.591490, rho = 0.124985
nSV = 165, nBSV = 161
Total nSV = 165
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.840230
obj = -33.152211, rho = 0.071760
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 80
nu = 0.831996
obj = -32.820964, rho = 0.141943
nSV = 160, nBSV = 158
Total nSV = 160
*
optimization finished, #iter = 82
nu = 0.822917
obj = -32.450156, rho = 0.060604
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 87
nu = 0.842920
obj = -33.341101, rho = 0.098856
nSV = 163, nBSV = 160
Total nSV = 163
*
optimization finished, #iter = 88
nu = 0.819595
obj = -31.794214, rho = 0.112687
nSV = 159, nBSV = 154
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.812300
obj = -36.921857, rho = 0.053471
nSV = 158, nBSV = 156
Total nSV = 158
*
optimization finished, #iter = 81
nu = 0.812731
obj = -36.566639, rho = 0.101844
nSV = 158, nBSV = 155
Total nSV = 158
*
optimization finished, #iter = 82
nu = 0.795762
obj = -36.168935, rho = 0.049318
nSV = 155, nBSV = 150
Total nSV = 155
*
optimization finished, #iter = 87
nu = 0.815829
obj = -37.204303, rho = 0.105493
nSV = 158, nBSV = 154
Total nSV = 158
*
optimization finished, #iter = 83
nu = 0.790873
obj = -35.390456, rho = 0.110301
nSV = 153, nBSV = 150
Total nSV = 153
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 79
nu = 0.786218
obj = -41.143717, rho = 0.048177
nSV = 152, nBSV = 150
Total nSV = 152
*
optimization finished, #iter = 82
nu = 0.785766
obj = -40.722278, rho = 0.118094
nSV = 153, nBSV = 149
Total nSV = 153
*
optimization finished, #iter = 79
nu = 0.769251
obj = -40.362643, rho = 0.025475
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 86
nu = 0.789519
obj = -41.528300, rho = 0.148114
nSV = 154, nBSV = 149
Total nSV = 154
*
optimization finished, #iter = 77
nu = 0.771029
obj = -39.376610, rho = 0.118746
nSV = 149, nBSV = 146
Total nSV = 149
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.762557
obj = -45.878302, rho = 0.039945
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 81
nu = 0.758734
obj = -45.369319, rho = 0.116706
nSV = 148, nBSV = 144
Total nSV = 148
*
optimization finished, #iter = 77
nu = 0.745836
obj = -45.060481, rho = 0.040313
nSV = 146, nBSV = 142
Total nSV = 146
*
optimization finished, #iter = 83
nu = 0.770833
obj = -46.360373, rho = 0.113229
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 88
nu = 0.740990
obj = -43.822944, rho = 0.128142
nSV = 144, nBSV = 139
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.736405
obj = -51.154196, rho = 0.059140
nSV = 145, nBSV = 141
Total nSV = 145
*
optimization finished, #iter = 85
nu = 0.737381
obj = -50.557425, rho = 0.082097
nSV = 144, nBSV = 139
Total nSV = 144
*
optimization finished, #iter = 75
nu = 0.726354
obj = -50.305436, rho = 0.031671
nSV = 140, nBSV = 137
Total nSV = 140
*
optimization finished, #iter = 100
nu = 0.746360
obj = -51.741076, rho = 0.109454
nSV = 146, nBSV = 140
Total nSV = 146
*
optimization finished, #iter = 83
nu = 0.717318
obj = -48.823308, rho = 0.123948
nSV = 139, nBSV = 133
Total nSV = 139
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 83
nu = 0.711438
obj = -57.087489, rho = 0.077306
nSV = 140, nBSV = 134
Total nSV = 140
*
optimization finished, #iter = 94
nu = 0.711035
obj = -56.347208, rho = 0.085974
nSV = 140, nBSV = 134
Total nSV = 140
*
optimization finished, #iter = 92
nu = 0.704203
obj = -56.145258, rho = 0.022635
nSV = 140, nBSV = 132
Total nSV = 140
*
optimization finished, #iter = 82
nu = 0.722374
obj = -57.802089, rho = 0.118485
nSV = 141, nBSV = 138
Total nSV = 141
*
optimization finished, #iter = 82
nu = 0.692371
obj = -54.418181, rho = 0.118528
nSV = 134, nBSV = 129
Total nSV = 134
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.688593
obj = -63.800566, rho = 0.097301
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 86
nu = 0.684376
obj = -62.906837, rho = 0.091247
nSV = 136, nBSV = 128
Total nSV = 136
*
optimization finished, #iter = 92
nu = 0.678009
obj = -62.751475, rho = 0.022803
nSV = 135, nBSV = 126
Total nSV = 135
*
optimization finished, #iter = 79
nu = 0.703169
obj = -64.572167, rho = 0.115944
nSV = 137, nBSV = 133
Total nSV = 137
*
optimization finished, #iter = 83
nu = 0.666509
obj = -60.709871, rho = 0.123079
nSV = 130, nBSV = 125
Total nSV = 130
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.668254
obj = -71.310897, rho = 0.082054
nSV = 133, nBSV = 124
Total nSV = 133
*
optimization finished, #iter = 77
nu = 0.662489
obj = -70.324129, rho = 0.109712
nSV = 129, nBSV = 124
Total nSV = 129
*
optimization finished, #iter = 75
nu = 0.656553
obj = -70.233101, rho = 0.024637
nSV = 129, nBSV = 125
Total nSV = 129
*
optimization finished, #iter = 78
nu = 0.681137
obj = -72.152723, rho = 0.134190
nSV = 134, nBSV = 129
Total nSV = 134
*
optimization finished, #iter = 82
nu = 0.643180
obj = -67.825046, rho = 0.154063
nSV = 126, nBSV = 121
Total nSV = 126
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.644737
obj = -79.825388, rho = 0.093315
nSV = 128, nBSV = 123
Total nSV = 128
*
optimization finished, #iter = 76
nu = 0.643900
obj = -78.678670, rho = 0.117066
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 73
nu = 0.638383
obj = -78.621413, rho = -0.003748
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 83
nu = 0.661686
obj = -80.676450, rho = 0.174829
nSV = 129, nBSV = 123
Total nSV = 129
*
optimization finished, #iter = 73
nu = 0.625683
obj = -75.850917, rho = 0.150848
nSV = 121, nBSV = 117
Total nSV = 121
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 89
nu = 0.624384
obj = -89.468451, rho = 0.124880
nSV = 124, nBSV = 117
Total nSV = 124
*
optimization finished, #iter = 77
nu = 0.625303
obj = -88.035826, rho = 0.103379
nSV = 123, nBSV = 117
Total nSV = 123
*
optimization finished, #iter = 72
nu = 0.622219
obj = -88.090006, rho = -0.015097
nSV = 120, nBSV = 117
Total nSV = 120
*
optimization finished, #iter = 82
nu = 0.639135
obj = -90.280717, rho = 0.213819
nSV = 126, nBSV = 118
Total nSV = 126
*
optimization finished, #iter = 73
nu = 0.605723
obj = -84.853514, rho = 0.193811
nSV = 119, nBSV = 113
Total nSV = 119
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.608126
obj = -100.373004, rho = 0.118118
nSV = 120, nBSV = 115
Total nSV = 120
*
optimization finished, #iter = 72
nu = 0.606042
obj = -98.581839, rho = 0.109130
nSV = 120, nBSV = 114
Total nSV = 120
*
optimization finished, #iter = 78
nu = 0.606855
obj = -98.663598, rho = -0.004770
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 79
nu = 0.619717
obj = -101.180382, rho = 0.253762
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 74
nu = 0.586920
obj = -95.034528, rho = 0.210181
nSV = 115, nBSV = 109
Total nSV = 115
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.593102
obj = -112.627357, rho = 0.104311
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 85
nu = 0.591830
obj = -110.417816, rho = 0.126442
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 86
nu = 0.588448
obj = -110.576073, rho = 0.004142
nSV = 117, nBSV = 107
Total nSV = 117
*
optimization finished, #iter = 79
nu = 0.605481
obj = -113.400294, rho = 0.249023
nSV = 119, nBSV = 112
Total nSV = 119
*
optimization finished, #iter = 74
nu = 0.569301
obj = -106.534001, rho = 0.245974
nSV = 112, nBSV = 106
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.578099
obj = -126.443057, rho = 0.111173
nSV = 114, nBSV = 107
Total nSV = 114
*
optimization finished, #iter = 76
nu = 0.577451
obj = -123.698040, rho = 0.106522
nSV = 114, nBSV = 107
Total nSV = 114
*
optimization finished, #iter = 79
nu = 0.571614
obj = -124.064867, rho = 0.026455
nSV = 113, nBSV = 106
Total nSV = 113
*
optimization finished, #iter = 96
nu = 0.587647
obj = -127.167675, rho = 0.227327
nSV = 117, nBSV = 108
Total nSV = 117
*
optimization finished, #iter = 74
nu = 0.551831
obj = -119.553515, rho = 0.269459
nSV = 109, nBSV = 103
Total nSV = 109
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 104
nu = 0.560650
obj = -142.058920, rho = 0.127489
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 92
nu = 0.558048
obj = -138.633293, rho = 0.148792
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 96
nu = 0.556174
obj = -139.300104, rho = 0.037440
nSV = 110, nBSV = 104
Total nSV = 110
*
optimization finished, #iter = 106
nu = 0.570727
obj = -142.730478, rho = 0.212336
nSV = 115, nBSV = 105
Total nSV = 115
*
optimization finished, #iter = 81
nu = 0.538570
obj = -134.284172, rho = 0.261705
nSV = 106, nBSV = 99
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 90
nu = 0.544009
obj = -159.866129, rho = 0.175781
nSV = 109, nBSV = 102
Total nSV = 109
*
optimization finished, #iter = 96
nu = 0.540531
obj = -155.630061, rho = 0.194839
nSV = 108, nBSV = 101
Total nSV = 108
*
optimization finished, #iter = 102
nu = 0.540091
obj = -156.548357, rho = 0.049186
nSV = 109, nBSV = 99
Total nSV = 109
*
optimization finished, #iter = 103
nu = 0.553752
obj = -160.376917, rho = 0.208634
nSV = 111, nBSV = 102
Total nSV = 111
*
optimization finished, #iter = 108
nu = 0.525306
obj = -150.877639, rho = 0.278016
nSV = 103, nBSV = 94
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 81
nu = 0.531439
obj = -180.071045, rho = 0.220175
nSV = 106, nBSV = 100
Total nSV = 106
*
optimization finished, #iter = 103
nu = 0.526409
obj = -174.871958, rho = 0.220906
nSV = 105, nBSV = 95
Total nSV = 105
*
optimization finished, #iter = 97
nu = 0.525807
obj = -176.118876, rho = 0.058809
nSV = 105, nBSV = 96
Total nSV = 105
*
optimization finished, #iter = 95
nu = 0.539241
obj = -180.406674, rho = 0.203818
nSV = 109, nBSV = 99
Total nSV = 109
*
optimization finished, #iter = 89
nu = 0.510805
obj = -169.636450, rho = 0.290356
nSV = 102, nBSV = 93
Total nSV = 102
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 78
nu = 0.520062
obj = -202.893015, rho = 0.307560
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 115
nu = 0.511523
obj = -196.718435, rho = 0.227303
nSV = 101, nBSV = 92
Total nSV = 101
*
optimization finished, #iter = 92
nu = 0.511571
obj = -198.378308, rho = 0.099564
nSV = 103, nBSV = 96
Total nSV = 103
*
optimization finished, #iter = 107
nu = 0.525849
obj = -203.130088, rho = 0.211216
nSV = 106, nBSV = 97
Total nSV = 106
*
optimization finished, #iter = 100
nu = 0.497763
obj = -190.962550, rho = 0.325850
nSV = 99, nBSV = 89
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 72
nu = 0.507861
obj = -228.826369, rho = 0.358934
nSV = 101, nBSV = 96
Total nSV = 101
*
optimization finished, #iter = 101
nu = 0.497582
obj = -221.554231, rho = 0.241503
nSV = 100, nBSV = 91
Total nSV = 100
*
optimization finished, #iter = 88
nu = 0.501638
obj = -223.601885, rho = 0.141980
nSV = 101, nBSV = 94
Total nSV = 101
*
optimization finished, #iter = 136
nu = 0.514490
obj = -228.861861, rho = 0.239148
nSV = 104, nBSV = 93
Total nSV = 104
*
optimization finished, #iter = 128
nu = 0.484633
obj = -215.132803, rho = 0.391614
nSV = 98, nBSV = 86
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 72
nu = 0.497817
obj = -258.128147, rho = 0.338419
nSV = 98, nBSV = 92
Total nSV = 98
*
optimization finished, #iter = 105
nu = 0.486142
obj = -249.769173, rho = 0.254623
nSV = 98, nBSV = 90
Total nSV = 98
*
optimization finished, #iter = 82
nu = 0.492095
obj = -252.033295, rho = 0.164293
nSV = 98, nBSV = 91
Total nSV = 98
*
optimization finished, #iter = 139
nu = 0.501685
obj = -257.982440, rho = 0.295984
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 141
nu = 0.472534
obj = -242.665841, rho = 0.466120
nSV = 97, nBSV = 85
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 117
nu = 0.485214
obj = -291.469809, rho = 0.343515
nSV = 98, nBSV = 87
Total nSV = 98
*
optimization finished, #iter = 102
nu = 0.475335
obj = -281.808563, rho = 0.256843
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 127
nu = 0.480677
obj = -284.207564, rho = 0.190753
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 108
nu = 0.489318
obj = -291.152217, rho = 0.347860
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 159
nu = 0.460951
obj = -274.019714, rho = 0.503904
nSV = 94, nBSV = 79
Total nSV = 94
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 93
nu = 0.474781
obj = -329.524247, rho = 0.365143
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 99
nu = 0.464970
obj = -318.147431, rho = 0.252994
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 157
nu = 0.470365
obj = -320.657770, rho = 0.198758
nSV = 97, nBSV = 85
Total nSV = 97
*
optimization finished, #iter = 130
nu = 0.478991
obj = -328.899167, rho = 0.415786
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 184
nu = 0.449905
obj = -309.814302, rho = 0.542265
nSV = 94, nBSV = 77
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 95
nu = 0.467839
obj = -372.639392, rho = 0.373430
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 132
nu = 0.457198
obj = -359.285853, rho = 0.272934
nSV = 93, nBSV = 82
Total nSV = 93
*
optimization finished, #iter = 150
nu = 0.459475
obj = -362.119429, rho = 0.224479
nSV = 93, nBSV = 84
Total nSV = 93
*
optimization finished, #iter = 107
nu = 0.470788
obj = -371.721978, rho = 0.483770
nSV = 97, nBSV = 87
Total nSV = 97
*.*
optimization finished, #iter = 192
nu = 0.439644
obj = -350.761088, rho = 0.594462
nSV = 93, nBSV = 78
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 107
nu = 0.459687
obj = -421.402601, rho = 0.377216
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 160
nu = 0.447428
obj = -405.883729, rho = 0.278288
nSV = 93, nBSV = 79
Total nSV = 93
*
optimization finished, #iter = 138
nu = 0.451480
obj = -409.209115, rho = 0.264354
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 131
nu = 0.461301
obj = -420.204943, rho = 0.507978
nSV = 97, nBSV = 84
Total nSV = 97
*
optimization finished, #iter = 149
nu = 0.431283
obj = -397.559866, rho = 0.666079
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 116
nu = 0.451930
obj = -476.695470, rho = 0.376386
nSV = 91, nBSV = 82
Total nSV = 91
*
optimization finished, #iter = 174
nu = 0.438252
obj = -458.911010, rho = 0.318650
nSV = 91, nBSV = 77
Total nSV = 91
*
optimization finished, #iter = 136
nu = 0.443589
obj = -462.495595, rho = 0.271866
nSV = 91, nBSV = 79
Total nSV = 91
*
optimization finished, #iter = 126
nu = 0.452675
obj = -475.408017, rho = 0.536367
nSV = 94, nBSV = 83
Total nSV = 94
*
optimization finished, #iter = 185
nu = 0.423843
obj = -450.978272, rho = 0.717226
nSV = 87, nBSV = 75
Total nSV = 87
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 124
nu = 0.444471
obj = -539.463582, rho = 0.363847
nSV = 90, nBSV = 80
Total nSV = 90
*
optimization finished, #iter = 156
nu = 0.430225
obj = -519.178743, rho = 0.316341
nSV = 89, nBSV = 75
Total nSV = 89
*
optimization finished, #iter = 153
nu = 0.435889
obj = -522.789001, rho = 0.264368
nSV = 91, nBSV = 78
Total nSV = 91
*
optimization finished, #iter = 92
nu = 0.447734
obj = -537.779966, rho = 0.556798
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 169
nu = 0.417926
obj = -511.826366, rho = 0.767904
nSV = 86, nBSV = 73
Total nSV = 86
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 145
nu = 0.437858
obj = -610.535489, rho = 0.346188
nSV = 88, nBSV = 79
Total nSV = 88
*.*
optimization finished, #iter = 215
nu = 0.424302
obj = -587.386486, rho = 0.308376
nSV = 88, nBSV = 73
Total nSV = 88
*
optimization finished, #iter = 139
nu = 0.429081
obj = -591.090386, rho = 0.246315
nSV = 89, nBSV = 77
Total nSV = 89
*
optimization finished, #iter = 177
nu = 0.441475
obj = -608.004305, rho = 0.536026
nSV = 90, nBSV = 77
Total nSV = 90
*.*
optimization finished, #iter = 247
nu = 0.412695
obj = -580.972908, rho = 0.823872
nSV = 85, nBSV = 71
Total nSV = 85
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 154
nu = 0.430654
obj = -691.056156, rho = 0.293271
nSV = 89, nBSV = 77
Total nSV = 89
*.*
optimization finished, #iter = 253
nu = 0.416252
obj = -664.775045, rho = 0.333937
nSV = 88, nBSV = 71
Total nSV = 88
*
optimization finished, #iter = 185
nu = 0.422544
obj = -668.135707, rho = 0.315458
nSV = 86, nBSV = 73
Total nSV = 86
*
optimization finished, #iter = 177
nu = 0.435903
obj = -687.059002, rho = 0.526926
nSV = 89, nBSV = 76
Total nSV = 89
.*
optimization finished, #iter = 307
nu = 0.406633
obj = -659.650415, rho = 0.862327
nSV = 86, nBSV = 70
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 156
nu = 0.423777
obj = -782.427359, rho = 0.279124
nSV = 89, nBSV = 76
Total nSV = 89
*.*
optimization finished, #iter = 285
nu = 0.408763
obj = -752.843652, rho = 0.329337
nSV = 88, nBSV = 68
Total nSV = 88
*.*
optimization finished, #iter = 222
nu = 0.414438
obj = -755.396829, rho = 0.382300
nSV = 87, nBSV = 70
Total nSV = 87
*.*
optimization finished, #iter = 215
nu = 0.427162
obj = -776.495421, rho = 0.573886
nSV = 89, nBSV = 73
Total nSV = 89
.*
optimization finished, #iter = 377
nu = 0.400872
obj = -749.349578, rho = 0.916232
nSV = 86, nBSV = 66
Total nSV = 86
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 130
nu = 0.418113
obj = -885.967723, rho = 0.315300
nSV = 86, nBSV = 75
Total nSV = 86
.*
optimization finished, #iter = 353
nu = 0.401263
obj = -853.136476, rho = 0.368425
nSV = 88, nBSV = 68
Total nSV = 88
*.*
optimization finished, #iter = 266
nu = 0.405580
obj = -854.750254, rho = 0.433901
nSV = 87, nBSV = 66
Total nSV = 87
.*
optimization finished, #iter = 282
nu = 0.419171
obj = -878.084501, rho = 0.636415
nSV = 89, nBSV = 70
Total nSV = 89
.*
optimization finished, #iter = 374
nu = 0.395108
obj = -851.701735, rho = 0.939540
nSV = 88, nBSV = 66
Total nSV = 88
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 206
nu = 0.413589
obj = -1002.721150, rho = 0.400371
nSV = 86, nBSV = 72
Total nSV = 86
*.*
optimization finished, #iter = 311
nu = 0.394033
obj = -967.584933, rho = 0.406050
nSV = 90, nBSV = 68
Total nSV = 90
.*
optimization finished, #iter = 291
nu = 0.397964
obj = -968.087429, rho = 0.499321
nSV = 85, nBSV = 65
Total nSV = 85
.*
optimization finished, #iter = 306
nu = 0.411337
obj = -993.507951, rho = 0.707575
nSV = 88, nBSV = 69
Total nSV = 88
.*
optimization finished, #iter = 379
nu = 0.390155
obj = -968.509141, rho = 0.971330
nSV = 86, nBSV = 66
Total nSV = 86
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 223
nu = 0.407779
obj = -1134.463711, rho = 0.424097
nSV = 86, nBSV = 71
Total nSV = 86
.*
optimization finished, #iter = 362
nu = 0.387931
obj = -1098.110369, rho = 0.460806
nSV = 88, nBSV = 64
Total nSV = 88
.*
optimization finished, #iter = 298
nu = 0.391138
obj = -1097.134675, rho = 0.563986
nSV = 85, nBSV = 64
Total nSV = 85
*.*
optimization finished, #iter = 267
nu = 0.404542
obj = -1124.590360, rho = 0.789987
nSV = 88, nBSV = 69
Total nSV = 88
*.*
optimization finished, #iter = 272
nu = 0.385973
obj = -1101.619483, rho = 1.035437
nSV = 85, nBSV = 66
Total nSV = 85
Cross Validation Accuracy = 82.9167%
*.*
optimization finished, #iter = 297
nu = 0.401636
obj = -1283.407960, rho = 0.448868
nSV = 88, nBSV = 69
Total nSV = 88
.*
optimization finished, #iter = 379
nu = 0.382374
obj = -1246.871581, rho = 0.587313
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 329
nu = 0.384982
obj = -1244.052393, rho = 0.636307
nSV = 85, nBSV = 64
Total nSV = 85
*.*
optimization finished, #iter = 292
nu = 0.398458
obj = -1273.184220, rho = 0.871863
nSV = 87, nBSV = 67
Total nSV = 87
*.*
optimization finished, #iter = 284
nu = 0.382004
obj = -1253.141893, rho = 1.082150
nSV = 85, nBSV = 65
Total nSV = 85
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 321
nu = 0.396044
obj = -1451.831000, rho = 0.566728
nSV = 85, nBSV = 67
Total nSV = 85
.*.*
optimization finished, #iter = 427
nu = 0.377553
obj = -1416.231793, rho = 0.730964
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 347
nu = 0.379915
obj = -1411.015742, rho = 0.655251
nSV = 83, nBSV = 63
Total nSV = 83
.*
optimization finished, #iter = 302
nu = 0.392510
obj = -1441.630021, rho = 0.959630
nSV = 85, nBSV = 65
Total nSV = 85
.*.*
optimization finished, #iter = 440
nu = 0.378549
obj = -1425.503791, rho = 1.120532
nSV = 84, nBSV = 63
Total nSV = 84
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 369
nu = 0.390158
obj = -1641.978551, rho = 0.789672
nSV = 84, nBSV = 64
Total nSV = 84
.*.*
optimization finished, #iter = 445
nu = 0.373093
obj = -1608.845034, rho = 0.842264
nSV = 88, nBSV = 63
Total nSV = 88
.*
optimization finished, #iter = 380
nu = 0.375606
obj = -1600.253617, rho = 0.681352
nSV = 80, nBSV = 60
Total nSV = 80
.*.*
optimization finished, #iter = 395
nu = 0.386522
obj = -1632.446675, rho = 1.024185
nSV = 85, nBSV = 63
Total nSV = 85
.*.*
optimization finished, #iter = 414
nu = 0.375365
obj = -1621.310397, rho = 1.187018
nSV = 84, nBSV = 61
Total nSV = 84
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 362
nu = 0.383662
obj = -1857.250724, rho = 1.075256
nSV = 85, nBSV = 62
Total nSV = 85
.*.*
optimization finished, #iter = 424
nu = 0.369400
obj = -1827.647594, rho = 0.931592
nSV = 86, nBSV = 63
Total nSV = 86
.*.*
optimization finished, #iter = 403
nu = 0.371157
obj = -1814.598664, rho = 0.783689
nSV = 79, nBSV = 60
Total nSV = 79
.*
optimization finished, #iter = 318
nu = 0.381043
obj = -1848.801956, rho = 1.148498
nSV = 83, nBSV = 63
Total nSV = 83
.*
optimization finished, #iter = 373
nu = 0.372068
obj = -1843.649091, rho = 1.357666
nSV = 82, nBSV = 61
Total nSV = 82
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 446
nu = 0.377859
obj = -2100.970019, rho = 1.411766
nSV = 84, nBSV = 61
Total nSV = 84
.*.*
optimization finished, #iter = 459
nu = 0.366487
obj = -2075.483499, rho = 0.991080
nSV = 83, nBSV = 62
Total nSV = 83
.*.*
optimization finished, #iter = 483
nu = 0.367774
obj = -2056.812501, rho = 0.906656
nSV = 79, nBSV = 59
Total nSV = 79
.*.*
optimization finished, #iter = 409
nu = 0.376126
obj = -2093.575172, rho = 1.312992
nSV = 83, nBSV = 63
Total nSV = 83
.*.*
optimization finished, #iter = 430
nu = 0.369126
obj = -2095.880166, rho = 1.537397
nSV = 83, nBSV = 60
Total nSV = 83
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 426
nu = 0.372773
obj = -2376.219590, rho = 1.647972
nSV = 84, nBSV = 60
Total nSV = 84
.*.*
optimization finished, #iter = 393
nu = 0.364281
obj = -2355.126324, rho = 1.130663
nSV = 80, nBSV = 59
Total nSV = 80
..*.*
optimization finished, #iter = 590
nu = 0.362722
obj = -2330.428729, rho = 0.964363
nSV = 81, nBSV = 56
Total nSV = 81
..*
optimization finished, #iter = 549
nu = 0.371209
obj = -2370.195515, rho = 1.486915
nSV = 83, nBSV = 59
Total nSV = 83
.*.*
optimization finished, #iter = 487
nu = 0.366455
obj = -2381.575195, rho = 1.701583
nSV = 81, nBSV = 60
Total nSV = 81
Cross Validation Accuracy = 83.75%
.*.*
optimization finished, #iter = 498
nu = 0.367717
obj = -2686.744750, rho = 1.856645
nSV = 84, nBSV = 59
Total nSV = 84
.*.*
optimization finished, #iter = 481
nu = 0.361063
obj = -2670.367025, rho = 1.314333
nSV = 82, nBSV = 58
Total nSV = 82
..*.*
optimization finished, #iter = 759
nu = 0.358072
obj = -2640.555976, rho = 1.043400
nSV = 81, nBSV = 55
Total nSV = 81
.*.*
optimization finished, #iter = 505
nu = 0.365690
obj = -2683.300782, rho = 1.744648
nSV = 84, nBSV = 57
Total nSV = 84
..*
optimization finished, #iter = 559
nu = 0.363708
obj = -2704.614539, rho = 1.851794
nSV = 82, nBSV = 59
Total nSV = 82
Cross Validation Accuracy = 83.75%
..*.*
optimization finished, #iter = 614
nu = 0.362925
obj = -3036.508329, rho = 2.073034
nSV = 84, nBSV = 56
Total nSV = 84
..*
optimization finished, #iter = 550
nu = 0.357785
obj = -3025.660063, rho = 1.512632
nSV = 81, nBSV = 54
Total nSV = 81
..*.*
optimization finished, #iter = 691
nu = 0.353576
obj = -2991.487471, rho = 1.068606
nSV = 80, nBSV = 54
Total nSV = 80
.*.*
optimization finished, #iter = 531
nu = 0.361207
obj = -3037.386696, rho = 2.003436
nSV = 82, nBSV = 56
Total nSV = 82
..*.*
optimization finished, #iter = 588
nu = 0.361030
obj = -3069.573944, rho = 2.038349
nSV = 82, nBSV = 58
Total nSV = 82
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 848
nu = 0.357916
obj = -3430.225889, rho = 2.245616
nSV = 84, nBSV = 54
Total nSV = 84
..*
optimization finished, #iter = 559
nu = 0.354002
obj = -3426.154251, rho = 1.762549
nSV = 81, nBSV = 54
Total nSV = 81
..*.*
optimization finished, #iter = 721
nu = 0.349756
obj = -3387.835611, rho = 1.124984
nSV = 78, nBSV = 52
Total nSV = 78
.*.*
optimization finished, #iter = 557
nu = 0.356723
obj = -3436.682578, rho = 2.337618
nSV = 82, nBSV = 55
Total nSV = 82
..*..*
optimization finished, #iter = 858
nu = 0.357996
obj = -3481.385029, rho = 2.332033
nSV = 84, nBSV = 57
Total nSV = 84
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 796
nu = 0.353196
obj = -3873.256173, rho = 2.522620
nSV = 81, nBSV = 54
Total nSV = 81
..*..*
optimization finished, #iter = 799
nu = 0.350216
obj = -3877.328636, rho = 2.056347
nSV = 82, nBSV = 53
Total nSV = 82
...*.*
optimization finished, #iter = 801
nu = 0.345987
obj = -3834.438667, rho = 1.229125
nSV = 79, nBSV = 50
Total nSV = 79
..*
optimization finished, #iter = 533
nu = 0.352369
obj = -3886.903441, rho = 2.684311
nSV = 81, nBSV = 54
Total nSV = 81
..*.*
optimization finished, #iter = 676
nu = 0.354987
obj = -3945.739957, rho = 2.566322
nSV = 84, nBSV = 57
Total nSV = 84
Cross Validation Accuracy = 83.75%
..*...*
optimization finished, #iter = 1009
nu = 0.348803
obj = -4370.188295, rho = 2.811835
nSV = 81, nBSV = 53
Total nSV = 81
...*.*
optimization finished, #iter = 888
nu = 0.346140
obj = -4385.386658, rho = 2.398934
nSV = 81, nBSV = 53
Total nSV = 81
...*.*
optimization finished, #iter = 953
nu = 0.342135
obj = -4337.311470, rho = 1.240228
nSV = 80, nBSV = 50
Total nSV = 80
..*.*
optimization finished, #iter = 589
nu = 0.348689
obj = -4392.974722, rho = 2.987702
nSV = 80, nBSV = 53
Total nSV = 80
...*..*
optimization finished, #iter = 1025
nu = 0.351562
obj = -4468.415970, rho = 2.816302
nSV = 86, nBSV = 52
Total nSV = 86
Cross Validation Accuracy = 84.1667%
..*..*
optimization finished, #iter = 848
nu = 0.344951
obj = -4925.804216, rho = 3.140899
nSV = 81, nBSV = 53
Total nSV = 81
...*..*
optimization finished, #iter = 1003
nu = 0.342577
obj = -4956.201659, rho = 2.782419
nSV = 79, nBSV = 51
Total nSV = 79
...*..*
optimization finished, #iter = 1102
nu = 0.338336
obj = -4902.747785, rho = 1.223968
nSV = 81, nBSV = 50
Total nSV = 81
..*.*
optimization finished, #iter = 605
nu = 0.345301
obj = -4959.968118, rho = 3.312565
nSV = 79, nBSV = 53
Total nSV = 79
....*...*
optimization finished, #iter = 1390
nu = 0.347581
obj = -5057.683401, rho = 2.960302
nSV = 85, nBSV = 51
Total nSV = 85
Cross Validation Accuracy = 83.75%
...*..*
optimization finished, #iter = 966
nu = 0.341422
obj = -5544.191265, rho = 3.535142
nSV = 82, nBSV = 53
Total nSV = 82
...*..*
optimization finished, #iter = 1061
nu = 0.339040
obj = -5595.805871, rho = 3.105959
nSV = 81, nBSV = 50
Total nSV = 81
...*..*
optimization finished, #iter = 1064
nu = 0.334815
obj = -5536.813872, rho = 1.272545
nSV = 81, nBSV = 50
Total nSV = 81
...*.*
optimization finished, #iter = 801
nu = 0.342369
obj = -5592.236522, rho = 3.794553
nSV = 78, nBSV = 53
Total nSV = 78
...*..*
optimization finished, #iter = 1047
nu = 0.344305
obj = -5720.637670, rho = 3.255734
nSV = 85, nBSV = 51
Total nSV = 85
Cross Validation Accuracy = 83.3333%
...*..*
optimization finished, #iter = 1023
nu = 0.338005
obj = -6229.078109, rho = 4.021040
nSV = 83, nBSV = 53
Total nSV = 83
...*.*
optimization finished, #iter = 904
nu = 0.335604
obj = -6310.284751, rho = 3.533751
nSV = 81, nBSV = 50
Total nSV = 81
...*..*
optimization finished, #iter = 1090
nu = 0.331322
obj = -6246.155072, rho = 1.375869
nSV = 79, nBSV = 48
Total nSV = 79
...*.*
optimization finished, #iter = 891
nu = 0.338842
obj = -6295.292947, rho = 4.224020
nSV = 80, nBSV = 54
Total nSV = 80
...*..*
optimization finished, #iter = 1115
nu = 0.341459
obj = -6463.198549, rho = 3.596853
nSV = 86, nBSV = 51
Total nSV = 86
Cross Validation Accuracy = 82.0833%
...*..*
optimization finished, #iter = 1116
nu = 0.333762
obj = -6984.363972, rho = 4.567935
nSV = 83, nBSV = 51
Total nSV = 83
....*..*
optimization finished, #iter = 1215
nu = 0.331796
obj = -7106.588542, rho = 4.035420
nSV = 82, nBSV = 47
Total nSV = 82
....*...*
optimization finished, #iter = 1386
nu = 0.327905
obj = -7037.030636, rho = 1.575914
nSV = 79, nBSV = 45
Total nSV = 79
.....*...*
optimization finished, #iter = 1680
nu = 0.334916
obj = -7075.148514, rho = 4.723245
nSV = 82, nBSV = 49
Total nSV = 82
....*..*
optimization finished, #iter = 1285
nu = 0.338709
obj = -7291.895319, rho = 4.043376
nSV = 84, nBSV = 50
Total nSV = 84
Cross Validation Accuracy = 81.6667%
....*...*
optimization finished, #iter = 1373
nu = 0.328589
obj = -7818.224842, rho = 4.492305
nSV = 82, nBSV = 49
Total nSV = 82
....*...*
optimization finished, #iter = 1530
nu = 0.327149
obj = -7993.706915, rho = 4.506194
nSV = 86, nBSV = 46
Total nSV = 86
....*...*
optimization finished, #iter = 1410
nu = 0.324103
obj = -7916.523684, rho = 1.631332
nSV = 79, nBSV = 44
Total nSV = 79
.....*....*
optimization finished, #iter = 1730
nu = 0.330477
obj = -7939.049729, rho = 4.929607
nSV = 81, nBSV = 49
Total nSV = 81
......*...*
optimization finished, #iter = 1851
nu = 0.335217
obj = -8213.421411, rho = 4.554033
nSV = 84, nBSV = 46
Total nSV = 84
Cross Validation Accuracy = 81.25%
.....*...*
optimization finished, #iter = 1606
nu = 0.323342
obj = -8735.457772, rho = 4.428988
nSV = 83, nBSV = 48
Total nSV = 83
.......*...*
optimization finished, #iter = 2098
nu = 0.322273
obj = -8981.988483, rho = 4.835408
nSV = 85, nBSV = 44
Total nSV = 85
.....*...*
optimization finished, #iter = 1663
nu = 0.320234
obj = -8892.047739, rho = 1.683662
nSV = 80, nBSV = 41
Total nSV = 80
......*...*
optimization finished, #iter = 1760
nu = 0.326205
obj = -8891.437818, rho = 5.149904
nSV = 80, nBSV = 46
Total nSV = 80
......*...*
optimization finished, #iter = 1837
nu = 0.330824
obj = -9240.055071, rho = 5.237376
nSV = 85, nBSV = 45
Total nSV = 85
Cross Validation Accuracy = 81.25%
......*...*
optimization finished, #iter = 1866
nu = 0.316064
obj = -9744.936288, rho = 4.559405
nSV = 82, nBSV = 44
Total nSV = 82
........*...*
optimization finished, #iter = 2232
nu = 0.316958
obj = -10079.812047, rho = 5.218802
nSV = 84, nBSV = 41
Total nSV = 84
.......*.....*
optimization finished, #iter = 2330
nu = 0.314924
obj = -9973.446142, rho = 2.057070
nSV = 79, nBSV = 38
Total nSV = 79
......*...*
optimization finished, #iter = 1799
nu = 0.320688
obj = -9940.273471, rho = 5.170171
nSV = 78, nBSV = 44
Total nSV = 78
.......*.....*
optimization finished, #iter = 2450
nu = 0.326670
obj = -10380.441758, rho = 5.996698
nSV = 88, nBSV = 45
Total nSV = 88
Cross Validation Accuracy = 80.4167%
......*.....*
optimization finished, #iter = 2234
nu = 0.308975
obj = -10859.871656, rho = 4.563571
nSV = 81, nBSV = 42
Total nSV = 81
.......*.....*
optimization finished, #iter = 2313
nu = 0.310738
obj = -11303.049311, rho = 5.833401
nSV = 84, nBSV = 39
Total nSV = 84
........*....*
optimization finished, #iter = 2375
nu = 0.308039
obj = -11177.973411, rho = 2.701747
nSV = 79, nBSV = 37
Total nSV = 79
........*...*
optimization finished, #iter = 2284
nu = 0.314743
obj = -11094.063181, rho = 4.501308
nSV = 78, nBSV = 40
Total nSV = 78
.......*....*
optimization finished, #iter = 2262
nu = 0.321725
obj = -11644.948557, rho = 6.286985
nSV = 88, nBSV = 44
Total nSV = 88
Cross Validation Accuracy = 79.5833%
......*...*
optimization finished, #iter = 1863
nu = 0.302958
obj = -12082.365002, rho = 4.499994
nSV = 78, nBSV = 40
Total nSV = 78
........*....*
optimization finished, #iter = 2348
nu = 0.304876
obj = -12665.355431, rho = 6.733866
nSV = 81, nBSV = 38
Total nSV = 81
.......*.......*
optimization finished, #iter = 2699
nu = 0.301852
obj = -12520.145947, rho = 3.418702
nSV = 80, nBSV = 37
Total nSV = 80
..........*.....*
optimization finished, #iter = 2918
nu = 0.306856
obj = -12363.709686, rho = 3.916215
nSV = 80, nBSV = 36
Total nSV = 80
......*...*
optimization finished, #iter = 1806
nu = 0.317844
obj = -13040.526043, rho = 6.518563
nSV = 87, nBSV = 43
Total nSV = 87
Cross Validation Accuracy = 80.4167%
.......*.....*
optimization finished, #iter = 2357
nu = 0.297830
obj = -13406.730626, rho = 4.280856
nSV = 77, nBSV = 39
Total nSV = 77
......*...*
optimization finished, #iter = 1804
nu = 0.300365
obj = -14171.326503, rho = 8.057316
nSV = 81, nBSV = 38
Total nSV = 81
.......*......*
optimization finished, #iter = 2588
nu = 0.296098
obj = -14010.287222, rho = 4.190198
nSV = 80, nBSV = 37
Total nSV = 80
..........*......*
optimization finished, #iter = 3253
nu = 0.298500
obj = -13772.984103, rho = 3.294771
nSV = 80, nBSV = 36
Total nSV = 80
.......*......*
optimization finished, #iter = 2621
nu = 0.311654
obj = -14575.953840, rho = 7.211655
nSV = 86, nBSV = 38
Total nSV = 86
Cross Validation Accuracy = 80.8333%
.........*...*
optimization finished, #iter = 2376
nu = 0.292830
obj = -14827.153433, rho = 3.648420
nSV = 79, nBSV = 39
Total nSV = 79
........*...*
optimization finished, #iter = 2212
nu = 0.296785
obj = -15819.990166, rho = 9.419392
nSV = 78, nBSV = 37
Total nSV = 78
..........*.....*
optimization finished, #iter = 2982
nu = 0.290719
obj = -15656.339202, rho = 4.963890
nSV = 81, nBSV = 36
Total nSV = 81
.............*......*
optimization finished, #iter = 3683
nu = 0.290947
obj = -15330.597922, rho = 2.587223
nSV = 82, nBSV = 35
Total nSV = 82
........*....*
optimization finished, #iter = 2304
nu = 0.306255
obj = -16269.656848, rho = 8.323344
nSV = 84, nBSV = 38
Total nSV = 84
Cross Validation Accuracy = 80%
..........*.....*
optimization finished, #iter = 2963
nu = 0.286633
obj = -16334.444303, rho = 3.435194
nSV = 81, nBSV = 35
Total nSV = 81
.........*....*
optimization finished, #iter = 2549
nu = 0.292664
obj = -17606.997985, rho = 10.564214
nSV = 79, nBSV = 35
Total nSV = 79
..........*.......*
optimization finished, #iter = 3322
nu = 0.286376
obj = -17462.053652, rho = 5.852273
nSV = 81, nBSV = 36
Total nSV = 81
............*........*
optimization finished, #iter = 3994
nu = 0.283799
obj = -17044.791809, rho = 1.799426
nSV = 85, nBSV = 35
Total nSV = 85
..........*.....*
optimization finished, #iter = 3055
nu = 0.301778
obj = -18117.453190, rho = 9.652885
nSV = 83, nBSV = 36
Total nSV = 83
Cross Validation Accuracy = 81.25%
.............*......*
optimization finished, #iter = 3779
nu = 0.276332
obj = -17949.812508, rho = 2.908468
nSV = 81, nBSV = 31
Total nSV = 81
..........*....*
optimization finished, #iter = 2781
nu = 0.286108
obj = -19551.333165, rho = 10.883890
nSV = 77, nBSV = 33
Total nSV = 77
.............*.......*
optimization finished, #iter = 3972
nu = 0.282328
obj = -19421.883738, rho = 6.774222
nSV = 81, nBSV = 34
Total nSV = 81
.............*.........*
optimization finished, #iter = 4336
nu = 0.277090
obj = -18920.439187, rho = 1.069582
nSV = 86, nBSV = 34
Total nSV = 86
...........*......*
optimization finished, #iter = 3299
nu = 0.294875
obj = -20128.694937, rho = 10.877533
nSV = 81, nBSV = 33
Total nSV = 81
Cross Validation Accuracy = 79.5833%
...............*........*
optimization finished, #iter = 4463
nu = 0.265261
obj = -19704.013355, rho = 2.498800
nSV = 82, nBSV = 29
Total nSV = 82
..........*....*
optimization finished, #iter = 2843
nu = 0.279954
obj = -21660.854353, rho = 11.403068
nSV = 75, nBSV = 32
Total nSV = 75
...............*.......*
optimization finished, #iter = 4400
nu = 0.277333
obj = -21534.842007, rho = 7.857164
nSV = 85, nBSV = 33
Total nSV = 85
............*.........*
optimization finished, #iter = 4062
nu = 0.270981
obj = -20960.023072, rho = 0.691903
nSV = 86, nBSV = 33
Total nSV = 86
.............*........*
optimization finished, #iter = 4043
nu = 0.286656
obj = -22327.034613, rho = 11.911786
nSV = 81, nBSV = 31
Total nSV = 81
Cross Validation Accuracy = 78.75%
.................*.........*
optimization finished, #iter = 5108
nu = 0.255520
obj = -21604.194990, rho = 1.846161
nSV = 82, nBSV = 27
Total nSV = 82
............*......*
optimization finished, #iter = 3628
nu = 0.273863
obj = -23929.404433, rho = 11.901181
nSV = 77, nBSV = 28
Total nSV = 77
..............*.........*
optimization finished, #iter = 4429
nu = 0.270998
obj = -23809.109485, rho = 8.925388
nSV = 85, nBSV = 32
Total nSV = 85
.............*.......*
optimization finished, #iter = 3926
nu = 0.264321
obj = -23160.762288, rho = 0.891506
nSV = 86, nBSV = 31
Total nSV = 86
.............*......*
optimization finished, #iter = 3767
nu = 0.278466
obj = -24739.415872, rho = 12.984548
nSV = 81, nBSV = 30
Total nSV = 81
Cross Validation Accuracy = 80%
..................*............*
optimization finished, #iter = 5906
nu = 0.246157
obj = -23643.319260, rho = 1.465475
nSV = 83, nBSV = 26
Total nSV = 83
................*.....*
optimization finished, #iter = 4069
nu = 0.267550
obj = -26352.975446, rho = 12.822966
nSV = 78, nBSV = 28
Total nSV = 78
.................*........*
optimization finished, #iter = 4903
nu = 0.263948
obj = -26255.061693, rho = 10.542363
nSV = 82, nBSV = 29
Total nSV = 82
...............*.........*
optimization finished, #iter = 4682
nu = 0.258050
obj = -25522.650803, rho = 0.758680
nSV = 85, nBSV = 30
Total nSV = 85
................*.......*
optimization finished, #iter = 4472
nu = 0.270999
obj = -27373.529980, rho = 14.356057
nSV = 78, nBSV = 29
Total nSV = 78
Cross Validation Accuracy = 79.1667%
....................*..............*
optimization finished, #iter = 6571
nu = 0.236344
obj = -25822.670299, rho = 1.729269
nSV = 81, nBSV = 24
Total nSV = 81
..................*.......*
optimization finished, #iter = 4832
nu = 0.260578
obj = -28917.038952, rho = 13.836931
nSV = 80, nBSV = 25
Total nSV = 80
..................*........*
optimization finished, #iter = 5003
nu = 0.256464
obj = -28878.446097, rho = 11.482999
nSV = 82, nBSV = 27
Total nSV = 82
.............*...........*
optimization finished, #iter = 4614
nu = 0.251007
obj = -28033.915065, rho = 1.106120
nSV = 85, nBSV = 28
Total nSV = 85
...................*........*
optimization finished, #iter = 5206
nu = 0.262848
obj = -30232.373819, rho = 15.065015
nSV = 79, nBSV = 26
Total nSV = 79
Cross Validation Accuracy = 78.75%
..................*.............*
optimization finished, #iter = 6150
nu = 0.227870
obj = -28134.042575, rho = 1.873994
nSV = 81, nBSV = 22
Total nSV = 81
..................*........*
optimization finished, #iter = 5012
nu = 0.251204
obj = -31641.428294, rho = 14.356589
nSV = 79, nBSV = 23
Total nSV = 79
.................*.........*
optimization finished, #iter = 5081
nu = 0.250070
obj = -31658.441159, rho = 12.525456
nSV = 82, nBSV = 26
Total nSV = 82
...............*........*
optimization finished, #iter = 4606
nu = 0.243463
obj = -30695.253872, rho = 1.710645
nSV = 82, nBSV = 26
Total nSV = 82
....................*.........*
optimization finished, #iter = 5712
nu = 0.254296
obj = -33341.568811, rho = 15.175617
nSV = 78, nBSV = 24
Total nSV = 78
Cross Validation Accuracy = 79.1667%
....................*...........*
optimization finished, #iter = 6051
nu = 0.219841
obj = -30544.506928, rho = 2.298240
nSV = 79, nBSV = 22
Total nSV = 79
...................*..........*
optimization finished, #iter = 5741
nu = 0.241364
obj = -34544.006020, rho = 14.430142
nSV = 79, nBSV = 21
Total nSV = 79
......................*........*
optimization finished, #iter = 5877
nu = 0.244733
obj = -34542.883662, rho = 13.325928
nSV = 80, nBSV = 24
Total nSV = 80
.......................*.........*
optimization finished, #iter = 6269
nu = 0.236085
obj = -33489.923487, rho = 2.791494
nSV = 81, nBSV = 24
Total nSV = 81
..................*.........*
optimization finished, #iter = 5258
nu = 0.245463
obj = -36723.439073, rho = 15.244148
nSV = 80, nBSV = 23
Total nSV = 80
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.165850, rho = 0.995230
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165842, rho = 0.995461
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165833, rho = 0.994876
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165854, rho = 0.995250
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163879, rho = 0.995241
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.190488, rho = 0.994520
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190477, rho = 0.994785
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190466, rho = 0.994114
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190493, rho = 0.994543
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.188221, rho = 0.994534
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.218774, rho = 0.993706
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218761, rho = 0.993854
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.218746, rho = 0.993239
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218781, rho = 0.993732
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.216166, rho = 0.993721
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.251255, rho = 0.992792
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251237, rho = 0.992940
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251218, rho = 0.992282
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251263, rho = 0.992800
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.248253, rho = 0.992787
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.288552, rho = 0.991720
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288527, rho = 0.991890
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288504, rho = 0.991198
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.288561, rho = 0.991729
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.285097, rho = 0.991511
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.331368, rho = 0.990489
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.331338, rho = 0.990687
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.331305, rho = 0.989889
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.331381, rho = 0.990499
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.327391, rho = 0.990249
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.380544, rho = 0.988995
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.380503, rho = 0.989302
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.380459, rho = 0.988385
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.380559, rho = 0.989086
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.375962, rho = 0.988798
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.436979, rho = 0.987359
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.436924, rho = 0.987712
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.436866, rho = 0.986658
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.437001, rho = 0.987508
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.431699, rho = 0.987133
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.501757, rho = 0.985479
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.501685, rho = 0.985885
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.501609, rho = 0.984675
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.501786, rho = 0.985651
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.495673, rho = 0.985359
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.576108, rho = 0.983320
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.576013, rho = 0.983786
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.575915, rho = 0.982315
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.576146, rho = 0.983517
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.569091, rho = 0.983182
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.661443, rho = 0.981010
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.661314, rho = 0.981374
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.661185, rho = 0.979685
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.661491, rho = 0.981066
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.653343, rho = 0.980681
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.759338, rho = 0.978295
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.759170, rho = 0.978605
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.758999, rho = 0.976664
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.759405, rho = 0.978357
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.749986, rho = 0.977809
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.871655, rho = 0.974943
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.871431, rho = 0.975424
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.871207, rho = 0.973194
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.871742, rho = 0.975139
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.860846, rho = 0.974509
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.000498, rho = 0.971217
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.000203, rho = 0.971769
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.999906, rho = 0.969208
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.000613, rho = 0.971442
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.987996, rho = 0.970718
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.148236, rho = 0.966937
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.147849, rho = 0.967571
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.147456, rho = 0.964647
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.148389, rho = 0.967196
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.133763, rho = 0.966364
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.317612, rho = 0.962021
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.317100, rho = 0.962749
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.316582, rho = 0.959390
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.317813, rho = 0.962318
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.300838, rho = 0.961363
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.511742, rho = 0.956373
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.511067, rho = 0.957210
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.510383, rho = 0.953352
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.512007, rho = 0.956715
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.492277, rho = 0.955617
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.734227, rho = 0.949884
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.733334, rho = 0.950846
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.732431, rho = 0.946413
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.734575, rho = 0.950277
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.711605, rho = 0.949016
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.988988, rho = 0.942432
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.987810, rho = 0.943536
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.986619, rho = 0.938445
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.989447, rho = 0.942883
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.962661, rho = 0.941435
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.280480, rho = 0.933945
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.278922, rho = 0.935145
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.277353, rho = 0.929296
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.281082, rho = 0.934394
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.249784, rho = 0.932730
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.614208, rho = 0.924121
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.612152, rho = 0.925499
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.610082, rho = 0.918781
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.615002, rho = 0.924636
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.578351, rho = 0.922726
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -2.995689, rho = 0.912939
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.992975, rho = 0.914423
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.990244, rho = 0.906706
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.996736, rho = 0.913431
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.953713, rho = 0.911237
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -3.431694, rho = 0.899993
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.428113, rho = 0.901697
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.424513, rho = 0.892454
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.433075, rho = 0.900558
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.382437, rho = 0.898037
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -3.929526, rho = 0.885120
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.924809, rho = 0.887198
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.920049, rho = 0.876461
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.931348, rho = 0.885770
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.871572, rho = 0.882874
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -4.497402, rho = 0.868036
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.491179, rho = 0.870423
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.484898, rho = 0.858089
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.499807, rho = 0.868782
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.429022, rho = 0.865456
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -5.144336, rho = 0.848415
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.136123, rho = 0.851157
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.127836, rho = 0.836989
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.147508, rho = 0.849272
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.063402, rho = 0.845451
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -5.880594, rho = 0.825874
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.869757, rho = 0.829023
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.858822, rho = 0.812748
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.884780, rho = 0.826858
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.784477, rho = 0.822469
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -6.717153, rho = 0.799980
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.702855, rho = 0.803598
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.688425, rho = 0.784903
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.722677, rho = 0.801111
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.602589, rho = 0.796070
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -7.665887, rho = 0.770330
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.647019, rho = 0.774242
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.627974, rho = 0.752718
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.673171, rho = 0.771540
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.528802, rho = 0.765748
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -8.739765, rho = 0.736180
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -8.714869, rho = 0.740674
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.689736, rho = 0.716271
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.749376, rho = 0.737569
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -8.575062, rho = 0.730917
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -9.952354, rho = 0.697128
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -9.919504, rho = 0.702208
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -9.886343, rho = 0.673604
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.965033, rho = 0.698544
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -9.753609, rho = 0.690902
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -11.317411, rho = 0.652150
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -11.274063, rho = 0.657807
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.230306, rho = 0.625067
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.334140, rho = 0.653716
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -11.076514, rho = 0.644938
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -12.848594, rho = 0.600428
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -12.791401, rho = 0.606825
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -12.733661, rho = 0.569463
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -12.870667, rho = 0.602228
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -12.555258, rho = 0.592144
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -14.559117, rho = 0.541013
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -14.483651, rho = 0.548361
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -14.407463, rho = 0.505443
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -14.588243, rho = 0.543080
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -14.200231, rho = 0.531497
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 59.1667%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -16.460282, rho = 0.472924
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.885417
obj = -16.360696, rho = 0.481195
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -16.260175, rho = 0.432297
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -16.498710, rho = 0.475129
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -16.019078, rho = 0.461823
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 65.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -18.559426, rho = 0.394612
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -18.428023, rho = 0.404056
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -18.295382, rho = 0.347633
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -18.610131, rho = 0.397088
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -18.014438, rho = 0.381804
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 70.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -20.859930, rho = 0.304471
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -20.686539, rho = 0.315428
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -20.511511, rho = 0.250612
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -20.926841, rho = 0.307423
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -20.183499, rho = 0.289866
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 76.25%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -23.355154, rho = 0.201433
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -23.126366, rho = 0.213640
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -22.895417, rho = 0.139188
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -23.443437, rho = 0.204446
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -22.511659, rho = 0.184278
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 88
nu = 0.872745
obj = -26.031232, rho = 0.104451
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.869124
obj = -25.757070, rho = 0.143559
nSV = 169, nBSV = 165
Total nSV = 169
*
optimization finished, #iter = 84
nu = 0.862378
obj = -25.472238, rho = 0.088469
nSV = 167, nBSV = 163
Total nSV = 167
*
optimization finished, #iter = 86
nu = 0.875000
obj = -26.157230, rho = 0.131044
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 86
nu = 0.858392
obj = -25.012044, rho = 0.128761
nSV = 166, nBSV = 161
Total nSV = 166
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.845376
obj = -28.991537, rho = 0.073039
nSV = 166, nBSV = 161
Total nSV = 166
*
optimization finished, #iter = 81
nu = 0.834349
obj = -28.696452, rho = 0.137441
nSV = 162, nBSV = 160
Total nSV = 162
*
optimization finished, #iter = 90
nu = 0.824809
obj = -28.372095, rho = 0.077066
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 92
nu = 0.847530
obj = -29.150964, rho = 0.105039
nSV = 165, nBSV = 161
Total nSV = 165
*
optimization finished, #iter = 82
nu = 0.825445
obj = -27.811518, rho = 0.110230
nSV = 158, nBSV = 155
Total nSV = 158
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.817089
obj = -32.284137, rho = 0.046486
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 82
nu = 0.816358
obj = -31.975525, rho = 0.099566
nSV = 158, nBSV = 155
Total nSV = 158
*
optimization finished, #iter = 89
nu = 0.800717
obj = -31.620954, rho = 0.052519
nSV = 157, nBSV = 151
Total nSV = 157
*
optimization finished, #iter = 86
nu = 0.819983
obj = -32.523115, rho = 0.096015
nSV = 158, nBSV = 155
Total nSV = 158
*
optimization finished, #iter = 80
nu = 0.795656
obj = -30.951274, rho = 0.110991
nSV = 153, nBSV = 150
Total nSV = 153
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 78
nu = 0.788631
obj = -35.969284, rho = 0.053178
nSV = 154, nBSV = 152
Total nSV = 154
*
optimization finished, #iter = 84
nu = 0.789933
obj = -35.604981, rho = 0.109159
nSV = 153, nBSV = 149
Total nSV = 153
*
optimization finished, #iter = 79
nu = 0.772062
obj = -35.280648, rho = 0.031643
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 92
nu = 0.794305
obj = -36.295173, rho = 0.139342
nSV = 155, nBSV = 150
Total nSV = 155
*
optimization finished, #iter = 79
nu = 0.775433
obj = -34.435477, rho = 0.120514
nSV = 150, nBSV = 147
Total nSV = 150
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.765770
obj = -40.106107, rho = 0.039567
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 84
nu = 0.762627
obj = -39.661060, rho = 0.119730
nSV = 149, nBSV = 144
Total nSV = 149
*
optimization finished, #iter = 83
nu = 0.749157
obj = -39.384102, rho = 0.037818
nSV = 146, nBSV = 142
Total nSV = 146
*
optimization finished, #iter = 86
nu = 0.772569
obj = -40.518764, rho = 0.125467
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 86
nu = 0.745391
obj = -38.317252, rho = 0.121353
nSV = 145, nBSV = 140
Total nSV = 145
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.740555
obj = -44.712748, rho = 0.052237
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 80
nu = 0.741108
obj = -44.199736, rho = 0.082668
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 73
nu = 0.729167
obj = -43.967661, rho = 0.029255
nSV = 140, nBSV = 140
Total nSV = 140
*
optimization finished, #iter = 90
nu = 0.750414
obj = -45.218729, rho = 0.101915
nSV = 146, nBSV = 140
Total nSV = 146
*
optimization finished, #iter = 78
nu = 0.721066
obj = -42.683901, rho = 0.122724
nSV = 139, nBSV = 135
Total nSV = 139
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.715444
obj = -49.893673, rho = 0.071358
nSV = 140, nBSV = 134
Total nSV = 140
*
optimization finished, #iter = 93
nu = 0.715459
obj = -49.253257, rho = 0.085776
nSV = 142, nBSV = 134
Total nSV = 142
*
optimization finished, #iter = 89
nu = 0.707682
obj = -49.069631, rho = 0.022863
nSV = 140, nBSV = 132
Total nSV = 140
*
optimization finished, #iter = 79
nu = 0.725049
obj = -50.507672, rho = 0.109916
nSV = 141, nBSV = 138
Total nSV = 141
*
optimization finished, #iter = 77
nu = 0.695259
obj = -47.570770, rho = 0.114507
nSV = 136, nBSV = 131
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 75
nu = 0.691245
obj = -55.752772, rho = 0.095995
nSV = 136, nBSV = 132
Total nSV = 136
*
optimization finished, #iter = 79
nu = 0.688139
obj = -54.969241, rho = 0.086784
nSV = 136, nBSV = 129
Total nSV = 136
*
optimization finished, #iter = 94
nu = 0.681637
obj = -54.826729, rho = 0.025581
nSV = 135, nBSV = 127
Total nSV = 135
*
optimization finished, #iter = 78
nu = 0.706354
obj = -56.422954, rho = 0.116086
nSV = 137, nBSV = 133
Total nSV = 137
*
optimization finished, #iter = 80
nu = 0.670435
obj = -53.055250, rho = 0.123182
nSV = 132, nBSV = 126
Total nSV = 132
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.672489
obj = -62.307917, rho = 0.080049
nSV = 133, nBSV = 124
Total nSV = 133
*
optimization finished, #iter = 76
nu = 0.665680
obj = -61.438010, rho = 0.099620
nSV = 131, nBSV = 126
Total nSV = 131
*
optimization finished, #iter = 80
nu = 0.659353
obj = -61.346948, rho = 0.027124
nSV = 131, nBSV = 125
Total nSV = 131
*
optimization finished, #iter = 77
nu = 0.685179
obj = -63.034442, rho = 0.130102
nSV = 134, nBSV = 129
Total nSV = 134
*
optimization finished, #iter = 90
nu = 0.646796
obj = -59.257061, rho = 0.143105
nSV = 127, nBSV = 121
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.647697
obj = -69.721454, rho = 0.097660
nSV = 130, nBSV = 123
Total nSV = 130
*
optimization finished, #iter = 70
nu = 0.645833
obj = -68.722041, rho = 0.126734
nSV = 126, nBSV = 122
Total nSV = 126
*
optimization finished, #iter = 72
nu = 0.641910
obj = -68.666056, rho = -0.000442
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 83
nu = 0.664939
obj = -70.471617, rho = 0.170736
nSV = 129, nBSV = 124
Total nSV = 129
*
optimization finished, #iter = 70
nu = 0.628272
obj = -66.262864, rho = 0.149087
nSV = 121, nBSV = 119
Total nSV = 121
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.627149
obj = -78.127299, rho = 0.126085
nSV = 125, nBSV = 117
Total nSV = 125
*
optimization finished, #iter = 71
nu = 0.628274
obj = -76.886603, rho = 0.106287
nSV = 123, nBSV = 119
Total nSV = 123
*
optimization finished, #iter = 65
nu = 0.623866
obj = -76.928448, rho = -0.016988
nSV = 120, nBSV = 118
Total nSV = 120
*
optimization finished, #iter = 79
nu = 0.642647
obj = -78.839248, rho = 0.207264
nSV = 127, nBSV = 119
Total nSV = 127
*
optimization finished, #iter = 76
nu = 0.608617
obj = -74.113834, rho = 0.183884
nSV = 119, nBSV = 113
Total nSV = 119
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 82
nu = 0.609815
obj = -87.638375, rho = 0.122163
nSV = 120, nBSV = 115
Total nSV = 120
*
optimization finished, #iter = 75
nu = 0.608636
obj = -86.077508, rho = 0.107356
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 73
nu = 0.609692
obj = -86.156613, rho = -0.011080
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 81
nu = 0.621643
obj = -88.331122, rho = 0.253665
nSV = 122, nBSV = 116
Total nSV = 122
*
optimization finished, #iter = 78
nu = 0.589864
obj = -82.988251, rho = 0.206724
nSV = 115, nBSV = 110
Total nSV = 115
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.595371
obj = -98.331629, rho = 0.103378
nSV = 118, nBSV = 113
Total nSV = 118
*
optimization finished, #iter = 73
nu = 0.594981
obj = -96.406751, rho = 0.123048
nSV = 117, nBSV = 110
Total nSV = 117
*
optimization finished, #iter = 88
nu = 0.590915
obj = -96.540341, rho = -0.003062
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 80
nu = 0.607904
obj = -98.993115, rho = 0.249886
nSV = 119, nBSV = 112
Total nSV = 119
*
optimization finished, #iter = 74
nu = 0.572053
obj = -93.007517, rho = 0.236006
nSV = 112, nBSV = 106
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.580137
obj = -110.373947, rho = 0.107927
nSV = 115, nBSV = 108
Total nSV = 115
*
optimization finished, #iter = 74
nu = 0.579366
obj = -107.985754, rho = 0.106059
nSV = 114, nBSV = 108
Total nSV = 114
*
optimization finished, #iter = 85
nu = 0.574256
obj = -108.295583, rho = 0.018705
nSV = 114, nBSV = 106
Total nSV = 114
*
optimization finished, #iter = 88
nu = 0.589949
obj = -110.989405, rho = 0.232067
nSV = 117, nBSV = 108
Total nSV = 117
*
optimization finished, #iter = 71
nu = 0.553994
obj = -104.349944, rho = 0.270014
nSV = 109, nBSV = 103
Total nSV = 109
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 95
nu = 0.563030
obj = -123.972707, rho = 0.124188
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 94
nu = 0.560702
obj = -120.983185, rho = 0.138882
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 94
nu = 0.558461
obj = -121.557452, rho = 0.034447
nSV = 111, nBSV = 104
Total nSV = 111
*
optimization finished, #iter = 106
nu = 0.572563
obj = -124.544096, rho = 0.213845
nSV = 115, nBSV = 105
Total nSV = 115
*
optimization finished, #iter = 77
nu = 0.540494
obj = -117.190824, rho = 0.261024
nSV = 106, nBSV = 100
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 88
nu = 0.545991
obj = -139.466266, rho = 0.167725
nSV = 110, nBSV = 103
Total nSV = 110
*
optimization finished, #iter = 111
nu = 0.542848
obj = -135.767487, rho = 0.181218
nSV = 109, nBSV = 100
Total nSV = 109
*
optimization finished, #iter = 100
nu = 0.542389
obj = -136.564661, rho = 0.048591
nSV = 109, nBSV = 99
Total nSV = 109
*
optimization finished, #iter = 107
nu = 0.555746
obj = -139.905141, rho = 0.210866
nSV = 111, nBSV = 102
Total nSV = 111
*
optimization finished, #iter = 79
nu = 0.527081
obj = -131.655642, rho = 0.276941
nSV = 103, nBSV = 94
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 76
nu = 0.533105
obj = -157.061871, rho = 0.209809
nSV = 106, nBSV = 100
Total nSV = 106
*
optimization finished, #iter = 100
nu = 0.528415
obj = -152.517460, rho = 0.209035
nSV = 106, nBSV = 96
Total nSV = 106
*
optimization finished, #iter = 103
nu = 0.527890
obj = -153.594247, rho = 0.055818
nSV = 107, nBSV = 96
Total nSV = 107
*
optimization finished, #iter = 89
nu = 0.541088
obj = -157.345552, rho = 0.204342
nSV = 109, nBSV = 99
Total nSV = 109
*
optimization finished, #iter = 81
nu = 0.513000
obj = -147.990374, rho = 0.287500
nSV = 102, nBSV = 93
Total nSV = 102
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 79
nu = 0.521984
obj = -176.944643, rho = 0.297586
nSV = 104, nBSV = 97
Total nSV = 104
*
optimization finished, #iter = 94
nu = 0.513070
obj = -171.504424, rho = 0.226549
nSV = 102, nBSV = 92
Total nSV = 102
*
optimization finished, #iter = 94
nu = 0.513368
obj = -172.945390, rho = 0.096244
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 89
nu = 0.527623
obj = -177.125966, rho = 0.211285
nSV = 106, nBSV = 98
Total nSV = 106
*
optimization finished, #iter = 103
nu = 0.499126
obj = -166.542520, rho = 0.316513
nSV = 99, nBSV = 90
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 76
nu = 0.509115
obj = -199.509398, rho = 0.349139
nSV = 102, nBSV = 96
Total nSV = 102
*
optimization finished, #iter = 111
nu = 0.499300
obj = -193.086259, rho = 0.236093
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 91
nu = 0.503158
obj = -194.876275, rho = 0.134799
nSV = 101, nBSV = 94
Total nSV = 101
*
optimization finished, #iter = 103
nu = 0.515589
obj = -199.505811, rho = 0.229501
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 134
nu = 0.486410
obj = -187.566341, rho = 0.377939
nSV = 99, nBSV = 86
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 74
nu = 0.499201
obj = -225.021932, rho = 0.337741
nSV = 99, nBSV = 92
Total nSV = 99
*
optimization finished, #iter = 102
nu = 0.487233
obj = -217.614014, rho = 0.248729
nSV = 99, nBSV = 90
Total nSV = 99
*
optimization finished, #iter = 92
nu = 0.493324
obj = -219.581008, rho = 0.162783
nSV = 99, nBSV = 91
Total nSV = 99
*
optimization finished, #iter = 99
nu = 0.503387
obj = -224.821407, rho = 0.286814
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 137
nu = 0.474199
obj = -211.496014, rho = 0.448117
nSV = 98, nBSV = 84
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.486918
obj = -253.996824, rho = 0.344975
nSV = 98, nBSV = 87
Total nSV = 98
*
optimization finished, #iter = 105
nu = 0.476339
obj = -245.446850, rho = 0.261534
nSV = 95, nBSV = 88
Total nSV = 95
*
optimization finished, #iter = 132
nu = 0.481859
obj = -247.517538, rho = 0.184040
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 121
nu = 0.490900
obj = -253.626498, rho = 0.338586
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 142
nu = 0.462380
obj = -238.733296, rho = 0.491086
nSV = 97, nBSV = 80
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 95
nu = 0.476101
obj = -287.059996, rho = 0.361155
nSV = 96, nBSV = 87
Total nSV = 96
*
optimization finished, #iter = 117
nu = 0.466343
obj = -276.973743, rho = 0.256086
nSV = 94, nBSV = 83
Total nSV = 94
*
optimization finished, #iter = 159
nu = 0.471504
obj = -279.171228, rho = 0.189321
nSV = 97, nBSV = 84
Total nSV = 97
*
optimization finished, #iter = 98
nu = 0.480432
obj = -286.391887, rho = 0.403746
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 181
nu = 0.450983
obj = -269.837212, rho = 0.527507
nSV = 94, nBSV = 77
Total nSV = 94
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 92
nu = 0.468622
obj = -324.538815, rho = 0.368056
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 130
nu = 0.458053
obj = -312.678713, rho = 0.286820
nSV = 93, nBSV = 80
Total nSV = 93
*
optimization finished, #iter = 161
nu = 0.460461
obj = -315.156928, rho = 0.221871
nSV = 95, nBSV = 83
Total nSV = 95
*
optimization finished, #iter = 96
nu = 0.471639
obj = -323.543629, rho = 0.476425
nSV = 98, nBSV = 86
Total nSV = 98
*
optimization finished, #iter = 181
nu = 0.440623
obj = -305.410728, rho = 0.584858
nSV = 93, nBSV = 79
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 98
nu = 0.460882
obj = -366.907767, rho = 0.371767
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 173
nu = 0.448394
obj = -353.094685, rho = 0.289013
nSV = 93, nBSV = 78
Total nSV = 93
*
optimization finished, #iter = 152
nu = 0.452273
obj = -356.016391, rho = 0.276248
nSV = 92, nBSV = 81
Total nSV = 92
*
optimization finished, #iter = 142
nu = 0.461996
obj = -365.651615, rho = 0.498935
nSV = 96, nBSV = 84
Total nSV = 96
*
optimization finished, #iter = 165
nu = 0.432090
obj = -346.058199, rho = 0.648981
nSV = 92, nBSV = 78
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 108
nu = 0.453092
obj = -414.896598, rho = 0.363553
nSV = 93, nBSV = 82
Total nSV = 93
*
optimization finished, #iter = 143
nu = 0.438943
obj = -399.068238, rho = 0.322288
nSV = 91, nBSV = 77
Total nSV = 91
*
optimization finished, #iter = 147
nu = 0.443758
obj = -402.245934, rho = 0.283542
nSV = 91, nBSV = 79
Total nSV = 91
*
optimization finished, #iter = 143
nu = 0.452992
obj = -413.547539, rho = 0.520835
nSV = 94, nBSV = 83
Total nSV = 94
*
optimization finished, #iter = 149
nu = 0.424591
obj = -392.421271, rho = 0.699832
nSV = 88, nBSV = 75
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 120
nu = 0.445078
obj = -469.335568, rho = 0.340109
nSV = 90, nBSV = 81
Total nSV = 90
*
optimization finished, #iter = 181
nu = 0.430899
obj = -451.292393, rho = 0.327582
nSV = 89, nBSV = 75
Total nSV = 89
*
optimization finished, #iter = 143
nu = 0.436971
obj = -454.520502, rho = 0.285216
nSV = 91, nBSV = 78
Total nSV = 91
*
optimization finished, #iter = 116
nu = 0.448022
obj = -467.698898, rho = 0.543662
nSV = 92, nBSV = 82
Total nSV = 92
*
optimization finished, #iter = 160
nu = 0.418463
obj = -445.237138, rho = 0.748608
nSV = 86, nBSV = 72
Total nSV = 86
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 132
nu = 0.438518
obj = -530.954793, rho = 0.323825
nSV = 90, nBSV = 78
Total nSV = 90
*.*
optimization finished, #iter = 223
nu = 0.424584
obj = -510.365096, rho = 0.330048
nSV = 88, nBSV = 73
Total nSV = 88
*
optimization finished, #iter = 170
nu = 0.429005
obj = -513.638863, rho = 0.257050
nSV = 89, nBSV = 76
Total nSV = 89
*
optimization finished, #iter = 169
nu = 0.442055
obj = -528.545830, rho = 0.519758
nSV = 91, nBSV = 78
Total nSV = 91
*.*
optimization finished, #iter = 210
nu = 0.413175
obj = -505.226024, rho = 0.805784
nSV = 85, nBSV = 70
Total nSV = 85
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 162
nu = 0.431260
obj = -600.740388, rho = 0.283234
nSV = 90, nBSV = 76
Total nSV = 90
*.*
optimization finished, #iter = 228
nu = 0.416397
obj = -577.382556, rho = 0.336406
nSV = 87, nBSV = 70
Total nSV = 87
*.*
optimization finished, #iter = 192
nu = 0.422694
obj = -580.470910, rho = 0.285928
nSV = 86, nBSV = 73
Total nSV = 86
*
optimization finished, #iter = 168
nu = 0.436648
obj = -596.998428, rho = 0.508074
nSV = 89, nBSV = 74
Total nSV = 89
*.*
optimization finished, #iter = 298
nu = 0.407143
obj = -573.419896, rho = 0.842287
nSV = 86, nBSV = 68
Total nSV = 86
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 180
nu = 0.424466
obj = -679.829403, rho = 0.252558
nSV = 90, nBSV = 76
Total nSV = 90
*.*
optimization finished, #iter = 248
nu = 0.408664
obj = -653.605491, rho = 0.321559
nSV = 88, nBSV = 69
Total nSV = 88
*.*
optimization finished, #iter = 201
nu = 0.414145
obj = -656.123304, rho = 0.357481
nSV = 87, nBSV = 68
Total nSV = 87
*.*
optimization finished, #iter = 213
nu = 0.427519
obj = -674.372888, rho = 0.552228
nSV = 90, nBSV = 71
Total nSV = 90
*.*
optimization finished, #iter = 302
nu = 0.401085
obj = -651.135762, rho = 0.871649
nSV = 89, nBSV = 66
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 146
nu = 0.418653
obj = -769.371234, rho = 0.312167
nSV = 87, nBSV = 75
Total nSV = 87
.*
optimization finished, #iter = 287
nu = 0.400740
obj = -740.425916, rho = 0.357472
nSV = 90, nBSV = 68
Total nSV = 90
*.*
optimization finished, #iter = 251
nu = 0.405355
obj = -742.257710, rho = 0.410812
nSV = 86, nBSV = 66
Total nSV = 86
.*
optimization finished, #iter = 284
nu = 0.419152
obj = -762.236408, rho = 0.579511
nSV = 88, nBSV = 69
Total nSV = 88
*.*
optimization finished, #iter = 324
nu = 0.395312
obj = -739.799462, rho = 0.886633
nSV = 88, nBSV = 66
Total nSV = 88
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 188
nu = 0.413771
obj = -870.246823, rho = 0.369435
nSV = 87, nBSV = 72
Total nSV = 87
.*
optimization finished, #iter = 342
nu = 0.393720
obj = -839.500171, rho = 0.393714
nSV = 88, nBSV = 67
Total nSV = 88
*.*
optimization finished, #iter = 281
nu = 0.397922
obj = -840.370725, rho = 0.488469
nSV = 85, nBSV = 64
Total nSV = 85
*.*
optimization finished, #iter = 257
nu = 0.411425
obj = -862.000802, rho = 0.644140
nSV = 88, nBSV = 69
Total nSV = 88
*.*
optimization finished, #iter = 297
nu = 0.390358
obj = -840.880131, rho = 0.920243
nSV = 86, nBSV = 66
Total nSV = 86
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 237
nu = 0.407809
obj = -984.031279, rho = 0.410782
nSV = 87, nBSV = 71
Total nSV = 87
.*
optimization finished, #iter = 333
nu = 0.387485
obj = -952.391114, rho = 0.493334
nSV = 87, nBSV = 66
Total nSV = 87
.*
optimization finished, #iter = 295
nu = 0.391073
obj = -951.975275, rho = 0.558138
nSV = 85, nBSV = 63
Total nSV = 85
*.*
optimization finished, #iter = 245
nu = 0.404701
obj = -975.142085, rho = 0.717493
nSV = 88, nBSV = 69
Total nSV = 88
*.*
optimization finished, #iter = 289
nu = 0.385911
obj = -955.984180, rho = 0.958765
nSV = 85, nBSV = 64
Total nSV = 85
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 251
nu = 0.401800
obj = -1112.505871, rho = 0.462668
nSV = 87, nBSV = 69
Total nSV = 87
.*
optimization finished, #iter = 333
nu = 0.382007
obj = -1080.933549, rho = 0.617533
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 293
nu = 0.385092
obj = -1078.853500, rho = 0.574120
nSV = 84, nBSV = 62
Total nSV = 84
.*
optimization finished, #iter = 334
nu = 0.398318
obj = -1103.257905, rho = 0.805245
nSV = 88, nBSV = 66
Total nSV = 88
.*.*
optimization finished, #iter = 388
nu = 0.381928
obj = -1086.966863, rho = 0.991204
nSV = 86, nBSV = 64
Total nSV = 86
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 299
nu = 0.395907
obj = -1257.557474, rho = 0.601048
nSV = 86, nBSV = 67
Total nSV = 86
.*.*
optimization finished, #iter = 435
nu = 0.377134
obj = -1227.115402, rho = 0.754546
nSV = 88, nBSV = 63
Total nSV = 88
.*
optimization finished, #iter = 365
nu = 0.380155
obj = -1222.778448, rho = 0.573147
nSV = 81, nBSV = 62
Total nSV = 81
.*
optimization finished, #iter = 308
nu = 0.391926
obj = -1248.392648, rho = 0.891338
nSV = 85, nBSV = 64
Total nSV = 85
.*
optimization finished, #iter = 379
nu = 0.378405
obj = -1235.822513, rho = 1.013338
nSV = 85, nBSV = 64
Total nSV = 85
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 334
nu = 0.389671
obj = -1421.269606, rho = 0.821832
nSV = 85, nBSV = 64
Total nSV = 85
.*
optimization finished, #iter = 378
nu = 0.372760
obj = -1393.202476, rho = 0.863012
nSV = 87, nBSV = 63
Total nSV = 87
.*
optimization finished, #iter = 346
nu = 0.375380
obj = -1385.742827, rho = 0.643155
nSV = 81, nBSV = 60
Total nSV = 81
.*
optimization finished, #iter = 306
nu = 0.385855
obj = -1412.849373, rho = 0.969167
nSV = 84, nBSV = 63
Total nSV = 84
.*.*
optimization finished, #iter = 427
nu = 0.374944
obj = -1404.758753, rho = 1.120022
nSV = 85, nBSV = 61
Total nSV = 85
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 452
nu = 0.383197
obj = -1606.415821, rho = 1.110881
nSV = 85, nBSV = 61
Total nSV = 85
.*.*
optimization finished, #iter = 391
nu = 0.369290
obj = -1581.454327, rho = 0.929755
nSV = 86, nBSV = 63
Total nSV = 86
.*.*
optimization finished, #iter = 408
nu = 0.371343
obj = -1570.015290, rho = 0.776759
nSV = 80, nBSV = 60
Total nSV = 80
.*
optimization finished, #iter = 353
nu = 0.380573
obj = -1598.928816, rho = 1.108092
nSV = 83, nBSV = 62
Total nSV = 83
.*.*
optimization finished, #iter = 439
nu = 0.371572
obj = -1596.511324, rho = 1.323661
nSV = 84, nBSV = 62
Total nSV = 84
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 378
nu = 0.377203
obj = -1815.735193, rho = 1.355956
nSV = 84, nBSV = 60
Total nSV = 84
.*.*
optimization finished, #iter = 398
nu = 0.366549
obj = -1794.165633, rho = 1.015441
nSV = 82, nBSV = 61
Total nSV = 82
.*.*
optimization finished, #iter = 466
nu = 0.366474
obj = -1778.011677, rho = 0.861120
nSV = 81, nBSV = 57
Total nSV = 81
.*.*
optimization finished, #iter = 441
nu = 0.375545
obj = -1809.112007, rho = 1.241047
nSV = 83, nBSV = 61
Total nSV = 83
.*.*
optimization finished, #iter = 438
nu = 0.368659
obj = -1813.743788, rho = 1.472753
nSV = 82, nBSV = 60
Total nSV = 82
Cross Validation Accuracy = 83.3333%
.*.*
optimization finished, #iter = 398
nu = 0.371986
obj = -2051.819093, rho = 1.544952
nSV = 84, nBSV = 60
Total nSV = 84
.*.*
optimization finished, #iter = 431
nu = 0.363575
obj = -2033.723284, rho = 1.150558
nSV = 80, nBSV = 58
Total nSV = 80
..*.*
optimization finished, #iter = 596
nu = 0.361238
obj = -2013.674392, rho = 0.886530
nSV = 81, nBSV = 57
Total nSV = 81
.*.*
optimization finished, #iter = 436
nu = 0.369591
obj = -2046.688523, rho = 1.425231
nSV = 83, nBSV = 59
Total nSV = 83
.*.*
optimization finished, #iter = 516
nu = 0.365910
obj = -2059.443099, rho = 1.577783
nSV = 83, nBSV = 60
Total nSV = 83
Cross Validation Accuracy = 83.75%
.*.*
optimization finished, #iter = 471
nu = 0.367107
obj = -2317.493108, rho = 1.754358
nSV = 84, nBSV = 58
Total nSV = 84
..*.*
optimization finished, #iter = 578
nu = 0.360024
obj = -2303.677577, rho = 1.328491
nSV = 82, nBSV = 55
Total nSV = 82
..*.*
optimization finished, #iter = 611
nu = 0.356399
obj = -2280.414478, rho = 0.870102
nSV = 82, nBSV = 55
Total nSV = 82
.*
optimization finished, #iter = 336
nu = 0.364340
obj = -2315.554402, rho = 1.647670
nSV = 82, nBSV = 59
Total nSV = 82
.*.*
optimization finished, #iter = 518
nu = 0.363050
obj = -2336.894732, rho = 1.727248
nSV = 84, nBSV = 59
Total nSV = 84
Cross Validation Accuracy = 83.75%
..*.*
optimization finished, #iter = 768
nu = 0.361688
obj = -2616.288077, rho = 1.945777
nSV = 85, nBSV = 56
Total nSV = 85
.*.*
optimization finished, #iter = 528
nu = 0.356324
obj = -2607.904173, rho = 1.555690
nSV = 81, nBSV = 54
Total nSV = 81
..*.*
optimization finished, #iter = 607
nu = 0.352301
obj = -2581.881530, rho = 0.905697
nSV = 81, nBSV = 54
Total nSV = 81
.*.*
optimization finished, #iter = 475
nu = 0.359958
obj = -2618.720293, rho = 1.898902
nSV = 82, nBSV = 57
Total nSV = 82
..*.*
optimization finished, #iter = 672
nu = 0.360389
obj = -2649.708529, rho = 1.925846
nSV = 85, nBSV = 58
Total nSV = 85
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 737
nu = 0.356396
obj = -2952.421643, rho = 2.140648
nSV = 82, nBSV = 54
Total nSV = 82
..*.*
optimization finished, #iter = 721
nu = 0.352430
obj = -2950.343558, rho = 1.799206
nSV = 82, nBSV = 54
Total nSV = 82
..*.*
optimization finished, #iter = 726
nu = 0.348538
obj = -2921.480533, rho = 1.028973
nSV = 79, nBSV = 50
Total nSV = 79
.*.*
optimization finished, #iter = 434
nu = 0.355179
obj = -2960.267733, rho = 2.183100
nSV = 81, nBSV = 57
Total nSV = 81
..*..*
optimization finished, #iter = 850
nu = 0.356982
obj = -3002.149691, rho = 2.191630
nSV = 85, nBSV = 57
Total nSV = 85
Cross Validation Accuracy = 83.75%
..*.*
optimization finished, #iter = 771
nu = 0.351599
obj = -3329.682150, rho = 2.385619
nSV = 81, nBSV = 53
Total nSV = 81
..*.*
optimization finished, #iter = 703
nu = 0.348159
obj = -3335.763448, rho = 2.084112
nSV = 81, nBSV = 53
Total nSV = 81
...*.*
optimization finished, #iter = 924
nu = 0.344420
obj = -3303.733143, rho = 1.043049
nSV = 80, nBSV = 50
Total nSV = 80
..*
optimization finished, #iter = 537
nu = 0.351210
obj = -3344.346196, rho = 2.491726
nSV = 80, nBSV = 57
Total nSV = 80
...*.*
optimization finished, #iter = 933
nu = 0.353802
obj = -3398.822535, rho = 2.396390
nSV = 85, nBSV = 53
Total nSV = 85
Cross Validation Accuracy = 84.5833%
..*.*
optimization finished, #iter = 725
nu = 0.347397
obj = -3751.605575, rho = 2.665120
nSV = 82, nBSV = 53
Total nSV = 82
..*..*
optimization finished, #iter = 773
nu = 0.344413
obj = -3768.801886, rho = 2.429049
nSV = 80, nBSV = 51
Total nSV = 80
...*.*
optimization finished, #iter = 895
nu = 0.340353
obj = -3733.665587, rho = 1.022613
nSV = 81, nBSV = 50
Total nSV = 81
..*.*
optimization finished, #iter = 640
nu = 0.347504
obj = -3774.500206, rho = 2.783261
nSV = 79, nBSV = 55
Total nSV = 79
...*...*
optimization finished, #iter = 1225
nu = 0.349667
obj = -3845.398346, rho = 2.496579
nSV = 85, nBSV = 51
Total nSV = 85
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 827
nu = 0.343523
obj = -4221.400957, rho = 3.000279
nSV = 82, nBSV = 53
Total nSV = 82
..*..*
optimization finished, #iter = 824
nu = 0.340614
obj = -4254.034271, rho = 2.721737
nSV = 81, nBSV = 51
Total nSV = 81
...*.*
optimization finished, #iter = 938
nu = 0.336794
obj = -4215.912457, rho = 1.037463
nSV = 81, nBSV = 50
Total nSV = 81
..*.*
optimization finished, #iter = 630
nu = 0.344299
obj = -4254.477979, rho = 3.126156
nSV = 80, nBSV = 54
Total nSV = 80
...*..*
optimization finished, #iter = 1026
nu = 0.346085
obj = -4347.751313, rho = 2.719508
nSV = 85, nBSV = 51
Total nSV = 85
Cross Validation Accuracy = 83.3333%
...*..*
optimization finished, #iter = 1017
nu = 0.339900
obj = -4741.872327, rho = 3.414150
nSV = 83, nBSV = 53
Total nSV = 83
...*.*
optimization finished, #iter = 841
nu = 0.337069
obj = -4796.078560, rho = 3.062485
nSV = 81, nBSV = 50
Total nSV = 81
...*.*
optimization finished, #iter = 954
nu = 0.333095
obj = -4755.378086, rho = 1.068703
nSV = 80, nBSV = 48
Total nSV = 80
...*.*
optimization finished, #iter = 824
nu = 0.340529
obj = -4788.172188, rho = 3.490699
nSV = 81, nBSV = 54
Total nSV = 81
...*..*
optimization finished, #iter = 1078
nu = 0.343012
obj = -4910.451688, rho = 2.976934
nSV = 86, nBSV = 51
Total nSV = 86
Cross Validation Accuracy = 82.0833%
...*.*
optimization finished, #iter = 946
nu = 0.335687
obj = -5315.829489, rho = 3.890081
nSV = 82, nBSV = 51
Total nSV = 82
....*..*
optimization finished, #iter = 1160
nu = 0.333081
obj = -5400.114431, rho = 3.465392
nSV = 83, nBSV = 47
Total nSV = 83
...*.*
optimization finished, #iter = 928
nu = 0.329718
obj = -5356.949867, rho = 1.278734
nSV = 79, nBSV = 46
Total nSV = 79
...*..*
optimization finished, #iter = 1144
nu = 0.336424
obj = -5380.285488, rho = 3.926589
nSV = 82, nBSV = 50
Total nSV = 82
....*..*
optimization finished, #iter = 1204
nu = 0.339839
obj = -5538.666790, rho = 3.432118
nSV = 85, nBSV = 50
Total nSV = 85
Cross Validation Accuracy = 81.6667%
...*...*
optimization finished, #iter = 1243
nu = 0.330328
obj = -5949.159340, rho = 3.824932
nSV = 83, nBSV = 49
Total nSV = 83
....*..*
optimization finished, #iter = 1298
nu = 0.328340
obj = -6073.030841, rho = 3.882925
nSV = 85, nBSV = 46
Total nSV = 85
...*...*
optimization finished, #iter = 1227
nu = 0.326073
obj = -6025.199642, rho = 1.373911
nSV = 80, nBSV = 45
Total nSV = 80
.....*...*
optimization finished, #iter = 1623
nu = 0.331730
obj = -6036.401255, rho = 4.127399
nSV = 83, nBSV = 48
Total nSV = 83
.....*.*
optimization finished, #iter = 1301
nu = 0.336672
obj = -6237.182738, rho = 3.894651
nSV = 84, nBSV = 47
Total nSV = 84
Cross Validation Accuracy = 81.25%
....*...*
optimization finished, #iter = 1414
nu = 0.324901
obj = -6646.065850, rho = 3.729805
nSV = 84, nBSV = 49
Total nSV = 84
......*....*
optimization finished, #iter = 1957
nu = 0.323369
obj = -6822.328662, rho = 4.186147
nSV = 86, nBSV = 45
Total nSV = 86
.....*...*
optimization finished, #iter = 1555
nu = 0.322119
obj = -6765.896748, rho = 1.392970
nSV = 80, nBSV = 43
Total nSV = 80
.....*...*
optimization finished, #iter = 1591
nu = 0.327376
obj = -6760.573187, rho = 4.300430
nSV = 80, nBSV = 47
Total nSV = 80
.....*...*
optimization finished, #iter = 1684
nu = 0.332056
obj = -7014.325349, rho = 4.515108
nSV = 85, nBSV = 45
Total nSV = 85
Cross Validation Accuracy = 81.25%
.....*...*
optimization finished, #iter = 1647
nu = 0.317842
obj = -7412.061497, rho = 3.907721
nSV = 82, nBSV = 44
Total nSV = 82
......*....*
optimization finished, #iter = 1921
nu = 0.318116
obj = -7654.531858, rho = 4.489333
nSV = 84, nBSV = 42
Total nSV = 84
.....*....*
optimization finished, #iter = 1730
nu = 0.316914
obj = -7585.687209, rho = 1.676057
nSV = 79, nBSV = 38
Total nSV = 79
....*..*
optimization finished, #iter = 1235
nu = 0.321884
obj = -7557.161937, rho = 4.330457
nSV = 78, nBSV = 44
Total nSV = 78
.....*...*
optimization finished, #iter = 1691
nu = 0.327713
obj = -7877.537486, rho = 5.165640
nSV = 88, nBSV = 45
Total nSV = 88
Cross Validation Accuracy = 80.4167%
......*...*
optimization finished, #iter = 1775
nu = 0.310440
obj = -8257.566865, rho = 3.913666
nSV = 81, nBSV = 43
Total nSV = 81
.......*...*
optimization finished, #iter = 2109
nu = 0.311860
obj = -8580.995842, rho = 5.017626
nSV = 84, nBSV = 39
Total nSV = 84
.......*....*
optimization finished, #iter = 2128
nu = 0.309876
obj = -8497.804846, rho = 2.226052
nSV = 79, nBSV = 37
Total nSV = 79
......*...*
optimization finished, #iter = 1874
nu = 0.316079
obj = -8432.823675, rho = 3.879189
nSV = 78, nBSV = 40
Total nSV = 78
......*...*
optimization finished, #iter = 1831
nu = 0.322673
obj = -8834.419415, rho = 5.418816
nSV = 88, nBSV = 44
Total nSV = 88
Cross Validation Accuracy = 79.5833%
......*...*
optimization finished, #iter = 1837
nu = 0.304227
obj = -9185.030482, rho = 3.882444
nSV = 78, nBSV = 41
Total nSV = 78
......*...*
optimization finished, #iter = 1905
nu = 0.305832
obj = -9612.217534, rho = 5.662318
nSV = 82, nBSV = 38
Total nSV = 82
........*......*
optimization finished, #iter = 2716
nu = 0.303508
obj = -9513.843338, rho = 2.847788
nSV = 80, nBSV = 37
Total nSV = 80
........*....*
optimization finished, #iter = 2423
nu = 0.308353
obj = -9395.061454, rho = 3.396704
nSV = 80, nBSV = 36
Total nSV = 80
......*....*
optimization finished, #iter = 2098
nu = 0.318685
obj = -9890.258028, rho = 5.617449
nSV = 87, nBSV = 44
Total nSV = 87
Cross Validation Accuracy = 79.5833%
.......*..*
optimization finished, #iter = 1911
nu = 0.298979
obj = -10189.955027, rho = 3.700663
nSV = 78, nBSV = 39
Total nSV = 78
......*....*
optimization finished, #iter = 2023
nu = 0.301184
obj = -10752.319731, rho = 6.726860
nSV = 82, nBSV = 38
Total nSV = 82
.......*....*
optimization finished, #iter = 2174
nu = 0.297558
obj = -10641.345162, rho = 3.495894
nSV = 80, nBSV = 37
Total nSV = 80
..........*.....*
optimization finished, #iter = 2901
nu = 0.299785
obj = -10462.257476, rho = 2.875029
nSV = 80, nBSV = 36
Total nSV = 80
.......*....*
optimization finished, #iter = 2249
nu = 0.312479
obj = -11050.941908, rho = 6.216289
nSV = 86, nBSV = 38
Total nSV = 86
Cross Validation Accuracy = 80.8333%
......*....*
optimization finished, #iter = 2002
nu = 0.293897
obj = -11267.659945, rho = 3.231248
nSV = 80, nBSV = 39
Total nSV = 80
......*....*
optimization finished, #iter = 1979
nu = 0.297438
obj = -12000.471995, rho = 7.880700
nSV = 78, nBSV = 37
Total nSV = 78
.......*.......*
optimization finished, #iter = 2809
nu = 0.292001
obj = -11886.201168, rho = 4.200615
nSV = 83, nBSV = 36
Total nSV = 83
..........*.......*
optimization finished, #iter = 3311
nu = 0.292138
obj = -11641.418777, rho = 2.264233
nSV = 82, nBSV = 35
Total nSV = 82
.......*....*
optimization finished, #iter = 2141
nu = 0.306754
obj = -12331.452396, rho = 7.088287
nSV = 84, nBSV = 38
Total nSV = 84
Cross Validation Accuracy = 80%
........*.....*
optimization finished, #iter = 2601
nu = 0.287753
obj = -12410.469173, rho = 2.952805
nSV = 82, nBSV = 36
Total nSV = 82
.......*....*
optimization finished, #iter = 2211
nu = 0.293642
obj = -13352.662566, rho = 8.968048
nSV = 79, nBSV = 35
Total nSV = 79
..........*...*
optimization finished, #iter = 2635
nu = 0.287379
obj = -13252.347013, rho = 4.908750
nSV = 82, nBSV = 36
Total nSV = 82
..........*.......*
optimization finished, #iter = 3333
nu = 0.284808
obj = -12938.716321, rho = 1.568656
nSV = 85, nBSV = 35
Total nSV = 85
.........*....*
optimization finished, #iter = 2532
nu = 0.302183
obj = -13728.602085, rho = 8.191972
nSV = 83, nBSV = 36
Total nSV = 83
Cross Validation Accuracy = 81.25%
..........*.....*
optimization finished, #iter = 2950
nu = 0.277717
obj = -13631.230323, rho = 2.522250
nSV = 80, nBSV = 30
Total nSV = 80
..........*...*
optimization finished, #iter = 2556
nu = 0.286769
obj = -14821.322751, rho = 9.211529
nSV = 77, nBSV = 33
Total nSV = 77
...........*......*
optimization finished, #iter = 3439
nu = 0.283207
obj = -14734.563860, rho = 5.661115
nSV = 82, nBSV = 33
Total nSV = 82
...........*.......*
optimization finished, #iter = 3596
nu = 0.277931
obj = -14358.111187, rho = 0.957548
nSV = 86, nBSV = 35
Total nSV = 86
........*.....*
optimization finished, #iter = 2589
nu = 0.295243
obj = -15248.684214, rho = 9.230146
nSV = 81, nBSV = 33
Total nSV = 81
Cross Validation Accuracy = 79.5833%
............*........*
optimization finished, #iter = 4014
nu = 0.266440
obj = -14955.346611, rho = 2.150768
nSV = 84, nBSV = 29
Total nSV = 84
.........*....*
optimization finished, #iter = 2566
nu = 0.280583
obj = -16413.897358, rho = 9.608103
nSV = 75, nBSV = 32
Total nSV = 75
............*.....*
optimization finished, #iter = 3433
nu = 0.278116
obj = -16331.813423, rho = 6.626345
nSV = 85, nBSV = 33
Total nSV = 85
..........*......*
optimization finished, #iter = 3221
nu = 0.271728
obj = -15901.037911, rho = 0.608900
nSV = 85, nBSV = 33
Total nSV = 85
...........*......*
optimization finished, #iter = 3347
nu = 0.286948
obj = -16909.301397, rho = 10.125834
nSV = 81, nBSV = 31
Total nSV = 81
Cross Validation Accuracy = 78.75%
...............*........*
optimization finished, #iter = 4486
nu = 0.256530
obj = -16388.848737, rho = 1.546318
nSV = 83, nBSV = 28
Total nSV = 83
..........*....*
optimization finished, #iter = 2760
nu = 0.274378
obj = -18124.916666, rho = 10.040598
nSV = 77, nBSV = 28
Total nSV = 77
............*......*
optimization finished, #iter = 3506
nu = 0.271973
obj = -18046.979893, rho = 7.534404
nSV = 85, nBSV = 32
Total nSV = 85
...........*.......*
optimization finished, #iter = 3597
nu = 0.265078
obj = -17564.218077, rho = 0.730022
nSV = 86, nBSV = 31
Total nSV = 86
..........*.....*
optimization finished, #iter = 3035
nu = 0.278644
obj = -18730.708113, rho = 11.009564
nSV = 82, nBSV = 30
Total nSV = 82
Cross Validation Accuracy = 80%
................*..........*
optimization finished, #iter = 5090
nu = 0.246934
obj = -17924.955724, rho = 1.186029
nSV = 84, nBSV = 25
Total nSV = 84
............*......*
optimization finished, #iter = 3464
nu = 0.267978
obj = -19951.305991, rho = 10.817255
nSV = 80, nBSV = 28
Total nSV = 80
..............*.......*
optimization finished, #iter = 4150
nu = 0.264926
obj = -19886.983863, rho = 8.893049
nSV = 83, nBSV = 29
Total nSV = 83
.............*............*
optimization finished, #iter = 4937
nu = 0.258676
obj = -19347.687665, rho = 0.720911
nSV = 86, nBSV = 30
Total nSV = 86
.............*......*
optimization finished, #iter = 3787
nu = 0.271078
obj = -20718.679657, rho = 12.130164
nSV = 79, nBSV = 29
Total nSV = 79
Cross Validation Accuracy = 79.1667%
..............*..............*
optimization finished, #iter = 5559
nu = 0.236918
obj = -19568.168914, rho = 1.419299
nSV = 82, nBSV = 24
Total nSV = 82
..................*........*
optimization finished, #iter = 5051
nu = 0.260980
obj = -21880.999071, rho = 11.715448
nSV = 82, nBSV = 25
Total nSV = 82
................*........*
optimization finished, #iter = 4656
nu = 0.257068
obj = -21858.171132, rho = 9.602129
nSV = 82, nBSV = 26
Total nSV = 82
...........*........*
optimization finished, #iter = 3653
nu = 0.251568
obj = -21242.789546, rho = 1.023548
nSV = 86, nBSV = 28
Total nSV = 86
................*.......*
optimization finished, #iter = 4535
nu = 0.263028
obj = -22875.417746, rho = 12.772466
nSV = 78, nBSV = 27
Total nSV = 78
Cross Validation Accuracy = 78.75%
..................*..........*
optimization finished, #iter = 5435
nu = 0.228376
obj = -21308.864866, rho = 1.457257
nSV = 82, nBSV = 22
Total nSV = 82
................*.........*
optimization finished, #iter = 4814
nu = 0.251350
obj = -23931.140984, rho = 12.107705
nSV = 80, nBSV = 22
Total nSV = 80
................*.......*
optimization finished, #iter = 4546
nu = 0.250439
obj = -23948.098129, rho = 10.565023
nSV = 81, nBSV = 26
Total nSV = 81
.............*.......*
optimization finished, #iter = 4010
nu = 0.244156
obj = -23246.114074, rho = 1.572106
nSV = 83, nBSV = 26
Total nSV = 83
................*.......*
optimization finished, #iter = 4466
nu = 0.254451
obj = -25216.907620, rho = 12.926879
nSV = 79, nBSV = 25
Total nSV = 79
Cross Validation Accuracy = 79.1667%
................*...........*
optimization finished, #iter = 5355
nu = 0.220139
obj = -23123.703053, rho = 1.893604
nSV = 78, nBSV = 22
Total nSV = 78
..................*.........*
optimization finished, #iter = 5312
nu = 0.241375
obj = -26114.519452, rho = 12.163975
nSV = 80, nBSV = 20
Total nSV = 80
................*........*
optimization finished, #iter = 4771
nu = 0.244780
obj = -26111.859634, rho = 11.270362
nSV = 80, nBSV = 23
Total nSV = 80
.................*..........*
optimization finished, #iter = 5221
nu = 0.236580
obj = -25345.541841, rho = 2.517175
nSV = 82, nBSV = 24
Total nSV = 82
..................*.......*
optimization finished, #iter = 4954
nu = 0.245612
obj = -27760.243661, rho = 13.003719
nSV = 81, nBSV = 24
Total nSV = 81
Cross Validation Accuracy = 80%
...................*........*
optimization finished, #iter = 5387
nu = 0.212312
obj = -24980.543171, rho = 2.201426
nSV = 75, nBSV = 21
Total nSV = 75
..................*.........*
optimization finished, #iter = 5246
nu = 0.232564
obj = -28422.585205, rho = 12.188642
nSV = 79, nBSV = 18
Total nSV = 79
.................*........*
optimization finished, #iter = 4863
nu = 0.236428
obj = -28328.022957, rho = 11.824930
nSV = 79, nBSV = 22
Total nSV = 79
.....................*............*
optimization finished, #iter = 6338
nu = 0.228293
obj = -27519.846188, rho = 2.995456
nSV = 84, nBSV = 20
Total nSV = 84
..................*..........*
optimization finished, #iter = 5352
nu = 0.237075
obj = -30517.691559, rho = 12.771775
nSV = 83, nBSV = 23
Total nSV = 83
Cross Validation Accuracy = 79.5833%
.................*.........*
optimization finished, #iter = 5205
nu = 0.205491
obj = -26821.080513, rho = 2.032111
nSV = 74, nBSV = 21
Total nSV = 74
..................*.........*
optimization finished, #iter = 5220
nu = 0.222512
obj = -30841.567940, rho = 12.659258
nSV = 79, nBSV = 16
Total nSV = 79
...................*..............*
optimization finished, #iter = 6440
nu = 0.227647
obj = -30587.378165, rho = 12.136740
nSV = 79, nBSV = 19
Total nSV = 79
.......................*...........*
optimization finished, #iter = 6613
nu = 0.216223
obj = -29808.954878, rho = 3.432018
nSV = 80, nBSV = 18
Total nSV = 80
....................*.......*
optimization finished, #iter = 5187
nu = 0.229781
obj = -33481.648404, rho = 12.647164
nSV = 81, nBSV = 23
Total nSV = 81
Cross Validation Accuracy = 78.75%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.165830, rho = 0.994651
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.165821, rho = 0.994941
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165811, rho = 0.994286
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165834, rho = 0.994674
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163857, rho = 0.994674
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.190461, rho = 0.993855
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190450, rho = 0.994057
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190437, rho = 0.993437
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190467, rho = 0.993882
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.188191, rho = 0.993882
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.218740, rho = 0.993082
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218724, rho = 0.993174
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218708, rho = 0.992479
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218746, rho = 0.992972
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.216127, rho = 0.992973
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.251209, rho = 0.992053
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251189, rho = 0.992159
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.251168, rho = 0.991402
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251217, rho = 0.991927
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.248203, rho = 0.991734
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.288491, rho = 0.990779
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.288463, rho = 0.990993
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288437, rho = 0.990124
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.288501, rho = 0.990727
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.285030, rho = 0.990505
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.331288, rho = 0.989408
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.331252, rho = 0.989654
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.331216, rho = 0.988655
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.331301, rho = 0.989348
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.327302, rho = 0.989093
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.380437, rho = 0.987832
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.380391, rho = 0.988018
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.380342, rho = 0.986968
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.380456, rho = 0.987847
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.375845, rho = 0.987595
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.436840, rho = 0.986041
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.436776, rho = 0.986237
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.436712, rho = 0.985030
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.436863, rho = 0.986040
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.431545, rho = 0.985750
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.501574, rho = 0.983965
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.501490, rho = 0.984191
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.501407, rho = 0.982746
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.501604, rho = 0.983965
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.495468, rho = 0.983632
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.575867, rho = 0.981581
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.575756, rho = 0.981840
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.575647, rho = 0.980181
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.575907, rho = 0.981580
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.568821, rho = 0.981198
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.661122, rho = 0.978842
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.660975, rho = 0.979139
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.660832, rho = 0.977233
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.661175, rho = 0.978841
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.652987, rho = 0.978401
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.758915, rho = 0.975696
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.758722, rho = 0.976038
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.758533, rho = 0.973848
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.758988, rho = 0.975727
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.749516, rho = 0.975190
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.871096, rho = 0.972083
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.870841, rho = 0.972474
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.870591, rho = 0.969960
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.871192, rho = 0.972117
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.860226, rho = 0.971501
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.999760, rho = 0.967931
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.999424, rho = 0.968381
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.999094, rho = 0.965514
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.999886, rho = 0.967971
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.987178, rho = 0.967263
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.147263, rho = 0.963162
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.146821, rho = 0.963680
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.146384, rho = 0.960386
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.147430, rho = 0.963208
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.132683, rho = 0.962395
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.316327, rho = 0.957685
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.315744, rho = 0.958279
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.315168, rho = 0.954495
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.316548, rho = 0.957738
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.299413, rho = 0.956804
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.510047, rho = 0.951393
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.509278, rho = 0.952075
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.508520, rho = 0.947729
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.510338, rho = 0.951453
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.490397, rho = 0.950380
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.731988, rho = 0.944163
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.730973, rho = 0.944947
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.729972, rho = 0.939954
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.732371, rho = 0.944233
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.709124, rho = 0.943000
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.986044, rho = 0.935704
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.984695, rho = 0.936760
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.983375, rho = 0.931025
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.986540, rho = 0.935940
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.959387, rho = 0.934524
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -2.276594, rho = 0.926228
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.274811, rho = 0.927361
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.273069, rho = 0.920774
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.277246, rho = 0.926419
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.245465, rho = 0.924792
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -2.609081, rho = 0.915256
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.606728, rho = 0.916558
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.604432, rho = 0.908549
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.609940, rho = 0.915475
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.572651, rho = 0.913607
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -2.988923, rho = 0.902658
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.985828, rho = 0.903956
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.982789, rho = 0.894953
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.990057, rho = 0.902909
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.946192, rho = 0.900763
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -3.422770, rho = 0.888297
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.418682, rho = 0.889674
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.414673, rho = 0.879331
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.424263, rho = 0.888471
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.372514, rho = 0.886005
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -3.917749, rho = 0.871685
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -3.912358, rho = 0.873127
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.907065, rho = 0.861386
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.919719, rho = 0.871885
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.858478, rho = 0.869053
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -4.481863, rho = 0.852603
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -4.474750, rho = 0.854259
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.467764, rho = 0.840772
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.484462, rho = 0.852832
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.411744, rho = 0.849579
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -5.123831, rho = 0.830687
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -5.114446, rho = 0.832589
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.105227, rho = 0.817528
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.127261, rho = 0.830950
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.040604, rho = 0.827214
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -5.853544, rho = 0.805853
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -5.841153, rho = 0.807695
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.828991, rho = 0.790061
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.858063, rho = 0.805812
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.754393, rho = 0.801520
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -6.681461, rho = 0.776983
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -6.665114, rho = 0.779098
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.649063, rho = 0.758842
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.687424, rho = 0.776936
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.562893, rho = 0.772005
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -7.618786, rho = 0.743824
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -7.597217, rho = 0.746254
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.576037, rho = 0.723064
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.626655, rho = 0.743769
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.476425, rho = 0.738106
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -8.677618, rho = 0.705854
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -8.649155, rho = 0.708523
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -8.621210, rho = 0.681759
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.687999, rho = 0.705670
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -8.505951, rho = 0.699164
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -9.870345, rho = 0.661997
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -9.832789, rho = 0.665178
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -9.795915, rho = 0.634434
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.884044, rho = 0.661901
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -9.662415, rho = 0.654428
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -11.209197, rho = 0.611735
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.159641, rho = 0.615389
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.110985, rho = 0.580073
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.227274, rho = 0.611624
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -10.956182, rho = 0.603040
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -12.705809, rho = 0.554173
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -12.640418, rho = 0.558202
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -12.576225, rho = 0.517686
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -12.729659, rho = 0.553877
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -12.396481, rho = 0.544016
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 57.9167%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -14.370711, rho = 0.487880
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -14.284427, rho = 0.492507
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -14.199722, rho = 0.445980
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -14.402181, rho = 0.487539
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -13.990723, rho = 0.476212
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 64.5833%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -16.211668, rho = 0.411697
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -16.097812, rho = 0.417036
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -15.986046, rho = 0.363440
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -16.253194, rho = 0.411329
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -15.742623, rho = 0.398318
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 70%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -18.231385, rho = 0.324220
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -18.081155, rho = 0.330357
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -17.933682, rho = 0.268971
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -18.286177, rho = 0.323802
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -17.649662, rho = 0.308856
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -20.427063, rho = 0.223718
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -20.228826, rho = 0.230768
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -20.034227, rho = 0.160252
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -20.499365, rho = 0.223237
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -19.702155, rho = 0.206069
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 86
nu = 0.879748
obj = -22.784050, rho = 0.111080
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.875000
obj = -22.540237, rho = 0.150459
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 84
nu = 0.867762
obj = -22.294684, rho = 0.091864
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 88
nu = 0.877206
obj = -22.883711, rho = 0.143018
nSV = 170, nBSV = 167
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.864271
obj = -21.897805, rho = 0.137216
nSV = 167, nBSV = 162
Total nSV = 167
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.849741
obj = -25.370784, rho = 0.080203
nSV = 165, nBSV = 163
Total nSV = 165
*
optimization finished, #iter = 83
nu = 0.839541
obj = -25.104310, rho = 0.136687
nSV = 163, nBSV = 160
Total nSV = 163
*
optimization finished, #iter = 83
nu = 0.831292
obj = -24.821895, rho = 0.082598
nSV = 161, nBSV = 157
Total nSV = 161
*
optimization finished, #iter = 87
nu = 0.853302
obj = -25.503171, rho = 0.107698
nSV = 165, nBSV = 162
Total nSV = 165
*
optimization finished, #iter = 82
nu = 0.827826
obj = -24.343469, rho = 0.122734
nSV = 161, nBSV = 157
Total nSV = 161
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.823398
obj = -28.249650, rho = 0.040753
nSV = 162, nBSV = 158
Total nSV = 162
*
optimization finished, #iter = 83
nu = 0.821254
obj = -27.978937, rho = 0.100657
nSV = 159, nBSV = 156
Total nSV = 159
*
optimization finished, #iter = 83
nu = 0.805969
obj = -27.662726, rho = 0.053272
nSV = 157, nBSV = 153
Total nSV = 157
*
optimization finished, #iter = 83
nu = 0.822917
obj = -28.448469, rho = 0.099356
nSV = 159, nBSV = 157
Total nSV = 159
*
optimization finished, #iter = 82
nu = 0.799591
obj = -27.086814, rho = 0.118723
nSV = 154, nBSV = 151
Total nSV = 154
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 90
nu = 0.793972
obj = -31.465993, rho = 0.047316
nSV = 157, nBSV = 152
Total nSV = 157
*
optimization finished, #iter = 82
nu = 0.793340
obj = -31.151884, rho = 0.111662
nSV = 154, nBSV = 150
Total nSV = 154
*
optimization finished, #iter = 79
nu = 0.777302
obj = -30.858387, rho = 0.035075
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 92
nu = 0.799839
obj = -31.743360, rho = 0.128996
nSV = 155, nBSV = 150
Total nSV = 155
*
optimization finished, #iter = 78
nu = 0.780079
obj = -30.136209, rho = 0.112607
nSV = 150, nBSV = 147
Total nSV = 150
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 79
nu = 0.769028
obj = -35.080046, rho = 0.041885
nSV = 150, nBSV = 147
Total nSV = 150
*
optimization finished, #iter = 91
nu = 0.767512
obj = -34.692065, rho = 0.115284
nSV = 151, nBSV = 145
Total nSV = 151
*
optimization finished, #iter = 82
nu = 0.753065
obj = -34.442612, rho = 0.034783
nSV = 146, nBSV = 142
Total nSV = 146
*
optimization finished, #iter = 84
nu = 0.777239
obj = -35.432817, rho = 0.126284
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 78
nu = 0.750245
obj = -33.525252, rho = 0.116083
nSV = 145, nBSV = 142
Total nSV = 145
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.745629
obj = -39.107449, rho = 0.045014
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 81
nu = 0.745221
obj = -38.665542, rho = 0.089628
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 77
nu = 0.732157
obj = -38.450057, rho = 0.029109
nSV = 143, nBSV = 140
Total nSV = 143
*
optimization finished, #iter = 87
nu = 0.755013
obj = -39.543209, rho = 0.095190
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 80
nu = 0.722781
obj = -37.338836, rho = 0.133123
nSV = 140, nBSV = 137
Total nSV = 140
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 82
nu = 0.719918
obj = -43.631743, rho = 0.065577
nSV = 140, nBSV = 135
Total nSV = 140
*
optimization finished, #iter = 92
nu = 0.720572
obj = -43.079835, rho = 0.083770
nSV = 142, nBSV = 135
Total nSV = 142
*
optimization finished, #iter = 91
nu = 0.711805
obj = -42.910410, rho = 0.022394
nSV = 141, nBSV = 132
Total nSV = 141
*
optimization finished, #iter = 79
nu = 0.728378
obj = -44.156889, rho = 0.101762
nSV = 142, nBSV = 138
Total nSV = 142
*
optimization finished, #iter = 80
nu = 0.699260
obj = -41.609147, rho = 0.110208
nSV = 136, nBSV = 131
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.694207
obj = -48.746328, rho = 0.089279
nSV = 137, nBSV = 132
Total nSV = 137
*
optimization finished, #iter = 84
nu = 0.692959
obj = -48.063035, rho = 0.084780
nSV = 138, nBSV = 129
Total nSV = 138
*
optimization finished, #iter = 84
nu = 0.686126
obj = -47.932443, rho = 0.025793
nSV = 135, nBSV = 128
Total nSV = 135
*
optimization finished, #iter = 78
nu = 0.709413
obj = -49.329799, rho = 0.113962
nSV = 139, nBSV = 135
Total nSV = 139
*
optimization finished, #iter = 80
nu = 0.675170
obj = -46.396338, rho = 0.123007
nSV = 132, nBSV = 126
Total nSV = 132
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.676881
obj = -54.474807, rho = 0.081224
nSV = 133, nBSV = 126
Total nSV = 133
*
optimization finished, #iter = 77
nu = 0.669434
obj = -53.704281, rho = 0.097711
nSV = 132, nBSV = 127
Total nSV = 132
*
optimization finished, #iter = 83
nu = 0.663167
obj = -53.613628, rho = 0.028644
nSV = 132, nBSV = 125
Total nSV = 132
*
optimization finished, #iter = 79
nu = 0.689746
obj = -55.101050, rho = 0.124491
nSV = 135, nBSV = 129
Total nSV = 135
*
optimization finished, #iter = 87
nu = 0.651068
obj = -51.801725, rho = 0.134352
nSV = 128, nBSV = 122
Total nSV = 128
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 89
nu = 0.651410
obj = -60.928876, rho = 0.098956
nSV = 131, nBSV = 122
Total nSV = 131
*
optimization finished, #iter = 82
nu = 0.648638
obj = -60.054493, rho = 0.131640
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 76
nu = 0.645929
obj = -60.004448, rho = 0.003249
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 76
nu = 0.667127
obj = -61.588588, rho = 0.164702
nSV = 130, nBSV = 127
Total nSV = 130
*
optimization finished, #iter = 74
nu = 0.630045
obj = -57.915004, rho = 0.149066
nSV = 122, nBSV = 119
Total nSV = 122
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.630241
obj = -68.258631, rho = 0.124114
nSV = 125, nBSV = 119
Total nSV = 125
*
optimization finished, #iter = 72
nu = 0.630629
obj = -67.181361, rho = 0.109761
nSV = 124, nBSV = 119
Total nSV = 124
*
optimization finished, #iter = 68
nu = 0.625230
obj = -67.208514, rho = -0.024136
nSV = 122, nBSV = 119
Total nSV = 122
*
optimization finished, #iter = 85
nu = 0.646527
obj = -68.882866, rho = 0.197676
nSV = 127, nBSV = 120
Total nSV = 127
*
optimization finished, #iter = 75
nu = 0.612003
obj = -64.765817, rho = 0.172703
nSV = 119, nBSV = 114
Total nSV = 119
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 79
nu = 0.612052
obj = -76.551206, rho = 0.125423
nSV = 121, nBSV = 115
Total nSV = 121
*
optimization finished, #iter = 80
nu = 0.611573
obj = -75.194142, rho = 0.105237
nSV = 121, nBSV = 114
Total nSV = 121
*
optimization finished, #iter = 75
nu = 0.612561
obj = -75.272133, rho = -0.018653
nSV = 120, nBSV = 113
Total nSV = 120
*
optimization finished, #iter = 89
nu = 0.623972
obj = -77.145382, rho = 0.252020
nSV = 124, nBSV = 117
Total nSV = 124
*
optimization finished, #iter = 69
nu = 0.592619
obj = -72.504592, rho = 0.207141
nSV = 115, nBSV = 111
Total nSV = 115
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.597549
obj = -85.886821, rho = 0.117488
nSV = 118, nBSV = 113
Total nSV = 118
*
optimization finished, #iter = 73
nu = 0.597208
obj = -84.212479, rho = 0.118298
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 89
nu = 0.593663
obj = -84.324831, rho = -0.009233
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 77
nu = 0.610738
obj = -86.453564, rho = 0.250849
nSV = 119, nBSV = 113
Total nSV = 119
*
optimization finished, #iter = 70
nu = 0.575011
obj = -81.235685, rho = 0.226225
nSV = 112, nBSV = 107
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.582866
obj = -96.387955, rho = 0.105862
nSV = 116, nBSV = 108
Total nSV = 116
*
optimization finished, #iter = 76
nu = 0.581180
obj = -94.307103, rho = 0.108224
nSV = 114, nBSV = 108
Total nSV = 114
*
optimization finished, #iter = 80
nu = 0.576984
obj = -94.573469, rho = 0.011406
nSV = 114, nBSV = 108
Total nSV = 114
*
optimization finished, #iter = 81
nu = 0.592285
obj = -96.909229, rho = 0.232925
nSV = 117, nBSV = 110
Total nSV = 117
*
optimization finished, #iter = 83
nu = 0.556520
obj = -91.115420, rho = 0.270985
nSV = 109, nBSV = 102
Total nSV = 109
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 96
nu = 0.565830
obj = -108.231585, rho = 0.120482
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 90
nu = 0.563798
obj = -105.625072, rho = 0.129021
nSV = 114, nBSV = 104
Total nSV = 114
*
optimization finished, #iter = 91
nu = 0.561149
obj = -106.119124, rho = 0.031886
nSV = 111, nBSV = 103
Total nSV = 111
*
optimization finished, #iter = 113
nu = 0.575227
obj = -108.718206, rho = 0.216739
nSV = 115, nBSV = 105
Total nSV = 115
*
optimization finished, #iter = 73
nu = 0.542687
obj = -102.313121, rho = 0.264053
nSV = 106, nBSV = 100
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 98
nu = 0.548466
obj = -121.714192, rho = 0.159763
nSV = 111, nBSV = 103
Total nSV = 111
*
optimization finished, #iter = 94
nu = 0.545456
obj = -118.488721, rho = 0.167165
nSV = 109, nBSV = 101
Total nSV = 109
*
optimization finished, #iter = 89
nu = 0.544969
obj = -119.178580, rho = 0.047943
nSV = 109, nBSV = 99
Total nSV = 109
*
optimization finished, #iter = 113
nu = 0.558111
obj = -122.090841, rho = 0.212997
nSV = 112, nBSV = 102
Total nSV = 112
*
optimization finished, #iter = 90
nu = 0.528862
obj = -114.924576, rho = 0.275766
nSV = 103, nBSV = 95
Total nSV = 103
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 85
nu = 0.534739
obj = -137.031866, rho = 0.203206
nSV = 109, nBSV = 101
Total nSV = 109
*
optimization finished, #iter = 95
nu = 0.530723
obj = -133.069243, rho = 0.196783
nSV = 105, nBSV = 97
Total nSV = 105
*
optimization finished, #iter = 98
nu = 0.530314
obj = -133.994641, rho = 0.052126
nSV = 107, nBSV = 96
Total nSV = 107
*
optimization finished, #iter = 106
nu = 0.543135
obj = -137.273762, rho = 0.205548
nSV = 110, nBSV = 99
Total nSV = 110
*
optimization finished, #iter = 117
nu = 0.515432
obj = -129.152254, rho = 0.284371
nSV = 102, nBSV = 93
Total nSV = 102
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 75
nu = 0.524140
obj = -154.359839, rho = 0.284351
nSV = 104, nBSV = 97
Total nSV = 104
*
optimization finished, #iter = 93
nu = 0.515615
obj = -149.566776, rho = 0.221013
nSV = 103, nBSV = 92
Total nSV = 103
*
optimization finished, #iter = 97
nu = 0.515570
obj = -150.818265, rho = 0.091142
nSV = 105, nBSV = 96
Total nSV = 105
*
optimization finished, #iter = 84
nu = 0.529048
obj = -154.492835, rho = 0.220681
nSV = 107, nBSV = 98
Total nSV = 107
*
optimization finished, #iter = 108
nu = 0.500866
obj = -145.290938, rho = 0.306950
nSV = 100, nBSV = 90
Total nSV = 100
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 74
nu = 0.510740
obj = -173.989565, rho = 0.338315
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 113
nu = 0.501265
obj = -168.317697, rho = 0.228463
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 90
nu = 0.504950
obj = -169.882036, rho = 0.126992
nSV = 101, nBSV = 94
Total nSV = 101
*
optimization finished, #iter = 109
nu = 0.517056
obj = -173.954665, rho = 0.226495
nSV = 106, nBSV = 96
Total nSV = 106
*
optimization finished, #iter = 155
nu = 0.488533
obj = -163.581457, rho = 0.362483
nSV = 99, nBSV = 84
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 73
nu = 0.500797
obj = -196.205890, rho = 0.337253
nSV = 99, nBSV = 92
Total nSV = 99
*
optimization finished, #iter = 100
nu = 0.488722
obj = -189.635109, rho = 0.241561
nSV = 99, nBSV = 90
Total nSV = 99
*
optimization finished, #iter = 100
nu = 0.494803
obj = -191.346142, rho = 0.160618
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 108
nu = 0.505312
obj = -195.967083, rho = 0.275437
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 147
nu = 0.475992
obj = -184.383012, rho = 0.427874
nSV = 98, nBSV = 83
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.488808
obj = -221.396312, rho = 0.347075
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 96
nu = 0.477404
obj = -213.811571, rho = 0.260777
nSV = 97, nBSV = 86
Total nSV = 97
*
optimization finished, #iter = 131
nu = 0.483298
obj = -215.614141, rho = 0.178514
nSV = 98, nBSV = 87
Total nSV = 98
*
optimization finished, #iter = 119
nu = 0.492734
obj = -220.980647, rho = 0.327778
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 189
nu = 0.464023
obj = -208.046904, rho = 0.480436
nSV = 97, nBSV = 79
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 91
nu = 0.477691
obj = -250.109293, rho = 0.354074
nSV = 96, nBSV = 87
Total nSV = 96
*
optimization finished, #iter = 125
nu = 0.468055
obj = -241.162244, rho = 0.259223
nSV = 94, nBSV = 82
Total nSV = 94
*
optimization finished, #iter = 148
nu = 0.472896
obj = -243.100815, rho = 0.178538
nSV = 97, nBSV = 84
Total nSV = 97
*
optimization finished, #iter = 122
nu = 0.482057
obj = -249.410437, rho = 0.390417
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 164
nu = 0.452399
obj = -235.059367, rho = 0.519502
nSV = 96, nBSV = 78
Total nSV = 96
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 100
nu = 0.469719
obj = -282.682504, rho = 0.360901
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 136
nu = 0.458776
obj = -272.163217, rho = 0.280998
nSV = 93, nBSV = 81
Total nSV = 93
*
optimization finished, #iter = 160
nu = 0.461593
obj = -274.329381, rho = 0.213851
nSV = 95, nBSV = 81
Total nSV = 95
*
optimization finished, #iter = 101
nu = 0.472606
obj = -281.639792, rho = 0.465900
nSV = 97, nBSV = 86
Total nSV = 97
*
optimization finished, #iter = 188
nu = 0.441806
obj = -265.949779, rho = 0.571909
nSV = 96, nBSV = 79
Total nSV = 96
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 95
nu = 0.462224
obj = -319.492994, rho = 0.365719
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 149
nu = 0.449587
obj = -307.226714, rho = 0.290564
nSV = 93, nBSV = 79
Total nSV = 93
*
optimization finished, #iter = 139
nu = 0.453147
obj = -309.767605, rho = 0.265352
nSV = 92, nBSV = 81
Total nSV = 92
*
optimization finished, #iter = 122
nu = 0.462884
obj = -318.208542, rho = 0.490065
nSV = 95, nBSV = 84
Total nSV = 95
*
optimization finished, #iter = 149
nu = 0.432935
obj = -301.241784, rho = 0.624951
nSV = 92, nBSV = 79
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 105
nu = 0.454274
obj = -361.143208, rho = 0.354511
nSV = 93, nBSV = 83
Total nSV = 93
*
optimization finished, #iter = 149
nu = 0.439644
obj = -347.067271, rho = 0.314823
nSV = 92, nBSV = 78
Total nSV = 92
*
optimization finished, #iter = 170
nu = 0.444331
obj = -349.854777, rho = 0.285571
nSV = 93, nBSV = 79
Total nSV = 93
*
optimization finished, #iter = 120
nu = 0.453844
obj = -359.754567, rho = 0.510355
nSV = 94, nBSV = 83
Total nSV = 94
*
optimization finished, #iter = 159
nu = 0.425290
obj = -341.479564, rho = 0.675096
nSV = 89, nBSV = 74
Total nSV = 89
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 105
nu = 0.446223
obj = -408.325273, rho = 0.329649
nSV = 93, nBSV = 81
Total nSV = 93
*
optimization finished, #iter = 161
nu = 0.431746
obj = -392.301515, rho = 0.337171
nSV = 90, nBSV = 75
Total nSV = 90
*
optimization finished, #iter = 160
nu = 0.438003
obj = -395.155526, rho = 0.300270
nSV = 90, nBSV = 77
Total nSV = 90
*
optimization finished, #iter = 126
nu = 0.448607
obj = -406.735626, rho = 0.528340
nSV = 91, nBSV = 82
Total nSV = 91
*
optimization finished, #iter = 127
nu = 0.419084
obj = -387.302599, rho = 0.722025
nSV = 86, nBSV = 72
Total nSV = 86
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 156
nu = 0.439233
obj = -461.757988, rho = 0.297843
nSV = 91, nBSV = 78
Total nSV = 91
*
optimization finished, #iter = 170
nu = 0.424939
obj = -443.469438, rho = 0.344574
nSV = 89, nBSV = 71
Total nSV = 89
*
optimization finished, #iter = 165
nu = 0.428936
obj = -446.379540, rho = 0.275224
nSV = 89, nBSV = 75
Total nSV = 89
*
optimization finished, #iter = 150
nu = 0.442936
obj = -459.450976, rho = 0.501349
nSV = 91, nBSV = 78
Total nSV = 91
*.*
optimization finished, #iter = 204
nu = 0.413771
obj = -439.334550, rho = 0.780096
nSV = 85, nBSV = 69
Total nSV = 85
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 161
nu = 0.431909
obj = -522.219800, rho = 0.266588
nSV = 90, nBSV = 77
Total nSV = 90
*.*
optimization finished, #iter = 249
nu = 0.416538
obj = -501.481312, rho = 0.317306
nSV = 89, nBSV = 70
Total nSV = 89
*.*
optimization finished, #iter = 196
nu = 0.422338
obj = -504.331832, rho = 0.279032
nSV = 88, nBSV = 73
Total nSV = 88
*
optimization finished, #iter = 178
nu = 0.436936
obj = -518.723271, rho = 0.479862
nSV = 90, nBSV = 74
Total nSV = 90
*.*
optimization finished, #iter = 240
nu = 0.407610
obj = -498.431971, rho = 0.805139
nSV = 89, nBSV = 67
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 182
nu = 0.425275
obj = -590.654369, rho = 0.238521
nSV = 90, nBSV = 75
Total nSV = 90
*.*
optimization finished, #iter = 245
nu = 0.408510
obj = -567.448712, rho = 0.306769
nSV = 89, nBSV = 69
Total nSV = 89
*.*
optimization finished, #iter = 200
nu = 0.413909
obj = -569.947293, rho = 0.331364
nSV = 87, nBSV = 69
Total nSV = 87
*.*
optimization finished, #iter = 249
nu = 0.427849
obj = -585.688079, rho = 0.503676
nSV = 90, nBSV = 71
Total nSV = 90
*.*
optimization finished, #iter = 283
nu = 0.401415
obj = -565.760013, rho = 0.825930
nSV = 88, nBSV = 66
Total nSV = 88
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 165
nu = 0.419569
obj = -668.037356, rho = 0.312402
nSV = 87, nBSV = 74
Total nSV = 87
*.*
optimization finished, #iter = 231
nu = 0.400356
obj = -642.633590, rho = 0.347740
nSV = 88, nBSV = 68
Total nSV = 88
*.*
optimization finished, #iter = 257
nu = 0.405287
obj = -644.583856, rho = 0.401751
nSV = 86, nBSV = 66
Total nSV = 86
*.*
optimization finished, #iter = 240
nu = 0.419403
obj = -661.650956, rho = 0.528981
nSV = 88, nBSV = 68
Total nSV = 88
*.*
optimization finished, #iter = 255
nu = 0.395651
obj = -642.510452, rho = 0.836773
nSV = 88, nBSV = 66
Total nSV = 88
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 189
nu = 0.414097
obj = -755.142873, rho = 0.353713
nSV = 87, nBSV = 71
Total nSV = 87
*.*
optimization finished, #iter = 231
nu = 0.393446
obj = -728.336737, rho = 0.403585
nSV = 87, nBSV = 66
Total nSV = 87
*.*
optimization finished, #iter = 262
nu = 0.397956
obj = -729.504518, rho = 0.490796
nSV = 85, nBSV = 65
Total nSV = 85
*.*
optimization finished, #iter = 234
nu = 0.411726
obj = -747.816786, rho = 0.583202
nSV = 88, nBSV = 69
Total nSV = 88
.*
optimization finished, #iter = 341
nu = 0.390575
obj = -729.929846, rho = 0.862252
nSV = 86, nBSV = 64
Total nSV = 86
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 193
nu = 0.407944
obj = -853.350887, rho = 0.406812
nSV = 87, nBSV = 70
Total nSV = 87
*.*
optimization finished, #iter = 259
nu = 0.387196
obj = -825.915320, rho = 0.506516
nSV = 87, nBSV = 66
Total nSV = 87
*.*
optimization finished, #iter = 281
nu = 0.391293
obj = -825.945332, rho = 0.518737
nSV = 84, nBSV = 63
Total nSV = 84
*.*
optimization finished, #iter = 269
nu = 0.404954
obj = -845.372549, rho = 0.651158
nSV = 88, nBSV = 67
Total nSV = 88
.*
optimization finished, #iter = 303
nu = 0.385914
obj = -829.444328, rho = 0.876215
nSV = 85, nBSV = 64
Total nSV = 85
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 282
nu = 0.402082
obj = -964.055884, rho = 0.485200
nSV = 87, nBSV = 67
Total nSV = 87
.*
optimization finished, #iter = 278
nu = 0.381800
obj = -936.898179, rho = 0.630530
nSV = 87, nBSV = 65
Total nSV = 87
.*
optimization finished, #iter = 281
nu = 0.385509
obj = -935.407006, rho = 0.511365
nSV = 83, nBSV = 61
Total nSV = 83
*.*
optimization finished, #iter = 275
nu = 0.398367
obj = -955.741503, rho = 0.733282
nSV = 87, nBSV = 66
Total nSV = 87
.*
optimization finished, #iter = 339
nu = 0.381910
obj = -942.583096, rho = 0.899574
nSV = 86, nBSV = 64
Total nSV = 86
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 302
nu = 0.395832
obj = -1088.897721, rho = 0.650707
nSV = 86, nBSV = 65
Total nSV = 86
.*
optimization finished, #iter = 308
nu = 0.376790
obj = -1062.974677, rho = 0.737134
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 331
nu = 0.380148
obj = -1059.389144, rho = 0.534448
nSV = 81, nBSV = 61
Total nSV = 81
.*
optimization finished, #iter = 301
nu = 0.391305
obj = -1080.720628, rho = 0.815696
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 349
nu = 0.378324
obj = -1071.004116, rho = 0.931000
nSV = 86, nBSV = 64
Total nSV = 86
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 324
nu = 0.389307
obj = -1229.711780, rho = 0.863705
nSV = 86, nBSV = 62
Total nSV = 86
.*
optimization finished, #iter = 320
nu = 0.372749
obj = -1205.975875, rho = 0.836623
nSV = 86, nBSV = 63
Total nSV = 86
.*
optimization finished, #iter = 292
nu = 0.375586
obj = -1199.594978, rho = 0.649624
nSV = 81, nBSV = 61
Total nSV = 81
.*
optimization finished, #iter = 324
nu = 0.385428
obj = -1222.261611, rho = 0.926946
nSV = 83, nBSV = 63
Total nSV = 83
.*.*
optimization finished, #iter = 401
nu = 0.374556
obj = -1216.695559, rho = 1.078741
nSV = 85, nBSV = 62
Total nSV = 85
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 419
nu = 0.382512
obj = -1388.744156, rho = 1.087473
nSV = 86, nBSV = 60
Total nSV = 86
.*.*
optimization finished, #iter = 393
nu = 0.369209
obj = -1367.675225, rho = 0.912016
nSV = 82, nBSV = 61
Total nSV = 82
.*
optimization finished, #iter = 375
nu = 0.370720
obj = -1357.813977, rho = 0.767560
nSV = 81, nBSV = 57
Total nSV = 81
.*
optimization finished, #iter = 329
nu = 0.379863
obj = -1382.072746, rho = 1.050289
nSV = 84, nBSV = 62
Total nSV = 84
.*.*
optimization finished, #iter = 456
nu = 0.371266
obj = -1381.843889, rho = 1.273361
nSV = 83, nBSV = 62
Total nSV = 83
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 363
nu = 0.376538
obj = -1568.343823, rho = 1.277974
nSV = 85, nBSV = 60
Total nSV = 85
.*.*
optimization finished, #iter = 427
nu = 0.366552
obj = -1549.927206, rho = 1.031927
nSV = 82, nBSV = 60
Total nSV = 82
.*.*
optimization finished, #iter = 452
nu = 0.365130
obj = -1536.884730, rho = 0.790376
nSV = 82, nBSV = 57
Total nSV = 82
.*.*
optimization finished, #iter = 456
nu = 0.374124
obj = -1562.526348, rho = 1.162521
nSV = 84, nBSV = 59
Total nSV = 84
.*.*
optimization finished, #iter = 461
nu = 0.368045
obj = -1568.778769, rho = 1.340141
nSV = 83, nBSV = 60
Total nSV = 83
Cross Validation Accuracy = 83.3333%
.*
optimization finished, #iter = 342
nu = 0.371342
obj = -1770.479401, rho = 1.458266
nSV = 85, nBSV = 60
Total nSV = 85
.*.*
optimization finished, #iter = 462
nu = 0.362784
obj = -1754.990386, rho = 1.170742
nSV = 82, nBSV = 56
Total nSV = 82
..*.*
optimization finished, #iter = 618
nu = 0.359860
obj = -1739.651861, rho = 0.743235
nSV = 82, nBSV = 55
Total nSV = 82
.*.*
optimization finished, #iter = 391
nu = 0.368147
obj = -1766.582382, rho = 1.347424
nSV = 84, nBSV = 59
Total nSV = 84
.*.*
optimization finished, #iter = 505
nu = 0.365362
obj = -1779.839142, rho = 1.436328
nSV = 84, nBSV = 59
Total nSV = 84
Cross Validation Accuracy = 83.75%
.*.*
optimization finished, #iter = 515
nu = 0.366007
obj = -1997.401114, rho = 1.650415
nSV = 86, nBSV = 57
Total nSV = 86
.*.*
optimization finished, #iter = 453
nu = 0.358667
obj = -1986.220615, rho = 1.371090
nSV = 82, nBSV = 55
Total nSV = 82
.*.*
optimization finished, #iter = 511
nu = 0.355100
obj = -1968.891763, rho = 0.765365
nSV = 82, nBSV = 55
Total nSV = 82
.*
optimization finished, #iter = 364
nu = 0.363311
obj = -1996.956906, rho = 1.550674
nSV = 82, nBSV = 59
Total nSV = 82
.*.*
optimization finished, #iter = 530
nu = 0.362568
obj = -2017.721764, rho = 1.593186
nSV = 84, nBSV = 58
Total nSV = 84
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 609
nu = 0.360265
obj = -2252.437152, rho = 1.836978
nSV = 84, nBSV = 54
Total nSV = 84
.*.*
optimization finished, #iter = 501
nu = 0.354853
obj = -2246.300209, rho = 1.580404
nSV = 83, nBSV = 54
Total nSV = 83
..*.*
optimization finished, #iter = 588
nu = 0.351198
obj = -2227.340856, rho = 0.842915
nSV = 81, nBSV = 54
Total nSV = 81
.*.*
optimization finished, #iter = 439
nu = 0.358461
obj = -2256.134749, rho = 1.769963
nSV = 82, nBSV = 57
Total nSV = 82
..*.*
optimization finished, #iter = 638
nu = 0.359466
obj = -2285.332924, rho = 1.807587
nSV = 86, nBSV = 56
Total nSV = 86
Cross Validation Accuracy = 83.75%
..*.*
optimization finished, #iter = 716
nu = 0.354830
obj = -2538.865483, rho = 2.016456
nSV = 81, nBSV = 53
Total nSV = 81
..*.*
optimization finished, #iter = 674
nu = 0.350503
obj = -2538.783296, rho = 1.811880
nSV = 82, nBSV = 53
Total nSV = 82
..*.*
optimization finished, #iter = 701
nu = 0.346916
obj = -2518.058337, rho = 0.870602
nSV = 80, nBSV = 50
Total nSV = 80
.*.*
optimization finished, #iter = 415
nu = 0.353880
obj = -2547.638065, rho = 2.044713
nSV = 81, nBSV = 57
Total nSV = 81
..*..*
optimization finished, #iter = 841
nu = 0.355920
obj = -2586.531803, rho = 2.007313
nSV = 86, nBSV = 55
Total nSV = 86
Cross Validation Accuracy = 83.75%
..*.*
optimization finished, #iter = 695
nu = 0.350197
obj = -2859.335789, rho = 2.257017
nSV = 82, nBSV = 53
Total nSV = 82
..*.*
optimization finished, #iter = 624
nu = 0.346509
obj = -2867.351376, rho = 2.107940
nSV = 82, nBSV = 53
Total nSV = 82
..*.*
optimization finished, #iter = 739
nu = 0.342679
obj = -2845.057569, rho = 0.857740
nSV = 81, nBSV = 50
Total nSV = 81
..*
optimization finished, #iter = 552
nu = 0.350095
obj = -2874.138611, rho = 2.299517
nSV = 81, nBSV = 56
Total nSV = 81
..*..*
optimization finished, #iter = 874
nu = 0.352056
obj = -2925.215810, rho = 2.118501
nSV = 84, nBSV = 52
Total nSV = 84
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 842
nu = 0.345966
obj = -3216.348712, rho = 2.538692
nSV = 82, nBSV = 53
Total nSV = 82
..*..*
optimization finished, #iter = 793
nu = 0.342452
obj = -3235.504195, rho = 2.372289
nSV = 82, nBSV = 51
Total nSV = 82
..*.*
optimization finished, #iter = 742
nu = 0.338902
obj = -3211.994550, rho = 0.838329
nSV = 82, nBSV = 51
Total nSV = 82
..*.*
optimization finished, #iter = 584
nu = 0.346480
obj = -3238.453444, rho = 2.563629
nSV = 80, nBSV = 55
Total nSV = 80
...*..*
optimization finished, #iter = 1073
nu = 0.348148
obj = -3305.882176, rho = 2.264323
nSV = 84, nBSV = 51
Total nSV = 84
Cross Validation Accuracy = 83.75%
..*..*
optimization finished, #iter = 823
nu = 0.342094
obj = -3612.006922, rho = 2.883606
nSV = 83, nBSV = 53
Total nSV = 83
..*..*
optimization finished, #iter = 789
nu = 0.338757
obj = -3646.814642, rho = 2.646367
nSV = 81, nBSV = 50
Total nSV = 81
...*..*
optimization finished, #iter = 975
nu = 0.335070
obj = -3622.346144, rho = 0.856957
nSV = 81, nBSV = 49
Total nSV = 81
...*.*
optimization finished, #iter = 819
nu = 0.342439
obj = -3643.620380, rho = 2.865844
nSV = 81, nBSV = 54
Total nSV = 81
...*..*
optimization finished, #iter = 1011
nu = 0.344811
obj = -3732.300479, rho = 2.455398
nSV = 86, nBSV = 51
Total nSV = 86
Cross Validation Accuracy = 82.0833%
...*..*
optimization finished, #iter = 1034
nu = 0.337937
obj = -4048.357431, rho = 3.297514
nSV = 83, nBSV = 51
Total nSV = 83
...*..*
optimization finished, #iter = 976
nu = 0.334584
obj = -4105.113106, rho = 2.969139
nSV = 83, nBSV = 47
Total nSV = 83
...*..*
optimization finished, #iter = 984
nu = 0.331526
obj = -4080.084572, rho = 0.994174
nSV = 79, nBSV = 47
Total nSV = 79
...*..*
optimization finished, #iter = 1075
nu = 0.338071
obj = -4093.375881, rho = 3.218855
nSV = 82, nBSV = 51
Total nSV = 82
...*.*
optimization finished, #iter = 892
nu = 0.341335
obj = -4208.436525, rho = 2.852122
nSV = 87, nBSV = 50
Total nSV = 87
Cross Validation Accuracy = 82.0833%
...*.*
optimization finished, #iter = 956
nu = 0.332295
obj = -4529.549042, rho = 3.242394
nSV = 83, nBSV = 50
Total nSV = 83
....*...*
optimization finished, #iter = 1445
nu = 0.329737
obj = -4615.629994, rho = 3.332652
nSV = 84, nBSV = 46
Total nSV = 84
...*..*
optimization finished, #iter = 972
nu = 0.328024
obj = -4588.461610, rho = 1.125756
nSV = 80, nBSV = 45
Total nSV = 80
....*...*
optimization finished, #iter = 1351
nu = 0.333215
obj = -4591.894180, rho = 3.398829
nSV = 83, nBSV = 49
Total nSV = 83
....*..*
optimization finished, #iter = 1223
nu = 0.338121
obj = -4738.050369, rho = 3.308578
nSV = 85, nBSV = 47
Total nSV = 85
Cross Validation Accuracy = 80.8333%
....*..*
optimization finished, #iter = 1180
nu = 0.326654
obj = -5059.210640, rho = 3.137674
nSV = 84, nBSV = 49
Total nSV = 84
....*....*
optimization finished, #iter = 1565
nu = 0.324725
obj = -5183.839483, rho = 3.617419
nSV = 87, nBSV = 45
Total nSV = 87
...*....*.*
optimization finished, #iter = 1589
nu = 0.324142
obj = -5151.164946, rho = 1.163973
nSV = 80, nBSV = 43
Total nSV = 80
....*...*..*
optimization finished, #iter = 1780
nu = 0.328522
obj = -5142.554806, rho = 3.567686
nSV = 81, nBSV = 47
Total nSV = 81
.....*...*
optimization finished, #iter = 1699
nu = 0.333507
obj = -5326.400160, rho = 3.882637
nSV = 86, nBSV = 45
Total nSV = 86
Cross Validation Accuracy = 80.8333%
....*..*
optimization finished, #iter = 1207
nu = 0.319912
obj = -5640.857442, rho = 3.341570
nSV = 82, nBSV = 44
Total nSV = 82
.....*....*
optimization finished, #iter = 1864
nu = 0.319464
obj = -5814.869306, rho = 3.856826
nSV = 84, nBSV = 42
Total nSV = 84
.....*....*
optimization finished, #iter = 1744
nu = 0.319157
obj = -5772.946904, rho = 1.356578
nSV = 79, nBSV = 39
Total nSV = 79
.....*..*
optimization finished, #iter = 1415
nu = 0.323276
obj = -5748.014894, rho = 3.617827
nSV = 78, nBSV = 44
Total nSV = 78
.....*...*
optimization finished, #iter = 1582
nu = 0.328941
obj = -5979.788239, rho = 4.436978
nSV = 89, nBSV = 45
Total nSV = 89
Cross Validation Accuracy = 81.25%
....*..*
optimization finished, #iter = 1331
nu = 0.312227
obj = -6281.930148, rho = 3.368315
nSV = 82, nBSV = 43
Total nSV = 82
.....*....*
optimization finished, #iter = 1733
nu = 0.313163
obj = -6516.589056, rho = 4.312872
nSV = 84, nBSV = 39
Total nSV = 84
......*...*
optimization finished, #iter = 1871
nu = 0.312015
obj = -6463.656987, rho = 1.816552
nSV = 79, nBSV = 37
Total nSV = 79
.....*..*
optimization finished, #iter = 1444
nu = 0.317625
obj = -6413.193202, rho = 3.330629
nSV = 78, nBSV = 41
Total nSV = 78
......*..*
optimization finished, #iter = 1634
nu = 0.323766
obj = -6703.848809, rho = 4.667505
nSV = 88, nBSV = 44
Total nSV = 88
Cross Validation Accuracy = 79.5833%
.....*..*
optimization finished, #iter = 1451
nu = 0.305603
obj = -6985.633927, rho = 3.349037
nSV = 79, nBSV = 41
Total nSV = 79
.....*...*
optimization finished, #iter = 1690
nu = 0.306955
obj = -7297.011922, rho = 4.780602
nSV = 83, nBSV = 39
Total nSV = 83
.....*....*
optimization finished, #iter = 1798
nu = 0.305424
obj = -7232.764333, rho = 2.350285
nSV = 80, nBSV = 36
Total nSV = 80
......*....*
optimization finished, #iter = 2099
nu = 0.310106
obj = -7142.757913, rho = 2.941662
nSV = 80, nBSV = 36
Total nSV = 80
.....*...*
optimization finished, #iter = 1568
nu = 0.319616
obj = -7502.605431, rho = 4.841932
nSV = 87, nBSV = 44
Total nSV = 87
Cross Validation Accuracy = 79.5833%
.....*...*
optimization finished, #iter = 1707
nu = 0.300296
obj = -7748.320270, rho = 3.207494
nSV = 80, nBSV = 39
Total nSV = 80
......*...*
optimization finished, #iter = 1867
nu = 0.302153
obj = -8160.022727, rho = 5.572565
nSV = 82, nBSV = 38
Total nSV = 82
.......*.....*
optimization finished, #iter = 2323
nu = 0.299241
obj = -8085.776292, rho = 2.890905
nSV = 81, nBSV = 37
Total nSV = 81
.......*....*
optimization finished, #iter = 2223
nu = 0.301297
obj = -7950.920206, rho = 2.511146
nSV = 79, nBSV = 36
Total nSV = 79
.......*....*
optimization finished, #iter = 2217
nu = 0.313357
obj = -8380.017414, rho = 5.309889
nSV = 86, nBSV = 39
Total nSV = 86
Cross Validation Accuracy = 80.8333%
......*..*
optimization finished, #iter = 1728
nu = 0.295112
obj = -8566.401728, rho = 2.865852
nSV = 80, nBSV = 40
Total nSV = 80
......*..*
optimization finished, #iter = 1687
nu = 0.298192
obj = -9104.789544, rho = 6.560385
nSV = 78, nBSV = 37
Total nSV = 78
......*.....*
optimization finished, #iter = 2148
nu = 0.293493
obj = -9027.321775, rho = 3.485450
nSV = 81, nBSV = 36
Total nSV = 81
.........*......*
optimization finished, #iter = 2922
nu = 0.293519
obj = -8843.620736, rho = 1.985749
nSV = 82, nBSV = 35
Total nSV = 82
.....*...*
optimization finished, #iter = 1649
nu = 0.307318
obj = -9347.555093, rho = 6.017302
nSV = 84, nBSV = 38
Total nSV = 84
Cross Validation Accuracy = 80.4167%
........*....*
optimization finished, #iter = 2396
nu = 0.289054
obj = -9433.106135, rho = 2.566079
nSV = 82, nBSV = 35
Total nSV = 82
......*...*
optimization finished, #iter = 1873
nu = 0.294485
obj = -10128.067059, rho = 7.493414
nSV = 79, nBSV = 37
Total nSV = 79
.......*.....*
optimization finished, #iter = 2322
nu = 0.288517
obj = -10060.557310, rho = 4.076653
nSV = 82, nBSV = 36
Total nSV = 82
.........*.......*
optimization finished, #iter = 3088
nu = 0.285981
obj = -9825.474918, rho = 1.364509
nSV = 86, nBSV = 35
Total nSV = 86
.......*.....*
optimization finished, #iter = 2319
nu = 0.302643
obj = -10403.749748, rho = 6.927934
nSV = 83, nBSV = 35
Total nSV = 83
Cross Validation Accuracy = 81.25%
.........*.......*
optimization finished, #iter = 3218
nu = 0.279352
obj = -10355.938353, rho = 2.205607
nSV = 82, nBSV = 29
Total nSV = 82
.......*...*
optimization finished, #iter = 2001
nu = 0.287543
obj = -11236.886936, rho = 7.767907
nSV = 77, nBSV = 33
Total nSV = 77
........*.....*
optimization finished, #iter = 2566
nu = 0.284207
obj = -11181.549043, rho = 4.691850
nSV = 82, nBSV = 34
Total nSV = 82
........*......*
optimization finished, #iter = 2768
nu = 0.278946
obj = -10899.291510, rho = 0.812955
nSV = 87, nBSV = 36
Total nSV = 87
........*....*
optimization finished, #iter = 2337
nu = 0.295667
obj = -11552.452783, rho = 7.798074
nSV = 81, nBSV = 34
Total nSV = 81
Cross Validation Accuracy = 79.5833%
...........*.....*
optimization finished, #iter = 3148
nu = 0.267804
obj = -11355.322027, rho = 1.850625
nSV = 84, nBSV = 28
Total nSV = 84
........*...*
optimization finished, #iter = 2148
nu = 0.281320
obj = -12438.644259, rho = 8.063691
nSV = 76, nBSV = 32
Total nSV = 76
..........*......*
optimization finished, #iter = 3119
nu = 0.279025
obj = -12388.935252, rho = 5.557985
nSV = 85, nBSV = 33
Total nSV = 85
........*.......*
optimization finished, #iter = 2893
nu = 0.272611
obj = -12066.403165, rho = 0.531955
nSV = 85, nBSV = 33
Total nSV = 85
........*.....*
optimization finished, #iter = 2569
nu = 0.287333
obj = -12806.656255, rho = 8.582929
nSV = 81, nBSV = 31
Total nSV = 81
Cross Validation Accuracy = 78.75%
.............*.........*
optimization finished, #iter = 4292
nu = 0.257668
obj = -12436.497077, rho = 1.318962
nSV = 83, nBSV = 28
Total nSV = 83
.........*.....*
optimization finished, #iter = 2704
nu = 0.274964
obj = -13728.582096, rho = 8.435307
nSV = 77, nBSV = 28
Total nSV = 77
.........*.....*
optimization finished, #iter = 2821
nu = 0.273097
obj = -13682.400989, rho = 6.325648
nSV = 85, nBSV = 31
Total nSV = 85
.........*....*
optimization finished, #iter = 2508
nu = 0.265949
obj = -13323.188612, rho = 0.581117
nSV = 86, nBSV = 31
Total nSV = 86
..........*.....*
optimization finished, #iter = 2865
nu = 0.278889
obj = -14181.286088, rho = 9.307659
nSV = 82, nBSV = 30
Total nSV = 82
Cross Validation Accuracy = 80%
..............*........*
optimization finished, #iter = 4359
nu = 0.247751
obj = -13593.534160, rho = 0.982021
nSV = 84, nBSV = 25
Total nSV = 84
..........*....*
optimization finished, #iter = 2786
nu = 0.268452
obj = -15104.291653, rho = 9.102338
nSV = 79, nBSV = 28
Total nSV = 79
............*.....*
optimization finished, #iter = 3327
nu = 0.265965
obj = -15066.182566, rho = 7.466638
nSV = 83, nBSV = 27
Total nSV = 83
..........*...........*
optimization finished, #iter = 4089
nu = 0.259388
obj = -14669.434807, rho = 0.682528
nSV = 87, nBSV = 30
Total nSV = 87
............*.....*
optimization finished, #iter = 3384
nu = 0.271216
obj = -15680.948669, rho = 10.253374
nSV = 81, nBSV = 29
Total nSV = 81
Cross Validation Accuracy = 78.75%
..............*..........*
optimization finished, #iter = 4810
nu = 0.237614
obj = -14832.028874, rho = 1.164909
nSV = 82, nBSV = 24
Total nSV = 82
..............*........*
optimization finished, #iter = 4341
nu = 0.261338
obj = -16555.847725, rho = 9.918409
nSV = 82, nBSV = 23
Total nSV = 82
............*.......*
optimization finished, #iter = 3658
nu = 0.257729
obj = -16547.482986, rho = 7.976650
nSV = 82, nBSV = 26
Total nSV = 82
...........*.....*
optimization finished, #iter = 3175
nu = 0.252249
obj = -16099.083338, rho = 0.944133
nSV = 84, nBSV = 28
Total nSV = 84
.............*......*
optimization finished, #iter = 3737
nu = 0.263068
obj = -17307.831352, rho = 10.707343
nSV = 79, nBSV = 27
Total nSV = 79
Cross Validation Accuracy = 78.75%
...............*.........*
optimization finished, #iter = 4790
nu = 0.229036
obj = -16142.101628, rho = 1.164978
nSV = 82, nBSV = 23
Total nSV = 82
.............*........*
optimization finished, #iter = 4156
nu = 0.251403
obj = -18097.805231, rho = 10.195451
nSV = 80, nBSV = 22
Total nSV = 80
..............*.....*
optimization finished, #iter = 3764
nu = 0.250855
obj = -18116.896507, rho = 8.706876
nSV = 81, nBSV = 26
Total nSV = 81
...........*.....*
optimization finished, #iter = 3133
nu = 0.244918
obj = -17606.285376, rho = 1.430412
nSV = 83, nBSV = 26
Total nSV = 83
.............*.......*
optimization finished, #iter = 4000
nu = 0.254674
obj = -19070.780862, rho = 10.995550
nSV = 79, nBSV = 25
Total nSV = 79
Cross Validation Accuracy = 79.1667%
.............*........*.*
optimization finished, #iter = 4327
nu = 0.220612
obj = -17507.291815, rho = 1.663260
nSV = 78, nBSV = 22
Total nSV = 78
..............*......*
optimization finished, #iter = 4019
nu = 0.241438
obj = -19739.074319, rho = 10.228956
nSV = 81, nBSV = 20
Total nSV = 81
...............*........*
optimization finished, #iter = 4418
nu = 0.244878
obj = -19740.265503, rho = 9.464410
nSV = 79, nBSV = 23
Total nSV = 79
...............*........*
optimization finished, #iter = 4453
nu = 0.237149
obj = -19182.160413, rho = 2.258686
nSV = 82, nBSV = 24
Total nSV = 82
..............*.......*
optimization finished, #iter = 4187
nu = 0.245821
obj = -20981.941793, rho = 11.072310
nSV = 81, nBSV = 24
Total nSV = 81
Cross Validation Accuracy = 79.5833%
..............*.......*
optimization finished, #iter = 4161
nu = 0.212735
obj = -18900.326661, rho = 1.764755
nSV = 74, nBSV = 21
Total nSV = 74
.................*......*
optimization finished, #iter = 4496
nu = 0.232611
obj = -21469.853582, rho = 10.255564
nSV = 79, nBSV = 18
Total nSV = 79
..............*......*
optimization finished, #iter = 3892
nu = 0.236554
obj = -21401.966956, rho = 9.963256
nSV = 78, nBSV = 22
Total nSV = 78
...................*...............*...*
optimization finished, #iter = 7058
nu = 0.228700
obj = -20812.295727, rho = 2.652784
nSV = 83, nBSV = 21
Total nSV = 83
...............*.........*
optimization finished, #iter = 4618
nu = 0.237191
obj = -23050.683788, rho = 10.823080
nSV = 84, nBSV = 23
Total nSV = 84
Cross Validation Accuracy = 79.5833%
.............*......*
optimization finished, #iter = 3802
nu = 0.205828
obj = -20276.734284, rho = 1.602863
nSV = 73, nBSV = 21
Total nSV = 73
................*.........*
optimization finished, #iter = 4945
nu = 0.222390
obj = -23280.041899, rho = 10.639065
nSV = 79, nBSV = 16
Total nSV = 79
.................*............*......*
optimization finished, #iter = 6572
nu = 0.227806
obj = -23088.695099, rho = 10.253233
nSV = 79, nBSV = 19
Total nSV = 79
.....................*..........*
optimization finished, #iter = 6038
nu = 0.216412
obj = -22528.027016, rho = 2.895311
nSV = 79, nBSV = 18
Total nSV = 79
.................*.......*
optimization finished, #iter = 4754
nu = 0.229831
obj = -25270.349948, rho = 10.680840
nSV = 82, nBSV = 23
Total nSV = 82
Cross Validation Accuracy = 79.1667%
..............*......*
optimization finished, #iter = 3967
nu = 0.199907
obj = -21565.201250, rho = 1.661772
nSV = 72, nBSV = 21
Total nSV = 72
..................*.............*
optimization finished, #iter = 6085
nu = 0.211101
obj = -25201.392664, rho = 11.034598
nSV = 81, nBSV = 18
Total nSV = 81
...................*...........*
optimization finished, #iter = 5806
nu = 0.215973
obj = -24812.742075, rho = 10.107267
nSV = 79, nBSV = 18
Total nSV = 79
.....................*..............*
optimization finished, #iter = 6827
nu = 0.205040
obj = -24362.028762, rho = 3.535692
nSV = 78, nBSV = 16
Total nSV = 78
..................*.........*
optimization finished, #iter = 5165
nu = 0.223375
obj = -27606.110685, rho = 10.829814
nSV = 83, nBSV = 22
Total nSV = 83
Cross Validation Accuracy = 79.5833%
...............*.......*
optimization finished, #iter = 4373
nu = 0.190326
obj = -22709.148939, rho = 2.818279
nSV = 71, nBSV = 15
Total nSV = 71
......................*............*
optimization finished, #iter = 6696
nu = 0.200071
obj = -27244.838249, rho = 11.740335
nSV = 82, nBSV = 15
Total nSV = 82
.....................*.......*
optimization finished, #iter = 5517
nu = 0.203381
obj = -26608.910580, rho = 10.157124
nSV = 77, nBSV = 17
Total nSV = 77
......................*.............*
optimization finished, #iter = 6816
nu = 0.193700
obj = -26313.535322, rho = 4.578124
nSV = 82, nBSV = 15
Total nSV = 82
.......................*...............*
optimization finished, #iter = 7286
nu = 0.216096
obj = -30031.118855, rho = 11.053485
nSV = 84, nBSV = 19
Total nSV = 84
Cross Validation Accuracy = 77.9167%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.165808, rho = 0.994062
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165798, rho = 0.994228
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165788, rho = 0.993610
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165812, rho = 0.994050
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163832, rho = 0.994062
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.190433, rho = 0.993285
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190420, rho = 0.993369
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190406, rho = 0.992706
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190438, rho = 0.993165
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.188159, rho = 0.993179
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.218702, rho = 0.992287
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218684, rho = 0.992383
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218667, rho = 0.991621
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218709, rho = 0.992149
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.216086, rho = 0.991983
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.251160, rho = 0.991177
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251135, rho = 0.991250
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.251113, rho = 0.990471
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251168, rho = 0.990981
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.248147, rho = 0.990790
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.288425, rho = 0.989865
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.288393, rho = 0.989949
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288363, rho = 0.989054
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.288436, rho = 0.989640
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.284956, rho = 0.989421
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.331201, rho = 0.988359
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.331161, rho = 0.988353
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331121, rho = 0.987298
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.331217, rho = 0.988225
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.327206, rho = 0.987949
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.380324, rho = 0.986426
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.380269, rho = 0.986620
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.380217, rho = 0.985409
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.380343, rho = 0.986473
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.375718, rho = 0.986156
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.436688, rho = 0.984408
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.436616, rho = 0.984631
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.436547, rho = 0.983240
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.436714, rho = 0.984462
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.431377, rho = 0.984098
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.501374, rho = 0.982089
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.501278, rho = 0.982346
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.501187, rho = 0.980748
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.501407, rho = 0.982152
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.495246, rho = 0.981733
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.575603, rho = 0.979426
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.575476, rho = 0.979721
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.575356, rho = 0.977885
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.575646, rho = 0.979498
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.568528, rho = 0.979017
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.660773, rho = 0.976366
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.660606, rho = 0.976705
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.660447, rho = 0.974596
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.660831, rho = 0.976449
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.652599, rho = 0.975897
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.758455, rho = 0.972852
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.758235, rho = 0.973241
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.758025, rho = 0.970819
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.758531, rho = 0.972947
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.749005, rho = 0.972313
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.870489, rho = 0.968816
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.870198, rho = 0.969263
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.869922, rho = 0.966480
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.870592, rho = 0.968925
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.859552, rho = 0.968196
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.998959, rho = 0.964178
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.998578, rho = 0.964692
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.998210, rho = 0.961496
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.999095, rho = 0.964304
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.986288, rho = 0.963467
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.146206, rho = 0.958852
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.145704, rho = 0.959441
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.145221, rho = 0.955770
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.146386, rho = 0.958996
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.131509, rho = 0.958035
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.314939, rho = 0.952855
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.314270, rho = 0.953411
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.313633, rho = 0.949193
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.315170, rho = 0.952899
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.297864, rho = 0.951795
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.508215, rho = 0.945845
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.507332, rho = 0.946483
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.506492, rho = 0.941638
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.508520, rho = 0.945895
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.488353, rho = 0.944627
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.729574, rho = 0.937899
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.728406, rho = 0.938523
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.727296, rho = 0.932958
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.729973, rho = 0.937847
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.706427, rho = 0.936390
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.982849, rho = 0.928664
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.981307, rho = 0.929381
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.979846, rho = 0.922614
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.983375, rho = 0.928605
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.955828, rho = 0.926931
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.272376, rho = 0.918062
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.270344, rho = 0.918383
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.268414, rho = 0.911113
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.273070, rho = 0.917994
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.240769, rho = 0.916072
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.603514, rho = 0.905876
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.600833, rho = 0.906244
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.598286, rho = 0.897892
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.604430, rho = 0.905797
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.566454, rho = 0.903589
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.981577, rho = 0.891882
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.978042, rho = 0.892305
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.974680, rho = 0.882712
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.982786, rho = 0.891792
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.938016, rho = 0.889256
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -3.413076, rho = 0.875951
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.408409, rho = 0.876290
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.403972, rho = 0.865270
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.414669, rho = 0.875701
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.361725, rho = 0.872787
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -3.904958, rho = 0.857503
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.898799, rho = 0.857893
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.892946, rho = 0.845234
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.907060, rho = 0.857216
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.844242, rho = 0.853869
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -4.464986, rho = 0.836463
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -4.456857, rho = 0.836759
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.449135, rho = 0.822219
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.467758, rho = 0.835982
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.392958, rho = 0.832137
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -5.101563, rho = 0.812147
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.090837, rho = 0.812488
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.080647, rho = 0.795785
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.105220, rho = 0.811595
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.015816, rho = 0.807178
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -5.824154, rho = 0.784213
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.810001, rho = 0.784604
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.796556, rho = 0.765417
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.828980, rho = 0.783578
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.721686, rho = 0.778505
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -6.642680, rho = 0.752125
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.624006, rho = 0.752574
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.606264, rho = 0.730534
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.649048, rho = 0.751396
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.519735, rho = 0.745568
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -7.567622, rho = 0.715058
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.542976, rho = 0.715785
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.519564, rho = 0.690332
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.576019, rho = 0.714432
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.419478, rho = 0.707738
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -8.610104, rho = 0.672690
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.577584, rho = 0.673525
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -8.546692, rho = 0.644287
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.621185, rho = 0.671970
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -8.430811, rho = 0.664281
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -9.781260, rho = 0.624240
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -9.738349, rho = 0.624975
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -9.697586, rho = 0.591390
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.795881, rho = 0.623190
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -9.563265, rho = 0.614357
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -11.091648, rho = 0.568363
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -11.035025, rho = 0.569208
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.981238, rho = 0.530628
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.110940, rho = 0.567156
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -10.825351, rho = 0.557010
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -12.550703, rho = 0.504183
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -12.475990, rho = 0.505154
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.405025, rho = 0.461075
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -12.576159, rho = 0.502797
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -12.223852, rho = 0.491142
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 63.75%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -14.166050, rho = 0.430297
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -14.067463, rho = 0.431571
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.973824, rho = 0.380938
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -14.199636, rho = 0.428864
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -13.762938, rho = 0.415476
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 69.1667%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -15.941605, rho = 0.345562
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.811518, rho = 0.347037
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -15.687956, rho = 0.288874
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -15.985927, rho = 0.343928
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -15.442050, rho = 0.328549
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -17.875048, rho = 0.248140
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -17.703395, rho = 0.249951
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -17.540360, rho = 0.182960
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -17.933524, rho = 0.246379
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -17.253061, rho = 0.228713
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 80.4167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -19.956849, rho = 0.136457
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.875000
obj = -19.738126, rho = 0.172491
nSV = 168, nBSV = 168
Total nSV = 168
*
optimization finished, #iter = 90
nu = 0.874509
obj = -19.529200, rho = 0.093646
nSV = 170, nBSV = 166
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.883754
obj = -20.034177, rho = 0.140641
nSV = 170, nBSV = 168
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.869110
obj = -19.188051, rho = 0.151614
nSV = 167, nBSV = 163
Total nSV = 167
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.852896
obj = -22.218703, rho = 0.096400
nSV = 166, nBSV = 163
Total nSV = 166
*
optimization finished, #iter = 84
nu = 0.844573
obj = -21.979444, rho = 0.142941
nSV = 165, nBSV = 161
Total nSV = 165
*
optimization finished, #iter = 81
nu = 0.837297
obj = -21.734565, rho = 0.087228
nSV = 162, nBSV = 160
Total nSV = 162
*
optimization finished, #iter = 87
nu = 0.858505
obj = -22.329392, rho = 0.113830
nSV = 166, nBSV = 163
Total nSV = 166
*
optimization finished, #iter = 86
nu = 0.834672
obj = -21.325406, rho = 0.126667
nSV = 161, nBSV = 158
Total nSV = 161
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.829016
obj = -24.739317, rho = 0.049299
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 80
nu = 0.822917
obj = -24.499138, rho = 0.120543
nSV = 159, nBSV = 157
Total nSV = 159
*
optimization finished, #iter = 93
nu = 0.812361
obj = -24.217980, rho = 0.048456
nSV = 159, nBSV = 154
Total nSV = 159
*
optimization finished, #iter = 86
nu = 0.828190
obj = -24.900781, rho = 0.095930
nSV = 160, nBSV = 158
Total nSV = 160
*
optimization finished, #iter = 81
nu = 0.806045
obj = -23.723795, rho = 0.117041
nSV = 155, nBSV = 152
Total nSV = 155
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.800669
obj = -27.549920, rho = 0.039696
nSV = 157, nBSV = 152
Total nSV = 157
*
optimization finished, #iter = 80
nu = 0.799295
obj = -27.276292, rho = 0.108778
nSV = 155, nBSV = 151
Total nSV = 155
*
optimization finished, #iter = 76
nu = 0.781250
obj = -27.010634, rho = 0.045467
nSV = 151, nBSV = 149
Total nSV = 151
*
optimization finished, #iter = 86
nu = 0.802083
obj = -27.783116, rho = 0.099148
nSV = 156, nBSV = 152
Total nSV = 156
*
optimization finished, #iter = 78
nu = 0.785187
obj = -26.396263, rho = 0.102190
nSV = 150, nBSV = 148
Total nSV = 150
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.774418
obj = -30.708060, rho = 0.040773
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 85
nu = 0.773299
obj = -30.371430, rho = 0.104813
nSV = 151, nBSV = 146
Total nSV = 151
*
optimization finished, #iter = 82
nu = 0.757902
obj = -30.144066, rho = 0.031739
nSV = 147, nBSV = 143
Total nSV = 147
*
optimization finished, #iter = 87
nu = 0.781250
obj = -31.008658, rho = 0.132967
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 80
nu = 0.755165
obj = -29.356741, rho = 0.109178
nSV = 146, nBSV = 143
Total nSV = 146
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.751476
obj = -34.230059, rho = 0.036951
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 82
nu = 0.750000
obj = -33.847786, rho = 0.097439
nSV = 145, nBSV = 141
Total nSV = 145
*
optimization finished, #iter = 81
nu = 0.737027
obj = -33.647588, rho = 0.034807
nSV = 143, nBSV = 140
Total nSV = 143
*
optimization finished, #iter = 86
nu = 0.759880
obj = -34.603991, rho = 0.095699
nSV = 147, nBSV = 144
Total nSV = 147
*
optimization finished, #iter = 91
nu = 0.728028
obj = -32.684868, rho = 0.126894
nSV = 142, nBSV = 136
Total nSV = 142
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.724420
obj = -38.182758, rho = 0.061472
nSV = 143, nBSV = 136
Total nSV = 143
*
optimization finished, #iter = 83
nu = 0.726433
obj = -37.710066, rho = 0.081080
nSV = 142, nBSV = 137
Total nSV = 142
*
optimization finished, #iter = 90
nu = 0.716447
obj = -37.551427, rho = 0.023585
nSV = 141, nBSV = 134
Total nSV = 141
*
optimization finished, #iter = 84
nu = 0.732970
obj = -38.631426, rho = 0.097607
nSV = 143, nBSV = 138
Total nSV = 143
*
optimization finished, #iter = 75
nu = 0.702252
obj = -36.420748, rho = 0.112129
nSV = 137, nBSV = 133
Total nSV = 137
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.698249
obj = -42.647456, rho = 0.083851
nSV = 137, nBSV = 133
Total nSV = 137
*
optimization finished, #iter = 88
nu = 0.698640
obj = -42.056594, rho = 0.085784
nSV = 139, nBSV = 129
Total nSV = 139
*
optimization finished, #iter = 80
nu = 0.690632
obj = -41.933925, rho = 0.023487
nSV = 137, nBSV = 130
Total nSV = 137
*
optimization finished, #iter = 78
nu = 0.712174
obj = -43.154718, rho = 0.105018
nSV = 139, nBSV = 136
Total nSV = 139
*
optimization finished, #iter = 76
nu = 0.680764
obj = -40.604758, rho = 0.122871
nSV = 132, nBSV = 126
Total nSV = 132
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.680967
obj = -47.660386, rho = 0.084633
nSV = 134, nBSV = 127
Total nSV = 134
*
optimization finished, #iter = 87
nu = 0.673004
obj = -46.974752, rho = 0.101564
nSV = 134, nBSV = 126
Total nSV = 134
*
optimization finished, #iter = 81
nu = 0.667772
obj = -46.887632, rho = 0.030821
nSV = 132, nBSV = 125
Total nSV = 132
*
optimization finished, #iter = 80
nu = 0.693734
obj = -48.201329, rho = 0.118542
nSV = 135, nBSV = 131
Total nSV = 135
*
optimization finished, #iter = 84
nu = 0.655849
obj = -45.317932, rho = 0.130944
nSV = 129, nBSV = 122
Total nSV = 129
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.656196
obj = -53.281333, rho = 0.091751
nSV = 131, nBSV = 123
Total nSV = 131
*
optimization finished, #iter = 77
nu = 0.652899
obj = -52.514341, rho = 0.123994
nSV = 128, nBSV = 124
Total nSV = 128
*
optimization finished, #iter = 74
nu = 0.650494
obj = -52.469775, rho = 0.007774
nSV = 127, nBSV = 122
Total nSV = 127
*
optimization finished, #iter = 75
nu = 0.670573
obj = -53.855375, rho = 0.152032
nSV = 131, nBSV = 127
Total nSV = 131
*
optimization finished, #iter = 77
nu = 0.633250
obj = -50.649055, rho = 0.147405
nSV = 124, nBSV = 118
Total nSV = 124
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.634353
obj = -59.674818, rho = 0.117771
nSV = 127, nBSV = 119
Total nSV = 127
*
optimization finished, #iter = 75
nu = 0.634199
obj = -58.736402, rho = 0.118912
nSV = 124, nBSV = 119
Total nSV = 124
*
optimization finished, #iter = 78
nu = 0.628628
obj = -58.748453, rho = -0.014778
nSV = 125, nBSV = 120
Total nSV = 125
*
optimization finished, #iter = 77
nu = 0.650372
obj = -60.222027, rho = 0.190282
nSV = 128, nBSV = 121
Total nSV = 128
*
optimization finished, #iter = 75
nu = 0.615639
obj = -56.632350, rho = 0.161508
nSV = 119, nBSV = 115
Total nSV = 119
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.615533
obj = -66.901171, rho = 0.129265
nSV = 124, nBSV = 116
Total nSV = 124
*
optimization finished, #iter = 80
nu = 0.615383
obj = -65.723961, rho = 0.108128
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 71
nu = 0.615528
obj = -65.799048, rho = -0.027108
nSV = 120, nBSV = 115
Total nSV = 120
*
optimization finished, #iter = 94
nu = 0.628265
obj = -67.413564, rho = 0.240481
nSV = 127, nBSV = 118
Total nSV = 127
*
optimization finished, #iter = 70
nu = 0.596348
obj = -63.382112, rho = 0.202256
nSV = 116, nBSV = 111
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.600345
obj = -75.054626, rho = 0.125405
nSV = 119, nBSV = 113
Total nSV = 119
*
optimization finished, #iter = 75
nu = 0.599569
obj = -73.598854, rho = 0.112810
nSV = 117, nBSV = 112
Total nSV = 117
*
optimization finished, #iter = 82
nu = 0.596666
obj = -73.695369, rho = -0.014296
nSV = 119, nBSV = 110
Total nSV = 119
*
optimization finished, #iter = 80
nu = 0.613268
obj = -75.541315, rho = 0.250230
nSV = 119, nBSV = 112
Total nSV = 119
*
optimization finished, #iter = 86
nu = 0.577808
obj = -70.993043, rho = 0.214713
nSV = 114, nBSV = 108
Total nSV = 114
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 75
nu = 0.585847
obj = -84.219162, rho = 0.103174
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 72
nu = 0.583235
obj = -82.401546, rho = 0.110871
nSV = 114, nBSV = 108
Total nSV = 114
*
optimization finished, #iter = 88
nu = 0.579383
obj = -82.632343, rho = 0.006574
nSV = 115, nBSV = 109
Total nSV = 115
*
optimization finished, #iter = 84
nu = 0.594671
obj = -84.657080, rho = 0.232163
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 96
nu = 0.559537
obj = -79.598601, rho = 0.263662
nSV = 112, nBSV = 103
Total nSV = 112
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.569179
obj = -94.535553, rho = 0.117304
nSV = 114, nBSV = 104
Total nSV = 114
*
optimization finished, #iter = 89
nu = 0.567510
obj = -92.266294, rho = 0.118135
nSV = 114, nBSV = 103
Total nSV = 114
*
optimization finished, #iter = 92
nu = 0.564200
obj = -92.689355, rho = 0.028776
nSV = 111, nBSV = 102
Total nSV = 111
*
optimization finished, #iter = 94
nu = 0.578217
obj = -94.949956, rho = 0.216051
nSV = 115, nBSV = 107
Total nSV = 115
*
optimization finished, #iter = 69
nu = 0.545028
obj = -89.365970, rho = 0.268236
nSV = 107, nBSV = 101
Total nSV = 107
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 101
nu = 0.551607
obj = -106.269513, rho = 0.149191
nSV = 113, nBSV = 103
Total nSV = 113
*
optimization finished, #iter = 108
nu = 0.548004
obj = -103.456359, rho = 0.158641
nSV = 111, nBSV = 102
Total nSV = 111
*
optimization finished, #iter = 92
nu = 0.547939
obj = -104.055425, rho = 0.039279
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 106
nu = 0.561151
obj = -106.592850, rho = 0.213058
nSV = 113, nBSV = 102
Total nSV = 113
*
optimization finished, #iter = 97
nu = 0.530850
obj = -100.361283, rho = 0.274659
nSV = 104, nBSV = 97
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 88
nu = 0.537139
obj = -119.602854, rho = 0.193199
nSV = 110, nBSV = 101
Total nSV = 110
*
optimization finished, #iter = 76
nu = 0.533182
obj = -116.153698, rho = 0.185186
nSV = 105, nBSV = 98
Total nSV = 105
*
optimization finished, #iter = 89
nu = 0.532660
obj = -116.946981, rho = 0.053785
nSV = 107, nBSV = 97
Total nSV = 107
*
optimization finished, #iter = 88
nu = 0.545643
obj = -119.810627, rho = 0.206242
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 95
nu = 0.517998
obj = -112.764315, rho = 0.280264
nSV = 102, nBSV = 92
Total nSV = 102
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 75
nu = 0.526437
obj = -134.705010, rho = 0.267636
nSV = 104, nBSV = 98
Total nSV = 104
*
optimization finished, #iter = 109
nu = 0.518607
obj = -130.490394, rho = 0.214775
nSV = 103, nBSV = 92
Total nSV = 103
*
optimization finished, #iter = 107
nu = 0.518076
obj = -131.572112, rho = 0.085835
nSV = 106, nBSV = 96
Total nSV = 106
*
optimization finished, #iter = 78
nu = 0.531532
obj = -134.798413, rho = 0.216973
nSV = 107, nBSV = 98
Total nSV = 107
*
optimization finished, #iter = 106
nu = 0.503492
obj = -126.805820, rho = 0.297931
nSV = 101, nBSV = 91
Total nSV = 101
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 77
nu = 0.512970
obj = -151.784150, rho = 0.323385
nSV = 104, nBSV = 97
Total nSV = 104
*
optimization finished, #iter = 112
nu = 0.503612
obj = -146.775489, rho = 0.223911
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 97
nu = 0.506926
obj = -148.142557, rho = 0.117979
nSV = 101, nBSV = 93
Total nSV = 101
*
optimization finished, #iter = 102
nu = 0.519629
obj = -151.730483, rho = 0.220480
nSV = 106, nBSV = 96
Total nSV = 106
*
optimization finished, #iter = 108
nu = 0.490872
obj = -142.720918, rho = 0.343566
nSV = 99, nBSV = 84
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 78
nu = 0.502654
obj = -171.126957, rho = 0.336534
nSV = 99, nBSV = 92
Total nSV = 99
*
optimization finished, #iter = 99
nu = 0.490411
obj = -165.297236, rho = 0.234380
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 104
nu = 0.496660
obj = -166.800256, rho = 0.155403
nSV = 101, nBSV = 91
Total nSV = 101
*
optimization finished, #iter = 110
nu = 0.507603
obj = -170.865952, rho = 0.266615
nSV = 102, nBSV = 90
Total nSV = 102
*
optimization finished, #iter = 122
nu = 0.478036
obj = -160.805911, rho = 0.404873
nSV = 98, nBSV = 83
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 79
nu = 0.490830
obj = -193.033821, rho = 0.342746
nSV = 98, nBSV = 90
Total nSV = 98
*
optimization finished, #iter = 112
nu = 0.479259
obj = -186.303301, rho = 0.257906
nSV = 99, nBSV = 86
Total nSV = 99
*
optimization finished, #iter = 128
nu = 0.485127
obj = -187.880656, rho = 0.174085
nSV = 99, nBSV = 86
Total nSV = 99
*
optimization finished, #iter = 112
nu = 0.494803
obj = -192.585479, rho = 0.314942
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 163
nu = 0.466044
obj = -181.367024, rho = 0.467930
nSV = 97, nBSV = 81
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.479318
obj = -217.967790, rho = 0.344905
nSV = 97, nBSV = 87
Total nSV = 97
*
optimization finished, #iter = 106
nu = 0.469925
obj = -210.037619, rho = 0.257280
nSV = 94, nBSV = 82
Total nSV = 94
*
optimization finished, #iter = 134
nu = 0.474421
obj = -211.755086, rho = 0.170638
nSV = 97, nBSV = 83
Total nSV = 97
*
optimization finished, #iter = 120
nu = 0.483982
obj = -217.251514, rho = 0.375827
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 139
nu = 0.454157
obj = -204.822715, rho = 0.509513
nSV = 95, nBSV = 78
Total nSV = 95
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 93
nu = 0.470995
obj = -246.271922, rho = 0.353632
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 128
nu = 0.459603
obj = -236.935893, rho = 0.274062
nSV = 93, nBSV = 81
Total nSV = 93
*
optimization finished, #iter = 140
nu = 0.463191
obj = -238.845891, rho = 0.206174
nSV = 95, nBSV = 81
Total nSV = 95
*
optimization finished, #iter = 133
nu = 0.473737
obj = -245.202725, rho = 0.443573
nSV = 99, nBSV = 85
Total nSV = 99
*
optimization finished, #iter = 188
nu = 0.443373
obj = -231.629068, rho = 0.560669
nSV = 95, nBSV = 79
Total nSV = 95
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 108
nu = 0.463637
obj = -278.251015, rho = 0.359986
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 127
nu = 0.450878
obj = -267.376174, rho = 0.286434
nSV = 93, nBSV = 80
Total nSV = 93
*
optimization finished, #iter = 134
nu = 0.454189
obj = -269.567426, rho = 0.257858
nSV = 93, nBSV = 81
Total nSV = 93
*
optimization finished, #iter = 115
nu = 0.463804
obj = -276.956733, rho = 0.480281
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 171
nu = 0.433999
obj = -262.260281, rho = 0.594764
nSV = 94, nBSV = 79
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 102
nu = 0.455572
obj = -314.390295, rho = 0.349934
nSV = 94, nBSV = 83
Total nSV = 94
*
optimization finished, #iter = 124
nu = 0.440699
obj = -301.890501, rho = 0.309008
nSV = 93, nBSV = 78
Total nSV = 93
*
optimization finished, #iter = 161
nu = 0.445435
obj = -304.313760, rho = 0.279523
nSV = 92, nBSV = 79
Total nSV = 92
*
optimization finished, #iter = 114
nu = 0.454901
obj = -312.982438, rho = 0.499847
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 137
nu = 0.426348
obj = -297.174367, rho = 0.648986
nSV = 90, nBSV = 74
Total nSV = 90
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 136
nu = 0.447546
obj = -355.288680, rho = 0.319881
nSV = 93, nBSV = 80
Total nSV = 93
*
optimization finished, #iter = 172
nu = 0.432607
obj = -341.078679, rho = 0.340092
nSV = 90, nBSV = 76
Total nSV = 90
*
optimization finished, #iter = 141
nu = 0.438051
obj = -343.579637, rho = 0.311439
nSV = 91, nBSV = 76
Total nSV = 91
*
optimization finished, #iter = 118
nu = 0.449273
obj = -353.726827, rho = 0.512953
nSV = 91, nBSV = 82
Total nSV = 91
*
optimization finished, #iter = 184
nu = 0.419787
obj = -336.920603, rho = 0.696992
nSV = 88, nBSV = 72
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 145
nu = 0.439945
obj = -401.605565, rho = 0.276698
nSV = 92, nBSV = 79
Total nSV = 92
*
optimization finished, #iter = 180
nu = 0.425493
obj = -385.370969, rho = 0.322329
nSV = 88, nBSV = 70
Total nSV = 88
*
optimization finished, #iter = 158
nu = 0.429457
obj = -388.011307, rho = 0.287133
nSV = 89, nBSV = 75
Total nSV = 89
*
optimization finished, #iter = 145
nu = 0.443963
obj = -399.382611, rho = 0.482687
nSV = 91, nBSV = 79
Total nSV = 91
*.*
optimization finished, #iter = 212
nu = 0.414357
obj = -382.031885, rho = 0.752206
nSV = 87, nBSV = 69
Total nSV = 87
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 184
nu = 0.432790
obj = -453.984577, rho = 0.231643
nSV = 92, nBSV = 76
Total nSV = 92
*
optimization finished, #iter = 177
nu = 0.416842
obj = -435.598896, rho = 0.288947
nSV = 89, nBSV = 70
Total nSV = 89
*.*
optimization finished, #iter = 210
nu = 0.422079
obj = -438.235872, rho = 0.278733
nSV = 88, nBSV = 72
Total nSV = 88
*
optimization finished, #iter = 169
nu = 0.436970
obj = -450.724906, rho = 0.451752
nSV = 91, nBSV = 75
Total nSV = 91
*.*
optimization finished, #iter = 251
nu = 0.408139
obj = -433.255360, rho = 0.766880
nSV = 89, nBSV = 67
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 180
nu = 0.425961
obj = -513.192156, rho = 0.206274
nSV = 91, nBSV = 75
Total nSV = 91
*
optimization finished, #iter = 185
nu = 0.408365
obj = -492.703676, rho = 0.294911
nSV = 89, nBSV = 69
Total nSV = 89
*.*
optimization finished, #iter = 229
nu = 0.413751
obj = -495.137030, rho = 0.317670
nSV = 87, nBSV = 67
Total nSV = 87
*.*
optimization finished, #iter = 194
nu = 0.428129
obj = -508.680543, rho = 0.460836
nSV = 89, nBSV = 71
Total nSV = 89
*.*
optimization finished, #iter = 257
nu = 0.401918
obj = -491.549613, rho = 0.779799
nSV = 88, nBSV = 66
Total nSV = 88
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 163
nu = 0.420535
obj = -580.023752, rho = 0.288148
nSV = 88, nBSV = 73
Total nSV = 88
*.*
optimization finished, #iter = 194
nu = 0.400290
obj = -557.770206, rho = 0.348441
nSV = 87, nBSV = 67
Total nSV = 87
*.*
optimization finished, #iter = 241
nu = 0.405356
obj = -559.785364, rho = 0.397624
nSV = 86, nBSV = 66
Total nSV = 86
*.*
optimization finished, #iter = 244
nu = 0.419921
obj = -574.331725, rho = 0.485420
nSV = 88, nBSV = 68
Total nSV = 88
.*
optimization finished, #iter = 268
nu = 0.396125
obj = -557.941961, rho = 0.792010
nSV = 88, nBSV = 66
Total nSV = 88
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 196
nu = 0.414523
obj = -655.201377, rho = 0.334402
nSV = 87, nBSV = 70
Total nSV = 87
*.*
optimization finished, #iter = 239
nu = 0.393333
obj = -631.863533, rho = 0.413366
nSV = 87, nBSV = 66
Total nSV = 87
*.*
optimization finished, #iter = 238
nu = 0.398208
obj = -633.244515, rho = 0.469759
nSV = 85, nBSV = 65
Total nSV = 85
*.*
optimization finished, #iter = 237
nu = 0.412217
obj = -648.678366, rho = 0.524879
nSV = 88, nBSV = 69
Total nSV = 88
*.*
optimization finished, #iter = 280
nu = 0.390681
obj = -633.523555, rho = 0.785487
nSV = 86, nBSV = 64
Total nSV = 86
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 205
nu = 0.408304
obj = -739.903421, rho = 0.419007
nSV = 87, nBSV = 69
Total nSV = 87
*.*
optimization finished, #iter = 243
nu = 0.387110
obj = -716.144771, rho = 0.512497
nSV = 87, nBSV = 65
Total nSV = 87
*.*
optimization finished, #iter = 226
nu = 0.391599
obj = -716.535731, rho = 0.465763
nSV = 85, nBSV = 64
Total nSV = 85
*.*
optimization finished, #iter = 256
nu = 0.405179
obj = -732.741899, rho = 0.586492
nSV = 88, nBSV = 67
Total nSV = 88
.*
optimization finished, #iter = 313
nu = 0.386040
obj = -719.513148, rho = 0.804765
nSV = 85, nBSV = 64
Total nSV = 85
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 272
nu = 0.402229
obj = -835.203680, rho = 0.522326
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 329
nu = 0.381580
obj = -811.892914, rho = 0.610218
nSV = 87, nBSV = 65
Total nSV = 87
.*
optimization finished, #iter = 289
nu = 0.385742
obj = -810.891131, rho = 0.474297
nSV = 83, nBSV = 62
Total nSV = 83
*.*
optimization finished, #iter = 238
nu = 0.398146
obj = -827.756763, rho = 0.664129
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 267
nu = 0.381995
obj = -817.147064, rho = 0.821863
nSV = 86, nBSV = 64
Total nSV = 86
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 288
nu = 0.395641
obj = -942.548061, rho = 0.683663
nSV = 87, nBSV = 63
Total nSV = 87
.*
optimization finished, #iter = 303
nu = 0.376758
obj = -920.522036, rho = 0.719641
nSV = 86, nBSV = 64
Total nSV = 86
.*
optimization finished, #iter = 300
nu = 0.380414
obj = -917.622339, rho = 0.547808
nSV = 82, nBSV = 62
Total nSV = 82
.*
optimization finished, #iter = 278
nu = 0.391044
obj = -935.320605, rho = 0.743657
nSV = 85, nBSV = 64
Total nSV = 85
.*.*
optimization finished, #iter = 425
nu = 0.378023
obj = -927.864545, rho = 0.866534
nSV = 86, nBSV = 62
Total nSV = 86
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 380
nu = 0.388858
obj = -1063.532054, rho = 0.856224
nSV = 87, nBSV = 60
Total nSV = 87
.*
optimization finished, #iter = 295
nu = 0.372775
obj = -1043.433425, rho = 0.806049
nSV = 85, nBSV = 62
Total nSV = 85
.*
optimization finished, #iter = 336
nu = 0.375688
obj = -1038.105432, rho = 0.676287
nSV = 82, nBSV = 59
Total nSV = 82
.*
optimization finished, #iter = 324
nu = 0.384970
obj = -1056.889710, rho = 0.867727
nSV = 85, nBSV = 62
Total nSV = 85
.*.*
optimization finished, #iter = 416
nu = 0.374294
obj = -1053.390480, rho = 1.019394
nSV = 85, nBSV = 62
Total nSV = 85
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 397
nu = 0.381926
obj = -1200.060304, rho = 1.045626
nSV = 87, nBSV = 61
Total nSV = 87
.*
optimization finished, #iter = 337
nu = 0.369446
obj = -1182.127997, rho = 0.903009
nSV = 84, nBSV = 62
Total nSV = 84
.*.*
optimization finished, #iter = 463
nu = 0.369634
obj = -1174.245765, rho = 0.705158
nSV = 83, nBSV = 58
Total nSV = 83
.*.*
optimization finished, #iter = 385
nu = 0.378914
obj = -1194.138076, rho = 0.980702
nSV = 84, nBSV = 61
Total nSV = 84
.*..*
optimization finished, #iter = 619
nu = 0.370542
obj = -1195.492064, rho = 1.168013
nSV = 83, nBSV = 60
Total nSV = 83
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 338
nu = 0.375966
obj = -1353.890918, rho = 1.206095
nSV = 86, nBSV = 59
Total nSV = 86
.*.*
optimization finished, #iter = 430
nu = 0.365988
obj = -1338.040571, rho = 1.021020
nSV = 84, nBSV = 58
Total nSV = 84
.*.*
optimization finished, #iter = 552
nu = 0.363784
obj = -1328.330989, rho = 0.656573
nSV = 84, nBSV = 56
Total nSV = 84
.*.*
optimization finished, #iter = 408
nu = 0.372720
obj = -1349.063919, rho = 1.101436
nSV = 84, nBSV = 58
Total nSV = 84
.*.*
optimization finished, #iter = 428
nu = 0.367606
obj = -1356.179276, rho = 1.215031
nSV = 83, nBSV = 60
Total nSV = 83
Cross Validation Accuracy = 83.75%
.*.*
optimization finished, #iter = 450
nu = 0.370664
obj = -1526.627375, rho = 1.396311
nSV = 85, nBSV = 59
Total nSV = 85
.*.*
optimization finished, #iter = 527
nu = 0.361407
obj = -1513.713382, rho = 1.190017
nSV = 83, nBSV = 55
Total nSV = 83
.*.*
optimization finished, #iter = 543
nu = 0.358621
obj = -1502.666125, rho = 0.671644
nSV = 84, nBSV = 56
Total nSV = 84
.*
optimization finished, #iter = 333
nu = 0.366966
obj = -1524.039122, rho = 1.269696
nSV = 83, nBSV = 59
Total nSV = 83
.*.*
optimization finished, #iter = 464
nu = 0.364854
obj = -1537.180911, rho = 1.319338
nSV = 83, nBSV = 58
Total nSV = 83
Cross Validation Accuracy = 83.3333%
.*.*
optimization finished, #iter = 562
nu = 0.364893
obj = -1720.281914, rho = 1.551769
nSV = 86, nBSV = 55
Total nSV = 86
.*..*
optimization finished, #iter = 605
nu = 0.357553
obj = -1711.472269, rho = 1.385464
nSV = 83, nBSV = 54
Total nSV = 83
.*.*
optimization finished, #iter = 526
nu = 0.354095
obj = -1699.366332, rho = 0.713644
nSV = 81, nBSV = 54
Total nSV = 81
.*.*
optimization finished, #iter = 408
nu = 0.362156
obj = -1720.943952, rho = 1.448121
nSV = 82, nBSV = 58
Total nSV = 82
..*
optimization finished, #iter = 559
nu = 0.362075
obj = -1740.747604, rho = 1.479144
nSV = 83, nBSV = 57
Total nSV = 83
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 690
nu = 0.358686
obj = -1937.676362, rho = 1.708602
nSV = 83, nBSV = 53
Total nSV = 83
.*.*
optimization finished, #iter = 487
nu = 0.353242
obj = -1933.542819, rho = 1.574668
nSV = 82, nBSV = 53
Total nSV = 82
..*.*
optimization finished, #iter = 658
nu = 0.349836
obj = -1920.654536, rho = 0.730186
nSV = 80, nBSV = 50
Total nSV = 80
.*
optimization finished, #iter = 363
nu = 0.357169
obj = -1942.196853, rho = 1.645696
nSV = 83, nBSV = 57
Total nSV = 83
..*.*
optimization finished, #iter = 691
nu = 0.358353
obj = -1969.409013, rho = 1.662021
nSV = 85, nBSV = 55
Total nSV = 85
Cross Validation Accuracy = 84.1667%
..*.*
optimization finished, #iter = 759
nu = 0.353431
obj = -2181.143935, rho = 1.899332
nSV = 83, nBSV = 53
Total nSV = 83
..*.*
optimization finished, #iter = 643
nu = 0.348842
obj = -2182.901006, rho = 1.812504
nSV = 83, nBSV = 53
Total nSV = 83
..*.*
optimization finished, #iter = 652
nu = 0.345370
obj = -2169.469336, rho = 0.717567
nSV = 82, nBSV = 50
Total nSV = 82
.
WARNING: using -h 0 may be faster
*.*
optimization finished, #iter = 450
nu = 0.352926
obj = -2190.179822, rho = 1.876830
nSV = 81, nBSV = 57
Total nSV = 81
..*.*
optimization finished, #iter = 619
nu = 0.354467
obj = -2226.557614, rho = 1.795655
nSV = 85, nBSV = 54
Total nSV = 85
Cross Validation Accuracy = 84.1667%
.*..*
optimization finished, #iter = 659
nu = 0.348808
obj = -2452.556326, rho = 2.139516
nSV = 82, nBSV = 53
Total nSV = 82
..*.*
optimization finished, #iter = 667
nu = 0.344609
obj = -2462.301023, rho = 2.050143
nSV = 83, nBSV = 51
Total nSV = 83
..*..*
optimization finished, #iter = 770
nu = 0.341250
obj = -2448.754019, rho = 0.673315
nSV = 83, nBSV = 50
Total nSV = 83
.*.*
optimization finished, #iter = 480
nu = 0.349051
obj = -2466.771265, rho = 2.103662
nSV = 81, nBSV = 55
Total nSV = 81
...*.*
optimization finished, #iter = 818
nu = 0.350508
obj = -2515.131248, rho = 1.887214
nSV = 83, nBSV = 52
Total nSV = 83
Cross Validation Accuracy = 83.75%
..*.*
optimization finished, #iter = 694
nu = 0.344623
obj = -2753.459647, rho = 2.427727
nSV = 83, nBSV = 53
Total nSV = 83
..*.*
optimization finished, #iter = 645
nu = 0.340724
obj = -2774.481924, rho = 2.276553
nSV = 83, nBSV = 51
Total nSV = 83
..*..*
optimization finished, #iter = 825
nu = 0.337477
obj = -2761.070967, rho = 0.668783
nSV = 83, nBSV = 50
Total nSV = 83
..*.*
optimization finished, #iter = 623
nu = 0.344746
obj = -2774.352159, rho = 2.318420
nSV = 82, nBSV = 54
Total nSV = 82
...*.*
optimization finished, #iter = 886
nu = 0.346887
obj = -2838.315628, rho = 2.009464
nSV = 86, nBSV = 50
Total nSV = 86
Cross Validation Accuracy = 82.5%
..*..*
optimization finished, #iter = 818
nu = 0.340478
obj = -3085.398473, rho = 2.774563
nSV = 83, nBSV = 52
Total nSV = 83
...*.*
optimization finished, #iter = 883
nu = 0.336319
obj = -3122.329664, rho = 2.543837
nSV = 83, nBSV = 48
Total nSV = 83
..*..*
optimization finished, #iter = 936
nu = 0.333584
obj = -3109.468200, rho = 0.772872
nSV = 81, nBSV = 47
Total nSV = 81
...*.*
optimization finished, #iter = 859
nu = 0.339954
obj = -3116.101365, rho = 2.610663
nSV = 82, nBSV = 53
Total nSV = 82
...*.*
optimization finished, #iter = 934
nu = 0.343114
obj = -3199.249057, rho = 2.346650
nSV = 87, nBSV = 50
Total nSV = 87
Cross Validation Accuracy = 82.0833%
...*..*
optimization finished, #iter = 1079
nu = 0.334563
obj = -3451.151588, rho = 2.738531
nSV = 83, nBSV = 50
Total nSV = 83
...*...*
optimization finished, #iter = 1170
nu = 0.331352
obj = -3509.734332, rho = 2.857471
nSV = 84, nBSV = 46
Total nSV = 84
...*.*
optimization finished, #iter = 849
nu = 0.330027
obj = -3496.638115, rho = 0.881765
nSV = 80, nBSV = 47
Total nSV = 80
...*..*
optimization finished, #iter = 1117
nu = 0.334914
obj = -3495.042995, rho = 2.771596
nSV = 84, nBSV = 49
Total nSV = 84
....*..*
optimization finished, #iter = 1190
nu = 0.339673
obj = -3600.832195, rho = 2.795536
nSV = 87, nBSV = 49
Total nSV = 87
Cross Validation Accuracy = 81.25%
...*..*
optimization finished, #iter = 1087
nu = 0.328697
obj = -3853.897152, rho = 2.626235
nSV = 84, nBSV = 49
Total nSV = 84
...*....*
optimization finished, #iter = 1357
nu = 0.326338
obj = -3940.805401, rho = 3.128299
nSV = 86, nBSV = 45
Total nSV = 86
..*..*
optimization finished, #iter = 926
nu = 0.326482
obj = -3924.663305, rho = 0.964754
nSV = 80, nBSV = 43
Total nSV = 80
...*..*
optimization finished, #iter = 1050
nu = 0.329915
obj = -3913.875426, rho = 2.889486
nSV = 81, nBSV = 47
Total nSV = 81
....*..*
optimization finished, #iter = 1247
nu = 0.335225
obj = -4046.455360, rho = 3.314145
nSV = 87, nBSV = 45
Total nSV = 87
Cross Validation Accuracy = 80.8333%
...*..*
optimization finished, #iter = 1065
nu = 0.322245
obj = -4296.030019, rho = 2.839840
nSV = 82, nBSV = 45
Total nSV = 82
....*....*
optimization finished, #iter = 1564
nu = 0.320837
obj = -4419.404671, rho = 3.338763
nSV = 86, nBSV = 43
Total nSV = 86
...*...*
optimization finished, #iter = 1251
nu = 0.321720
obj = -4396.635022, rho = 1.083584
nSV = 80, nBSV = 39
Total nSV = 80
....*.*
optimization finished, #iter = 1092
nu = 0.324882
obj = -4374.515561, rho = 2.989348
nSV = 78, nBSV = 43
Total nSV = 78
.....*..*
optimization finished, #iter = 1492
nu = 0.330386
obj = -4541.010001, rho = 3.797775
nSV = 90, nBSV = 45
Total nSV = 90
Cross Validation Accuracy = 81.25%
....*..*
optimization finished, #iter = 1183
nu = 0.314412
obj = -4782.212758, rho = 2.892991
nSV = 82, nBSV = 43
Total nSV = 82
.....*...*
optimization finished, #iter = 1599
nu = 0.314686
obj = -4951.041221, rho = 3.695869
nSV = 84, nBSV = 39
Total nSV = 84
....*...*
optimization finished, #iter = 1483
nu = 0.314511
obj = -4919.786101, rho = 1.462484
nSV = 79, nBSV = 37
Total nSV = 79
....*..*
optimization finished, #iter = 1205
nu = 0.319215
obj = -4880.265625, rho = 2.827237
nSV = 78, nBSV = 43
Total nSV = 78
....*..*
optimization finished, #iter = 1257
nu = 0.325044
obj = -5088.914481, rho = 3.997102
nSV = 89, nBSV = 44
Total nSV = 89
Cross Validation Accuracy = 80.4167%
....*..*
optimization finished, #iter = 1329
nu = 0.307314
obj = -5316.109952, rho = 2.891550
nSV = 81, nBSV = 41
Total nSV = 81
....*..*
optimization finished, #iter = 1259
nu = 0.308424
obj = -5541.646119, rho = 4.041355
nSV = 84, nBSV = 39
Total nSV = 84
......*...*
optimization finished, #iter = 1783
nu = 0.307649
obj = -5502.005885, rho = 1.912109
nSV = 80, nBSV = 37
Total nSV = 80
.....*....*
optimization finished, #iter = 1835
nu = 0.312171
obj = -5433.921939, rho = 2.542912
nSV = 80, nBSV = 36
Total nSV = 80
.....*.....*
optimization finished, #iter = 1959
nu = 0.320654
obj = -5693.209674, rho = 4.154390
nSV = 88, nBSV = 43
Total nSV = 88
Cross Validation Accuracy = 79.5833%
.....*..*
optimization finished, #iter = 1516
nu = 0.301862
obj = -5895.212592, rho = 2.771092
nSV = 81, nBSV = 39
Total nSV = 81
.....*...*
optimization finished, #iter = 1626
nu = 0.303286
obj = -6194.788315, rho = 4.604667
nSV = 82, nBSV = 38
Total nSV = 82
......*...*
optimization finished, #iter = 1865
nu = 0.301170
obj = -6147.416885, rho = 2.347582
nSV = 81, nBSV = 37
Total nSV = 81
......*...*
optimization finished, #iter = 1911
nu = 0.303066
obj = -6045.988173, rho = 2.192845
nSV = 79, nBSV = 36
Total nSV = 79
......*...*
optimization finished, #iter = 1794
nu = 0.314349
obj = -6356.496692, rho = 4.488289
nSV = 87, nBSV = 39
Total nSV = 87
Cross Validation Accuracy = 80.4167%
.....*..*
optimization finished, #iter = 1433
nu = 0.296374
obj = -6516.575044, rho = 2.490782
nSV = 81, nBSV = 39
Total nSV = 81
.....*.*
optimization finished, #iter = 1333
nu = 0.299086
obj = -6909.856167, rho = 5.429980
nSV = 78, nBSV = 37
Total nSV = 78
......*...*
optimization finished, #iter = 1764
nu = 0.295177
obj = -6859.629556, rho = 2.837839
nSV = 81, nBSV = 36
Total nSV = 81
.......*.....*
optimization finished, #iter = 2477
nu = 0.295112
obj = -6721.969075, rho = 1.721929
nSV = 85, nBSV = 35
Total nSV = 85
.....*...*
optimization finished, #iter = 1673
nu = 0.308244
obj = -7087.319379, rho = 5.140255
nSV = 85, nBSV = 38
Total nSV = 85
Cross Validation Accuracy = 80.8333%
.......*...*
optimization finished, #iter = 2053
nu = 0.290544
obj = -7174.489100, rho = 2.227020
nSV = 81, nBSV = 35
Total nSV = 81
......*..*
optimization finished, #iter = 1673
nu = 0.295297
obj = -7684.301998, rho = 6.191814
nSV = 79, nBSV = 37
Total nSV = 79
.......*....*
optimization finished, #iter = 2126
nu = 0.289848
obj = -7640.991985, rho = 3.350320
nSV = 82, nBSV = 35
Total nSV = 82
.......*....*
optimization finished, #iter = 2226
nu = 0.287377
obj = -7465.282856, rho = 1.173419
nSV = 86, nBSV = 36
Total nSV = 86
......*...*
optimization finished, #iter = 1883
nu = 0.303138
obj = -7885.586783, rho = 5.832373
nSV = 84, nBSV = 36
Total nSV = 84
Cross Validation Accuracy = 80.4167%
........*....*.*
optimization finished, #iter = 2411
nu = 0.281259
obj = -7872.725273, rho = 1.945631
nSV = 82, nBSV = 31
Total nSV = 82
.......*..*
optimization finished, #iter = 1806
nu = 0.288472
obj = -8521.283299, rho = 6.524768
nSV = 78, nBSV = 33
Total nSV = 78
.......*...*
optimization finished, #iter = 2059
nu = 0.285358
obj = -8488.957506, rho = 3.863100
nSV = 82, nBSV = 34
Total nSV = 82
.......*.....*
optimization finished, #iter = 2312
nu = 0.280253
obj = -8277.630030, rho = 0.662452
nSV = 87, nBSV = 36
Total nSV = 87
........*...*
optimization finished, #iter = 2203
nu = 0.296153
obj = -8753.609715, rho = 6.557532
nSV = 81, nBSV = 34
Total nSV = 81
Cross Validation Accuracy = 80.8333%
..........*....*
optimization finished, #iter = 2742
nu = 0.269408
obj = -8626.825983, rho = 1.593628
nSV = 84, nBSV = 28
Total nSV = 84
.......*..*
optimization finished, #iter = 1913
nu = 0.282200
obj = -9427.864240, rho = 6.748068
nSV = 76, nBSV = 32
Total nSV = 76
........*...*
optimization finished, #iter = 2218
nu = 0.280098
obj = -9401.857490, rho = 4.626742
nSV = 85, nBSV = 33
Total nSV = 85
.......*....*
optimization finished, #iter = 2124
nu = 0.273675
obj = -9160.454890, rho = 0.461696
nSV = 85, nBSV = 33
Total nSV = 85
.......*.......*.*
optimization finished, #iter = 2960
nu = 0.287835
obj = -9700.878687, rho = 7.251591
nSV = 81, nBSV = 30
Total nSV = 81
Cross Validation Accuracy = 78.75%
...........*.....*
optimization finished, #iter = 3091
nu = 0.259012
obj = -9442.157400, rho = 1.131496
nSV = 83, nBSV = 28
Total nSV = 83
.........*...*
optimization finished, #iter = 2385
nu = 0.275663
obj = -10400.035214, rho = 7.056603
nSV = 77, nBSV = 28
Total nSV = 77
........*.....*
optimization finished, #iter = 2592
nu = 0.274383
obj = -10377.648947, rho = 5.279834
nSV = 84, nBSV = 31
Total nSV = 84
........*....*
optimization finished, #iter = 2443
nu = 0.266976
obj = -10110.237347, rho = 0.458351
nSV = 86, nBSV = 31
Total nSV = 86
.......*.......*
optimization finished, #iter = 2812
nu = 0.279235
obj = -10738.027550, rho = 7.833295
nSV = 83, nBSV = 30
Total nSV = 83
Cross Validation Accuracy = 79.5833%
...........*.........*
optimization finished, #iter = 3992
nu = 0.248796
obj = -10313.734642, rho = 0.829420
nSV = 85, nBSV = 25
Total nSV = 85
........*....*
optimization finished, #iter = 2434
nu = 0.269031
obj = -11435.984009, rho = 7.628699
nSV = 79, nBSV = 27
Total nSV = 79
..........*.....*
optimization finished, #iter = 2941
nu = 0.267065
obj = -11418.652051, rho = 6.225034
nSV = 84, nBSV = 26
Total nSV = 84
........*.........*
optimization finished, #iter = 3270
nu = 0.260289
obj = -11126.397393, rho = 0.613150
nSV = 88, nBSV = 30
Total nSV = 88
..........*......*
optimization finished, #iter = 3205
nu = 0.271408
obj = -11869.128065, rho = 8.629657
nSV = 82, nBSV = 28
Total nSV = 82
Cross Validation Accuracy = 78.75%
..........*...........*
optimization finished, #iter = 4070
nu = 0.238480
obj = -11246.929781, rho = 0.964826
nSV = 82, nBSV = 25
Total nSV = 82
............*.........*
optimization finished, #iter = 4056
nu = 0.261635
obj = -12527.752569, rho = 8.315270
nSV = 82, nBSV = 23
Total nSV = 82
..........*....*
optimization finished, #iter = 2762
nu = 0.258669
obj = -12531.940957, rho = 6.621990
nSV = 82, nBSV = 26
Total nSV = 82
..........*...*
optimization finished, #iter = 2634
nu = 0.253092
obj = -12204.611813, rho = 0.853046
nSV = 84, nBSV = 28
Total nSV = 84
............*....*
optimization finished, #iter = 3079
nu = 0.263178
obj = -13095.988801, rho = 8.932333
nSV = 79, nBSV = 27
Total nSV = 79
Cross Validation Accuracy = 78.75%
..........*.....*
optimization finished, #iter = 2952
nu = 0.229776
obj = -12232.683135, rho = 1.015586
nSV = 82, nBSV = 23
Total nSV = 82
...........*......*
optimization finished, #iter = 3361
nu = 0.251562
obj = -13687.108664, rho = 8.555143
nSV = 80, nBSV = 22
Total nSV = 80
...........*.....*
optimization finished, #iter = 3198
nu = 0.251572
obj = -13709.598008, rho = 7.165621
nSV = 82, nBSV = 26
Total nSV = 82
.........*.....*
optimization finished, #iter = 2699
nu = 0.245827
obj = -13338.319314, rho = 1.293810
nSV = 83, nBSV = 26
Total nSV = 83
...........*....*
optimization finished, #iter = 3038
nu = 0.254940
obj = -14423.807717, rho = 9.279608
nSV = 79, nBSV = 26
Total nSV = 79
Cross Validation Accuracy = 79.1667%
...........*.......*
optimization finished, #iter = 3561
nu = 0.221200
obj = -13258.201779, rho = 1.518521
nSV = 76, nBSV = 23
Total nSV = 76
............*......*
optimization finished, #iter = 3456
nu = 0.241590
obj = -14920.269505, rho = 8.599947
nSV = 82, nBSV = 20
Total nSV = 82
.............*....*
optimization finished, #iter = 3448
nu = 0.245013
obj = -14927.574280, rho = 7.743226
nSV = 79, nBSV = 23
Total nSV = 79
.............*......*
optimization finished, #iter = 3825
nu = 0.237894
obj = -14520.617317, rho = 2.016843
nSV = 83, nBSV = 24
Total nSV = 83
.............*.......*
optimization finished, #iter = 3852
nu = 0.246107
obj = -15859.149888, rho = 9.384982
nSV = 83, nBSV = 24
Total nSV = 83
Cross Validation Accuracy = 80%
...........*.......*
optimization finished, #iter = 3630
nu = 0.213259
obj = -14302.520830, rho = 1.493162
nSV = 74, nBSV = 21
Total nSV = 74
............*.......*
optimization finished, #iter = 3665
nu = 0.232712
obj = -16216.885814, rho = 8.587734
nSV = 79, nBSV = 18
Total nSV = 79
.............*........*
optimization finished, #iter = 4070
nu = 0.236774
obj = -16173.400161, rho = 8.216902
nSV = 79, nBSV = 22
Total nSV = 79
................*..........*
optimization finished, #iter = 4998
nu = 0.229056
obj = -15742.699480, rho = 2.342755
nSV = 84, nBSV = 21
Total nSV = 84
.............*.......*
optimization finished, #iter = 3953
nu = 0.237385
obj = -17410.296004, rho = 9.138016
nSV = 84, nBSV = 23
Total nSV = 84
Cross Validation Accuracy = 80%
............*.....*
optimization finished, #iter = 3364
nu = 0.206255
obj = -15330.985359, rho = 1.339506
nSV = 73, nBSV = 21
Total nSV = 73
...............*........*
optimization finished, #iter = 4423
nu = 0.222312
obj = -17570.469189, rho = 8.862687
nSV = 79, nBSV = 17
Total nSV = 79
................*..........*
optimization finished, #iter = 5077
nu = 0.227940
obj = -17433.111957, rho = 8.513602
nSV = 80, nBSV = 19
Total nSV = 80
................*.........*
optimization finished, #iter = 4824
nu = 0.216532
obj = -17029.372333, rho = 2.568205
nSV = 81, nBSV = 17
Total nSV = 81
..............*......*
optimization finished, #iter = 3962
nu = 0.229949
obj = -19071.079730, rho = 8.994214
nSV = 84, nBSV = 23
Total nSV = 84
Cross Validation Accuracy = 79.5833%
............*.....*
optimization finished, #iter = 3358
nu = 0.199987
obj = -16289.526003, rho = 1.435960
nSV = 72, nBSV = 21
Total nSV = 72
.................*........*
optimization finished, #iter = 4930
nu = 0.210898
obj = -19004.827894, rho = 9.136380
nSV = 82, nBSV = 17
Total nSV = 82
................*.........*
optimization finished, #iter = 4919
nu = 0.215787
obj = -18722.641130, rho = 8.540322
nSV = 81, nBSV = 18
Total nSV = 81
..................*.........*
optimization finished, #iter = 5254
nu = 0.205023
obj = -18403.314477, rho = 3.143609
nSV = 81, nBSV = 15
Total nSV = 81
................*........*
optimization finished, #iter = 4682
nu = 0.223296
obj = -20815.079191, rho = 9.194489
nSV = 84, nBSV = 21
Total nSV = 84
Cross Validation Accuracy = 79.1667%
.............*.....*
optimization finished, #iter = 3648
nu = 0.190166
obj = -17140.607542, rho = 2.350797
nSV = 71, nBSV = 15
Total nSV = 71
...................*.........*
optimization finished, #iter = 5546
nu = 0.199668
obj = -20530.155706, rho = 9.720140
nSV = 81, nBSV = 14
Total nSV = 81
..................*........*
optimization finished, #iter = 5138
nu = 0.203204
obj = -20061.929134, rho = 8.590805
nSV = 78, nBSV = 17
Total nSV = 78
..................*.........*
optimization finished, #iter = 5375
nu = 0.193677
obj = -19865.456625, rho = 4.047753
nSV = 81, nBSV = 15
Total nSV = 81
..................*.........*
optimization finished, #iter = 5339
nu = 0.215812
obj = -22623.032436, rho = 9.373016
nSV = 85, nBSV = 19
Total nSV = 85
Cross Validation Accuracy = 78.75%
.............*.......*
optimization finished, #iter = 3924
nu = 0.178956
obj = -17886.795178, rho = 2.811293
nSV = 71, nBSV = 12
Total nSV = 71
................*................*.*
optimization finished, #iter = 6243
nu = 0.188781
obj = -22147.040174, rho = 9.718562
nSV = 82, nBSV = 14
Total nSV = 82
.................*..........*
optimization finished, #iter = 5192
nu = 0.190458
obj = -21460.370437, rho = 8.941430
nSV = 80, nBSV = 16
Total nSV = 80
..................*........*
optimization finished, #iter = 5154
nu = 0.182580
obj = -21420.608083, rho = 4.702070
nSV = 79, nBSV = 13
Total nSV = 79
..................*..........*
optimization finished, #iter = 5479
nu = 0.207882
obj = -24482.953663, rho = 9.633756
nSV = 86, nBSV = 17
Total nSV = 86
Cross Validation Accuracy = 77.0833%
...............*......*
optimization finished, #iter = 4214
nu = 0.164752
obj = -18546.852254, rho = 2.929522
nSV = 71, nBSV = 10
Total nSV = 71
................*.........*
optimization finished, #iter = 4922
nu = 0.178372
obj = -23851.699783, rho = 9.564735
nSV = 82, nBSV = 11
Total nSV = 82
...................*...........*
optimization finished, #iter = 5772
nu = 0.177489
obj = -22928.754140, rho = 9.240421
nSV = 78, nBSV = 13
Total nSV = 78
..................*.......*
optimization finished, #iter = 4923
nu = 0.172429
obj = -23074.226296, rho = 4.853103
nSV = 76, nBSV = 12
Total nSV = 76
...................*..........*
optimization finished, #iter = 5638
nu = 0.198449
obj = -26387.719560, rho = 10.611707
nSV = 84, nBSV = 14
Total nSV = 84
Cross Validation Accuracy = 77.0833%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.165785, rho = 0.993513
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165773, rho = 0.993585
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165762, rho = 0.992916
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165789, rho = 0.993379
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163806, rho = 0.993408
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.190402, rho = 0.992548
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190387, rho = 0.992631
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190372, rho = 0.991882
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190408, rho = 0.992394
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.188125, rho = 0.992257
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.218662, rho = 0.991494
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218641, rho = 0.991536
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218622, rho = 0.990675
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218668, rho = 0.991263
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.216040, rho = 0.991106
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.251106, rho = 0.990229
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.251079, rho = 0.990170
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.251053, rho = 0.989288
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.251114, rho = 0.989964
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.248088, rho = 0.989821
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.288355, rho = 0.988556
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288319, rho = 0.988708
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288285, rho = 0.987695
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288367, rho = 0.988641
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.284878, rho = 0.988308
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.331109, rho = 0.986855
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.331061, rho = 0.987029
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.331016, rho = 0.985866
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.331124, rho = 0.986953
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.327102, rho = 0.986569
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.380200, rho = 0.984900
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.380137, rho = 0.985100
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.380080, rho = 0.983775
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.380221, rho = 0.985012
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.375580, rho = 0.984571
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.436525, rho = 0.982654
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.436442, rho = 0.982884
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.436366, rho = 0.981362
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.436552, rho = 0.982784
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.431195, rho = 0.982277
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.501158, rho = 0.980075
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.501049, rho = 0.980339
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.500948, rho = 0.978591
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.501194, rho = 0.980224
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.495006, rho = 0.979642
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.575318, rho = 0.977113
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.575174, rho = 0.977416
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.575041, rho = 0.975407
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.575365, rho = 0.977283
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.568211, rho = 0.976615
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.660397, rho = 0.973709
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.660207, rho = 0.974057
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.660032, rho = 0.971750
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.660460, rho = 0.973905
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.652182, rho = 0.973137
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.757959, rho = 0.969800
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.757709, rho = 0.970200
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.757479, rho = 0.967550
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.758042, rho = 0.970025
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.748453, rho = 0.969143
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.869834, rho = 0.965309
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.869506, rho = 0.965769
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.869201, rho = 0.962725
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.869943, rho = 0.965568
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.858824, rho = 0.964555
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.998102, rho = 0.960322
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.997662, rho = 0.960678
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.997260, rho = 0.957182
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.998239, rho = 0.960447
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.985328, rho = 0.959284
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.145075, rho = 0.954422
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.144495, rho = 0.954831
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.143964, rho = 0.950815
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.145259, rho = 0.954566
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.130243, rho = 0.953230
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.313440, rho = 0.947645
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.312675, rho = 0.948115
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.311976, rho = 0.943073
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.313683, rho = 0.947810
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.296193, rho = 0.946276
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.506240, rho = 0.940131
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.505229, rho = 0.939901
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.504305, rho = 0.934608
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.506558, rho = 0.940050
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.486148, rho = 0.938287
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.726964, rho = 0.931227
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.725631, rho = 0.930962
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.724412, rho = 0.924882
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.727383, rho = 0.931133
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.703518, rho = 0.929108
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.979405, rho = 0.921000
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.977646, rho = 0.920695
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.976038, rho = 0.913711
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.979959, rho = 0.920892
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.951989, rho = 0.918566
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.267832, rho = 0.909258
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.265512, rho = 0.908909
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.263390, rho = 0.900887
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.268563, rho = 0.909134
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.235705, rho = 0.906463
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.597519, rho = 0.895762
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.594457, rho = 0.895361
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.591657, rho = 0.886146
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.598482, rho = 0.895620
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.559771, rho = 0.892551
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.973667, rho = 0.880265
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.969627, rho = 0.879804
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.965933, rho = 0.869219
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.974939, rho = 0.880102
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.929198, rho = 0.876577
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -3.402638, rho = 0.861972
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.397305, rho = 0.861930
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.392431, rho = 0.849771
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.404314, rho = 0.862272
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.350090, rho = 0.858223
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -3.891184, rho = 0.841445
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.884147, rho = 0.841397
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.877716, rho = 0.827430
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.893395, rho = 0.841790
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.828889, rho = 0.837139
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -4.446810, rho = 0.817866
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -4.437524, rho = 0.817811
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.429037, rho = 0.801660
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.449727, rho = 0.818262
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.372700, rho = 0.812919
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -5.077580, rho = 0.790785
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.065327, rho = 0.790722
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.054129, rho = 0.772292
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.081429, rho = 0.791240
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.989086, rho = 0.785103
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -5.792508, rho = 0.759674
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.776340, rho = 0.759601
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.761564, rho = 0.738431
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.797587, rho = 0.760197
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.686414, rho = 0.753146
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -6.600922, rho = 0.723936
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.579589, rho = 0.723853
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.560092, rho = 0.699535
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.607625, rho = 0.724537
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.473193, rho = 0.716439
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -7.512518, rho = 0.682890
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.484369, rho = 0.682794
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.458645, rho = 0.655128
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.521362, rho = 0.683580
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.358068, rho = 0.674277
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -8.537394, rho = 0.635607
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -8.500252, rho = 0.635628
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.466310, rho = 0.603848
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.549065, rho = 0.636531
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -8.349779, rho = 0.625845
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -9.685319, rho = 0.581575
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.636307, rho = 0.581443
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.591520, rho = 0.544938
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.700716, rho = 0.582481
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -9.456342, rho = 0.570205
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -10.965051, rho = 0.519354
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.900379, rho = 0.519202
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -10.841284, rho = 0.477207
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.985368, rho = 0.520394
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -10.684264, rho = 0.506293
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 61.6667%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -12.383659, rho = 0.447879
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.298326, rho = 0.447713
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -12.220350, rho = 0.399473
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -12.410468, rho = 0.449081
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -12.037690, rho = 0.432884
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 67.5%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -13.945624, rho = 0.366108
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.833034, rho = 0.365589
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.730144, rho = 0.310176
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -13.981007, rho = 0.367161
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -13.517295, rho = 0.348555
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 74.1667%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -15.650758, rho = 0.271472
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -15.502179, rho = 0.271243
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -15.366411, rho = 0.207645
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -15.697435, rho = 0.273048
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -15.117913, rho = 0.251676
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -17.491276, rho = 0.163151
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.881021
obj = -17.295994, rho = 0.175526
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.875534
obj = -17.120222, rho = 0.119527
nSV = 170, nBSV = 167
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -17.552865, rho = 0.164961
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.873958
obj = -16.826656, rho = 0.164285
nSV = 168, nBSV = 165
Total nSV = 168
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.860104
obj = -19.476317, rho = 0.102166
nSV = 168, nBSV = 164
Total nSV = 168
*
optimization finished, #iter = 88
nu = 0.852533
obj = -19.259209, rho = 0.145391
nSV = 166, nBSV = 161
Total nSV = 166
*
optimization finished, #iter = 85
nu = 0.846083
obj = -19.049056, rho = 0.084018
nSV = 164, nBSV = 161
Total nSV = 164
*
optimization finished, #iter = 86
nu = 0.864583
obj = -19.566861, rho = 0.119078
nSV = 167, nBSV = 165
Total nSV = 167
*
optimization finished, #iter = 85
nu = 0.840836
obj = -18.698499, rho = 0.137477
nSV = 163, nBSV = 159
Total nSV = 163
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.833778
obj = -21.683889, rho = 0.062246
nSV = 164, nBSV = 159
Total nSV = 164
*
optimization finished, #iter = 83
nu = 0.824593
obj = -21.466644, rho = 0.144756
nSV = 160, nBSV = 157
Total nSV = 160
*
optimization finished, #iter = 91
nu = 0.820449
obj = -21.223959, rho = 0.047374
nSV = 159, nBSV = 154
Total nSV = 159
*
optimization finished, #iter = 88
nu = 0.834842
obj = -21.815601, rho = 0.098855
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 84
nu = 0.812625
obj = -20.798907, rho = 0.108031
nSV = 157, nBSV = 154
Total nSV = 157
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.808290
obj = -24.144459, rho = 0.031484
nSV = 157, nBSV = 155
Total nSV = 157
*
optimization finished, #iter = 82
nu = 0.805693
obj = -23.903190, rho = 0.101806
nSV = 157, nBSV = 153
Total nSV = 157
*
optimization finished, #iter = 82
nu = 0.786670
obj = -23.658688, rho = 0.050536
nSV = 154, nBSV = 149
Total nSV = 154
*
optimization finished, #iter = 85
nu = 0.808195
obj = -24.334463, rho = 0.084262
nSV = 157, nBSV = 153
Total nSV = 157
*
optimization finished, #iter = 78
nu = 0.788658
obj = -23.139466, rho = 0.105311
nSV = 152, nBSV = 150
Total nSV = 152
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 80
nu = 0.779212
obj = -26.904523, rho = 0.046035
nSV = 152, nBSV = 148
Total nSV = 152
*
optimization finished, #iter = 84
nu = 0.779892
obj = -26.613080, rho = 0.091624
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 75
nu = 0.763135
obj = -26.403758, rho = 0.029312
nSV = 148, nBSV = 146
Total nSV = 148
*
optimization finished, #iter = 80
nu = 0.785787
obj = -27.157380, rho = 0.121874
nSV = 152, nBSV = 150
Total nSV = 152
*
optimization finished, #iter = 85
nu = 0.761248
obj = -25.730191, rho = 0.098101
nSV = 148, nBSV = 142
Total nSV = 148
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 77
nu = 0.756807
obj = -29.987924, rho = 0.035365
nSV = 148, nBSV = 145
Total nSV = 148
*
optimization finished, #iter = 80
nu = 0.751571
obj = -29.652224, rho = 0.116026
nSV = 146, nBSV = 142
Total nSV = 146
*
optimization finished, #iter = 78
nu = 0.741215
obj = -29.468959, rho = 0.042061
nSV = 145, nBSV = 141
Total nSV = 145
*
optimization finished, #iter = 81
nu = 0.760802
obj = -30.302989, rho = 0.119376
nSV = 149, nBSV = 144
Total nSV = 149
*
optimization finished, #iter = 91
nu = 0.734385
obj = -28.638024, rho = 0.119448
nSV = 143, nBSV = 137
Total nSV = 143
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.729700
obj = -33.440126, rho = 0.048476
nSV = 143, nBSV = 140
Total nSV = 143
*
optimization finished, #iter = 81
nu = 0.732168
obj = -33.037422, rho = 0.073916
nSV = 143, nBSV = 138
Total nSV = 143
*
optimization finished, #iter = 83
nu = 0.721564
obj = -32.886967, rho = 0.024439
nSV = 141, nBSV = 136
Total nSV = 141
*
optimization finished, #iter = 83
nu = 0.738668
obj = -33.823569, rho = 0.092561
nSV = 145, nBSV = 139
Total nSV = 145
*
optimization finished, #iter = 77
nu = 0.707488
obj = -31.902878, rho = 0.116009
nSV = 138, nBSV = 133
Total nSV = 138
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.703017
obj = -37.339908, rho = 0.070984
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 92
nu = 0.703904
obj = -36.832330, rho = 0.087092
nSV = 138, nBSV = 130
Total nSV = 138
*
optimization finished, #iter = 82
nu = 0.696263
obj = -36.715580, rho = 0.020902
nSV = 137, nBSV = 130
Total nSV = 137
*
optimization finished, #iter = 81
nu = 0.715803
obj = -37.778709, rho = 0.093990
nSV = 141, nBSV = 136
Total nSV = 141
*
optimization finished, #iter = 80
nu = 0.686297
obj = -35.567789, rho = 0.114554
nSV = 133, nBSV = 129
Total nSV = 133
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.684963
obj = -41.729169, rho = 0.083057
nSV = 134, nBSV = 128
Total nSV = 134
*
optimization finished, #iter = 96
nu = 0.678225
obj = -41.119188, rho = 0.096020
nSV = 136, nBSV = 126
Total nSV = 136
*
optimization finished, #iter = 82
nu = 0.673052
obj = -41.037223, rho = 0.029163
nSV = 133, nBSV = 126
Total nSV = 133
*
optimization finished, #iter = 84
nu = 0.697764
obj = -42.195251, rho = 0.108191
nSV = 137, nBSV = 131
Total nSV = 137
*
optimization finished, #iter = 85
nu = 0.661173
obj = -39.678842, rho = 0.126515
nSV = 129, nBSV = 123
Total nSV = 129
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 97
nu = 0.662021
obj = -46.632611, rho = 0.085159
nSV = 134, nBSV = 121
Total nSV = 134
*
optimization finished, #iter = 80
nu = 0.657573
obj = -45.954946, rho = 0.111278
nSV = 129, nBSV = 124
Total nSV = 129
*
optimization finished, #iter = 72
nu = 0.653912
obj = -45.913889, rho = 0.018205
nSV = 128, nBSV = 124
Total nSV = 128
*
optimization finished, #iter = 98
nu = 0.675749
obj = -47.128170, rho = 0.143686
nSV = 135, nBSV = 127
Total nSV = 135
*
optimization finished, #iter = 75
nu = 0.637569
obj = -44.327269, rho = 0.142712
nSV = 125, nBSV = 119
Total nSV = 125
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 84
nu = 0.638295
obj = -52.207324, rho = 0.116507
nSV = 127, nBSV = 120
Total nSV = 127
*
optimization finished, #iter = 77
nu = 0.638288
obj = -51.387469, rho = 0.129331
nSV = 124, nBSV = 120
Total nSV = 124
*
optimization finished, #iter = 75
nu = 0.632920
obj = -51.387720, rho = -0.003392
nSV = 126, nBSV = 120
Total nSV = 126
*
optimization finished, #iter = 82
nu = 0.654766
obj = -52.686062, rho = 0.181338
nSV = 129, nBSV = 121
Total nSV = 129
*
optimization finished, #iter = 78
nu = 0.619660
obj = -49.552929, rho = 0.149960
nSV = 121, nBSV = 116
Total nSV = 121
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.619987
obj = -58.508921, rho = 0.133568
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 75
nu = 0.619930
obj = -57.487672, rho = 0.115632
nSV = 122, nBSV = 115
Total nSV = 122
*
optimization finished, #iter = 66
nu = 0.618616
obj = -57.553995, rho = -0.033270
nSV = 120, nBSV = 116
Total nSV = 120
*
optimization finished, #iter = 95
nu = 0.633252
obj = -58.951900, rho = 0.223878
nSV = 128, nBSV = 119
Total nSV = 128
*
optimization finished, #iter = 69
nu = 0.599723
obj = -55.446227, rho = 0.186874
nSV = 116, nBSV = 113
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.603974
obj = -65.626685, rho = 0.131406
nSV = 120, nBSV = 114
Total nSV = 120
*
optimization finished, #iter = 76
nu = 0.602069
obj = -64.358887, rho = 0.109341
nSV = 118, nBSV = 114
Total nSV = 118
*
optimization finished, #iter = 85
nu = 0.600657
obj = -64.446685, rho = -0.023608
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 79
nu = 0.614893
obj = -66.041690, rho = 0.260837
nSV = 120, nBSV = 114
Total nSV = 120
*
optimization finished, #iter = 83
nu = 0.581780
obj = -62.081086, rho = 0.208089
nSV = 114, nBSV = 108
Total nSV = 114
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.589090
obj = -73.630816, rho = 0.106237
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 90
nu = 0.587074
obj = -72.041970, rho = 0.108778
nSV = 116, nBSV = 108
Total nSV = 116
*
optimization finished, #iter = 75
nu = 0.582716
obj = -72.241731, rho = 0.003741
nSV = 115, nBSV = 109
Total nSV = 115
*
optimization finished, #iter = 86
nu = 0.597691
obj = -73.994036, rho = 0.233565
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 97
nu = 0.563326
obj = -69.580520, rho = 0.244981
nSV = 113, nBSV = 104
Total nSV = 113
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.573048
obj = -82.621559, rho = 0.113826
nSV = 114, nBSV = 105
Total nSV = 114
*
optimization finished, #iter = 90
nu = 0.571730
obj = -80.649738, rho = 0.106351
nSV = 114, nBSV = 104
Total nSV = 114
*
optimization finished, #iter = 88
nu = 0.567923
obj = -81.009117, rho = 0.024397
nSV = 112, nBSV = 103
Total nSV = 112
*
optimization finished, #iter = 98
nu = 0.581097
obj = -82.969093, rho = 0.212050
nSV = 116, nBSV = 107
Total nSV = 116
*
optimization finished, #iter = 74
nu = 0.547214
obj = -78.096958, rho = 0.274181
nSV = 107, nBSV = 101
Total nSV = 107
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 86
nu = 0.555038
obj = -92.833573, rho = 0.140793
nSV = 112, nBSV = 104
Total nSV = 112
*
optimization finished, #iter = 121
nu = 0.551682
obj = -90.380145, rho = 0.145030
nSV = 114, nBSV = 102
Total nSV = 114
*
optimization finished, #iter = 96
nu = 0.551505
obj = -90.902132, rho = 0.028285
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 111
nu = 0.564749
obj = -93.111582, rho = 0.210932
nSV = 113, nBSV = 103
Total nSV = 113
*
optimization finished, #iter = 87
nu = 0.533455
obj = -87.685431, rho = 0.272380
nSV = 104, nBSV = 97
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 91
nu = 0.540196
obj = -104.439334, rho = 0.183672
nSV = 109, nBSV = 101
Total nSV = 109
*
optimization finished, #iter = 90
nu = 0.535944
obj = -101.437964, rho = 0.173868
nSV = 107, nBSV = 100
Total nSV = 107
*
optimization finished, #iter = 96
nu = 0.535557
obj = -102.116875, rho = 0.053624
nSV = 109, nBSV = 97
Total nSV = 109
*
optimization finished, #iter = 95
nu = 0.548136
obj = -104.615542, rho = 0.207989
nSV = 111, nBSV = 102
Total nSV = 111
*
optimization finished, #iter = 86
nu = 0.520919
obj = -98.507356, rho = 0.275430
nSV = 103, nBSV = 92
Total nSV = 103
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 80
nu = 0.528106
obj = -117.599320, rho = 0.240390
nSV = 105, nBSV = 99
Total nSV = 105
*
optimization finished, #iter = 100
nu = 0.521982
obj = -113.906687, rho = 0.204961
nSV = 103, nBSV = 92
Total nSV = 103
*
optimization finished, #iter = 88
nu = 0.521042
obj = -114.836281, rho = 0.079941
nSV = 105, nBSV = 96
Total nSV = 105
*
optimization finished, #iter = 94
nu = 0.533577
obj = -117.666451, rho = 0.217789
nSV = 109, nBSV = 100
Total nSV = 109
*
optimization finished, #iter = 116
nu = 0.506259
obj = -110.729670, rho = 0.290508
nSV = 101, nBSV = 90
Total nSV = 101
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 75
nu = 0.515462
obj = -132.461531, rho = 0.304652
nSV = 104, nBSV = 97
Total nSV = 104
*
optimization finished, #iter = 117
nu = 0.506553
obj = -128.044433, rho = 0.214515
nSV = 103, nBSV = 89
Total nSV = 103
*
optimization finished, #iter = 104
nu = 0.509033
obj = -129.235093, rho = 0.109234
nSV = 104, nBSV = 94
Total nSV = 104
*
optimization finished, #iter = 106
nu = 0.522605
obj = -132.402310, rho = 0.213124
nSV = 105, nBSV = 96
Total nSV = 105
*
optimization finished, #iter = 125
nu = 0.493610
obj = -124.579834, rho = 0.324734
nSV = 100, nBSV = 85
Total nSV = 100
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 71
nu = 0.504832
obj = -149.301308, rho = 0.332177
nSV = 100, nBSV = 94
Total nSV = 100
*
optimization finished, #iter = 113
nu = 0.492352
obj = -144.132056, rho = 0.226601
nSV = 100, nBSV = 88
Total nSV = 100
*
optimization finished, #iter = 112
nu = 0.498609
obj = -145.461690, rho = 0.144597
nSV = 101, nBSV = 91
Total nSV = 101
*
optimization finished, #iter = 99
nu = 0.510125
obj = -149.035908, rho = 0.254745
nSV = 103, nBSV = 92
Total nSV = 103
*
optimization finished, #iter = 129
nu = 0.480467
obj = -140.304827, rho = 0.383538
nSV = 98, nBSV = 83
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 79
nu = 0.493138
obj = -168.354449, rho = 0.336559
nSV = 98, nBSV = 90
Total nSV = 98
*
optimization finished, #iter = 102
nu = 0.481383
obj = -162.389554, rho = 0.249298
nSV = 98, nBSV = 87
Total nSV = 98
*
optimization finished, #iter = 101
nu = 0.487245
obj = -163.779338, rho = 0.163487
nSV = 99, nBSV = 88
Total nSV = 99
*
optimization finished, #iter = 120
nu = 0.497261
obj = -167.889477, rho = 0.303714
nSV = 102, nBSV = 90
Total nSV = 102
*
optimization finished, #iter = 140
nu = 0.468373
obj = -158.168252, rho = 0.446501
nSV = 97, nBSV = 81
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.481474
obj = -190.011820, rho = 0.335697
nSV = 98, nBSV = 87
Total nSV = 98
*
optimization finished, #iter = 119
nu = 0.472114
obj = -182.990762, rho = 0.255151
nSV = 95, nBSV = 82
Total nSV = 95
*
optimization finished, #iter = 117
nu = 0.476278
obj = -184.510374, rho = 0.167209
nSV = 97, nBSV = 83
Total nSV = 97
*
optimization finished, #iter = 114
nu = 0.485870
obj = -189.287989, rho = 0.357776
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 159
nu = 0.456267
obj = -178.531577, rho = 0.496584
nSV = 95, nBSV = 78
Total nSV = 95
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 91
nu = 0.472521
obj = -214.604520, rho = 0.343969
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 131
nu = 0.460604
obj = -206.316362, rho = 0.267835
nSV = 94, nBSV = 81
Total nSV = 94
*
optimization finished, #iter = 144
nu = 0.464998
obj = -208.006619, rho = 0.200078
nSV = 96, nBSV = 83
Total nSV = 96
*
optimization finished, #iter = 127
nu = 0.475284
obj = -213.537303, rho = 0.415514
nSV = 98, nBSV = 85
Total nSV = 98
*
optimization finished, #iter = 159
nu = 0.445094
obj = -201.793831, rho = 0.532871
nSV = 96, nBSV = 79
Total nSV = 96
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 96
nu = 0.465175
obj = -242.381924, rho = 0.353290
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 127
nu = 0.451906
obj = -232.746617, rho = 0.280667
nSV = 94, nBSV = 80
Total nSV = 94
*
optimization finished, #iter = 169
nu = 0.455480
obj = -234.627971, rho = 0.246998
nSV = 95, nBSV = 81
Total nSV = 95
*
optimization finished, #iter = 125
nu = 0.464922
obj = -241.089487, rho = 0.457425
nSV = 96, nBSV = 85
Total nSV = 96
*
optimization finished, #iter = 145
nu = 0.435406
obj = -228.364121, rho = 0.564511
nSV = 94, nBSV = 78
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 104
nu = 0.457127
obj = -273.738946, rho = 0.354175
nSV = 94, nBSV = 83
Total nSV = 94
*
optimization finished, #iter = 145
nu = 0.442251
obj = -262.657879, rho = 0.307302
nSV = 93, nBSV = 78
Total nSV = 93
*
optimization finished, #iter = 127
nu = 0.446521
obj = -264.742550, rho = 0.272894
nSV = 92, nBSV = 77
Total nSV = 92
*
optimization finished, #iter = 125
nu = 0.456212
obj = -272.326115, rho = 0.481352
nSV = 95, nBSV = 83
Total nSV = 95
*
optimization finished, #iter = 126
nu = 0.427666
obj = -258.652517, rho = 0.619566
nSV = 89, nBSV = 75
Total nSV = 89
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 141
nu = 0.448977
obj = -309.186856, rho = 0.309567
nSV = 94, nBSV = 81
Total nSV = 94
*
optimization finished, #iter = 141
nu = 0.433550
obj = -296.581511, rho = 0.333898
nSV = 90, nBSV = 77
Total nSV = 90
*
optimization finished, #iter = 128
nu = 0.437870
obj = -298.795110, rho = 0.314225
nSV = 92, nBSV = 76
Total nSV = 92
*
optimization finished, #iter = 112
nu = 0.449999
obj = -307.631324, rho = 0.494174
nSV = 91, nBSV = 81
Total nSV = 91
*
optimization finished, #iter = 156
nu = 0.420622
obj = -293.107228, rho = 0.671606
nSV = 88, nBSV = 72
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 169
nu = 0.440539
obj = -349.332096, rho = 0.248714
nSV = 93, nBSV = 78
Total nSV = 93
*.*
optimization finished, #iter = 194
nu = 0.425855
obj = -334.929707, rho = 0.301536
nSV = 90, nBSV = 72
Total nSV = 90
*
optimization finished, #iter = 148
nu = 0.430409
obj = -337.345679, rho = 0.287302
nSV = 90, nBSV = 74
Total nSV = 90
*
optimization finished, #iter = 138
nu = 0.444792
obj = -347.191312, rho = 0.468657
nSV = 92, nBSV = 78
Total nSV = 92
*.*
optimization finished, #iter = 200
nu = 0.414926
obj = -332.220865, rho = 0.713743
nSV = 89, nBSV = 69
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 127
nu = 0.433724
obj = -394.714023, rho = 0.203280
nSV = 91, nBSV = 77
Total nSV = 91
*.*
optimization finished, #iter = 205
nu = 0.417157
obj = -378.417242, rho = 0.270790
nSV = 89, nBSV = 70
Total nSV = 89
*
optimization finished, #iter = 162
nu = 0.422003
obj = -380.866226, rho = 0.278781
nSV = 89, nBSV = 72
Total nSV = 89
*
optimization finished, #iter = 171
nu = 0.437227
obj = -391.652637, rho = 0.427028
nSV = 91, nBSV = 74
Total nSV = 91
*.*
optimization finished, #iter = 207
nu = 0.408890
obj = -376.597126, rho = 0.721892
nSV = 88, nBSV = 67
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 143
nu = 0.426920
obj = -445.930378, rho = 0.175189
nSV = 90, nBSV = 75
Total nSV = 90
*.*
optimization finished, #iter = 217
nu = 0.408556
obj = -427.852345, rho = 0.291291
nSV = 88, nBSV = 68
Total nSV = 88
*.*
optimization finished, #iter = 213
nu = 0.413890
obj = -430.209451, rho = 0.317658
nSV = 88, nBSV = 68
Total nSV = 88
*.*
optimization finished, #iter = 245
nu = 0.428754
obj = -441.802086, rho = 0.427415
nSV = 90, nBSV = 71
Total nSV = 90
*.*
optimization finished, #iter = 230
nu = 0.402607
obj = -427.045447, rho = 0.736483
nSV = 88, nBSV = 66
Total nSV = 88
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 166
nu = 0.421557
obj = -503.617558, rho = 0.253958
nSV = 88, nBSV = 72
Total nSV = 88
*.*
optimization finished, #iter = 214
nu = 0.400445
obj = -484.124864, rho = 0.345286
nSV = 88, nBSV = 67
Total nSV = 88
*.*
optimization finished, #iter = 211
nu = 0.405650
obj = -486.176232, rho = 0.381950
nSV = 86, nBSV = 67
Total nSV = 86
*.*
optimization finished, #iter = 223
nu = 0.420590
obj = -498.516210, rho = 0.452946
nSV = 88, nBSV = 70
Total nSV = 88
*.*
optimization finished, #iter = 231
nu = 0.396524
obj = -484.439783, rho = 0.735087
nSV = 88, nBSV = 65
Total nSV = 88
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 163
nu = 0.414946
obj = -568.487329, rho = 0.309509
nSV = 87, nBSV = 70
Total nSV = 87
*.*
optimization finished, #iter = 252
nu = 0.393396
obj = -548.143507, rho = 0.421072
nSV = 88, nBSV = 65
Total nSV = 88
*.*
optimization finished, #iter = 238
nu = 0.398616
obj = -549.679164, rho = 0.429092
nSV = 85, nBSV = 67
Total nSV = 85
*.*
optimization finished, #iter = 245
nu = 0.412852
obj = -562.611667, rho = 0.471625
nSV = 88, nBSV = 68
Total nSV = 88
.*
optimization finished, #iter = 258
nu = 0.390982
obj = -549.765386, rho = 0.726360
nSV = 86, nBSV = 65
Total nSV = 86
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 191
nu = 0.408930
obj = -641.479794, rho = 0.408184
nSV = 87, nBSV = 69
Total nSV = 87
*.*
optimization finished, #iter = 262
nu = 0.387143
obj = -620.888632, rho = 0.522125
nSV = 88, nBSV = 65
Total nSV = 88
*.*
optimization finished, #iter = 247
nu = 0.392236
obj = -621.553039, rho = 0.437251
nSV = 83, nBSV = 63
Total nSV = 83
*.*
optimization finished, #iter = 265
nu = 0.405396
obj = -634.993922, rho = 0.526478
nSV = 87, nBSV = 66
Total nSV = 87
.*
optimization finished, #iter = 293
nu = 0.386249
obj = -623.996316, rho = 0.734919
nSV = 86, nBSV = 64
Total nSV = 86
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 273
nu = 0.402655
obj = -723.447861, rho = 0.519161
nSV = 88, nBSV = 64
Total nSV = 88
.*
optimization finished, #iter = 318
nu = 0.381621
obj = -703.427822, rho = 0.600387
nSV = 89, nBSV = 65
Total nSV = 89
*.*
optimization finished, #iter = 243
nu = 0.386280
obj = -702.824069, rho = 0.477565
nSV = 83, nBSV = 61
Total nSV = 83
*.*
optimization finished, #iter = 264
nu = 0.398012
obj = -716.785042, rho = 0.592976
nSV = 88, nBSV = 64
Total nSV = 88
*.*
optimization finished, #iter = 275
nu = 0.382109
obj = -708.179246, rho = 0.752780
nSV = 86, nBSV = 63
Total nSV = 86
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 283
nu = 0.395547
obj = -815.677365, rho = 0.669875
nSV = 87, nBSV = 63
Total nSV = 87
.*
optimization finished, #iter = 349
nu = 0.376996
obj = -796.862299, rho = 0.697504
nSV = 86, nBSV = 63
Total nSV = 86
.*
optimization finished, #iter = 265
nu = 0.380659
obj = -794.635285, rho = 0.578494
nSV = 82, nBSV = 61
Total nSV = 82
.*
optimization finished, #iter = 310
nu = 0.390911
obj = -809.231853, rho = 0.685394
nSV = 86, nBSV = 63
Total nSV = 86
.*.*
optimization finished, #iter = 398
nu = 0.377877
obj = -803.583712, rho = 0.812479
nSV = 85, nBSV = 61
Total nSV = 85
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 335
nu = 0.388404
obj = -919.541054, rho = 0.831323
nSV = 87, nBSV = 60
Total nSV = 87
.*
optimization finished, #iter = 293
nu = 0.372928
obj = -902.365649, rho = 0.784614
nSV = 85, nBSV = 62
Total nSV = 85
.*
optimization finished, #iter = 348
nu = 0.374698
obj = -898.268361, rho = 0.632308
nSV = 82, nBSV = 60
Total nSV = 82
.*
optimization finished, #iter = 355
nu = 0.384353
obj = -913.643577, rho = 0.785926
nSV = 85, nBSV = 61
Total nSV = 85
.*.*
optimization finished, #iter = 404
nu = 0.374012
obj = -911.591753, rho = 0.950836
nSV = 85, nBSV = 61
Total nSV = 85
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 309
nu = 0.381596
obj = -1036.560998, rho = 1.005980
nSV = 86, nBSV = 60
Total nSV = 86
.*.*
optimization finished, #iter = 414
nu = 0.369632
obj = -1021.072566, rho = 0.891841
nSV = 85, nBSV = 61
Total nSV = 85
.*.*
optimization finished, #iter = 465
nu = 0.368753
obj = -1015.445081, rho = 0.598439
nSV = 83, nBSV = 57
Total nSV = 83
.*
optimization finished, #iter = 378
nu = 0.378012
obj = -1031.411443, rho = 0.895976
nSV = 85, nBSV = 59
Total nSV = 85
.*.*
optimization finished, #iter = 420
nu = 0.370092
obj = -1033.791179, rho = 1.057574
nSV = 84, nBSV = 60
Total nSV = 84
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 365
nu = 0.375556
obj = -1168.032255, rho = 1.150911
nSV = 86, nBSV = 59
Total nSV = 86
.*.*
optimization finished, #iter = 391
nu = 0.364841
obj = -1154.571630, rho = 1.035895
nSV = 83, nBSV = 56
Total nSV = 83
.*.*
optimization finished, #iter = 504
nu = 0.362700
obj = -1147.989241, rho = 0.588996
nSV = 83, nBSV = 57
Total nSV = 83
.*
optimization finished, #iter = 343
nu = 0.371601
obj = -1164.267967, rho = 1.018897
nSV = 84, nBSV = 59
Total nSV = 84
.*.*
optimization finished, #iter = 394
nu = 0.367298
obj = -1171.646809, rho = 1.100597
nSV = 83, nBSV = 58
Total nSV = 83
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 459
nu = 0.369646
obj = -1315.422450, rho = 1.293492
nSV = 86, nBSV = 57
Total nSV = 86
.*.*
optimization finished, #iter = 472
nu = 0.360303
obj = -1304.908789, rho = 1.198118
nSV = 83, nBSV = 55
Total nSV = 83
.*.*
optimization finished, #iter = 475
nu = 0.357564
obj = -1297.652960, rho = 0.616125
nSV = 84, nBSV = 54
Total nSV = 84
.*
optimization finished, #iter = 346
nu = 0.366213
obj = -1313.933971, rho = 1.173512
nSV = 83, nBSV = 59
Total nSV = 83
.*.*
optimization finished, #iter = 456
nu = 0.364369
obj = -1326.607798, rho = 1.219254
nSV = 83, nBSV = 57
Total nSV = 83
Cross Validation Accuracy = 83.3333%
.*.*
optimization finished, #iter = 576
nu = 0.363425
obj = -1480.514515, rho = 1.427923
nSV = 86, nBSV = 55
Total nSV = 86
.*.*
optimization finished, #iter = 445
nu = 0.356207
obj = -1473.727824, rho = 1.378058
nSV = 82, nBSV = 54
Total nSV = 82
.*.*
optimization finished, #iter = 555
nu = 0.353101
obj = -1466.204807, rho = 0.636538
nSV = 82, nBSV = 53
Total nSV = 82
.*
optimization finished, #iter = 360
nu = 0.360910
obj = -1481.970639, rho = 1.330396
nSV = 84, nBSV = 58
Total nSV = 84
.*.*
optimization finished, #iter = 534
nu = 0.361260
obj = -1500.476639, rho = 1.350520
nSV = 84, nBSV = 56
Total nSV = 84
Cross Validation Accuracy = 83.75%
.*.*
optimization finished, #iter = 563
nu = 0.357295
obj = -1665.456635, rho = 1.594326
nSV = 85, nBSV = 54
Total nSV = 85
.*.*
optimization finished, #iter = 486
nu = 0.351603
obj = -1663.045804, rho = 1.564795
nSV = 83, nBSV = 53
Total nSV = 83
..*
optimization finished, #iter = 556
nu = 0.348481
obj = -1655.627841, rho = 0.599547
nSV = 81, nBSV = 50
Total nSV = 81
.*
optimization finished, #iter = 349
nu = 0.356116
obj = -1670.337068, rho = 1.503882
nSV = 82, nBSV = 57
Total nSV = 82
..*.*
optimization finished, #iter = 590
nu = 0.357033
obj = -1695.728091, rho = 1.498856
nSV = 86, nBSV = 56
Total nSV = 86
Cross Validation Accuracy = 83.3333%
..*.*
optimization finished, #iter = 583
nu = 0.352148
obj = -1871.823138, rho = 1.792840
nSV = 82, nBSV = 53
Total nSV = 82
.*.*
optimization finished, #iter = 530
nu = 0.347145
obj = -1875.153517, rho = 1.776034
nSV = 83, nBSV = 52
Total nSV = 83
..*.*
optimization finished, #iter = 657
nu = 0.344018
obj = -1868.257597, rho = 0.550354
nSV = 83, nBSV = 50
Total nSV = 83
.*.*
optimization finished, #iter = 418
nu = 0.352062
obj = -1880.492666, rho = 1.695570
nSV = 82, nBSV = 56
Total nSV = 82
..*.*
optimization finished, #iter = 732
nu = 0.353249
obj = -1914.723759, rho = 1.595031
nSV = 85, nBSV = 53
Total nSV = 85
Cross Validation Accuracy = 83.3333%
..*
optimization finished, #iter = 560
nu = 0.347618
obj = -2100.748643, rho = 2.035417
nSV = 82, nBSV = 53
Total nSV = 82
..*.*
optimization finished, #iter = 601
nu = 0.342994
obj = -2112.154649, rho = 1.958681
nSV = 84, nBSV = 52
Total nSV = 84
..*.*
optimization finished, #iter = 600
nu = 0.340230
obj = -2106.164224, rho = 0.515481
nSV = 82, nBSV = 51
Total nSV = 82
..*
optimization finished, #iter = 550
nu = 0.347537
obj = -2114.080836, rho = 1.870842
nSV = 82, nBSV = 54
Total nSV = 82
..*..*
optimization finished, #iter = 858
nu = 0.349233
obj = -2159.774490, rho = 1.667279
nSV = 86, nBSV = 50
Total nSV = 86
Cross Validation Accuracy = 82.5%
..*.*
optimization finished, #iter = 744
nu = 0.343114
obj = -2353.413295, rho = 2.304194
nSV = 83, nBSV = 53
Total nSV = 83
..*.*
optimization finished, #iter = 716
nu = 0.338286
obj = -2376.252683, rho = 2.178427
nSV = 83, nBSV = 48
Total nSV = 83
..*.*
optimization finished, #iter = 678
nu = 0.336108
obj = -2371.398294, rho = 0.599104
nSV = 81, nBSV = 47
Total nSV = 81
..*.*
optimization finished, #iter = 685
nu = 0.342097
obj = -2373.729960, rho = 2.105183
nSV = 84, nBSV = 53
Total nSV = 84
...*..*
optimization finished, #iter = 1041
nu = 0.345193
obj = -2433.432366, rho = 1.921170
nSV = 88, nBSV = 50
Total nSV = 88
Cross Validation Accuracy = 82.5%
..*..*
optimization finished, #iter = 863
nu = 0.337187
obj = -2631.567295, rho = 2.306616
nSV = 83, nBSV = 50
Total nSV = 83
...*..*
optimization finished, #iter = 1025
nu = 0.333244
obj = -2670.319600, rho = 2.443690
nSV = 83, nBSV = 46
Total nSV = 83
...*.*
optimization finished, #iter = 885
nu = 0.332193
obj = -2666.306170, rho = 0.666968
nSV = 80, nBSV = 47
Total nSV = 80
...*..*
optimization finished, #iter = 1053
nu = 0.336898
obj = -2661.911972, rho = 2.251392
nSV = 85, nBSV = 49
Total nSV = 85
...*.*
optimization finished, #iter = 947
nu = 0.341399
obj = -2737.966419, rho = 2.325039
nSV = 90, nBSV = 49
Total nSV = 90
Cross Validation Accuracy = 81.25%
...*..*
optimization finished, #iter = 1085
nu = 0.331053
obj = -2937.964093, rho = 2.213597
nSV = 84, nBSV = 49
Total nSV = 84
...*..*
optimization finished, #iter = 1096
nu = 0.327998
obj = -2997.514030, rho = 2.695573
nSV = 85, nBSV = 45
Total nSV = 85
..*..*
optimization finished, #iter = 908
nu = 0.328782
obj = -2992.501880, rho = 0.778114
nSV = 80, nBSV = 45
Total nSV = 80
...*...*
optimization finished, #iter = 1176
nu = 0.331651
obj = -2980.530558, rho = 2.351186
nSV = 85, nBSV = 47
Total nSV = 85
...*...*
optimization finished, #iter = 1277
nu = 0.337124
obj = -3075.711966, rho = 2.805502
nSV = 88, nBSV = 46
Total nSV = 88
Cross Validation Accuracy = 81.25%
...*..*
optimization finished, #iter = 1030
nu = 0.324559
obj = -3274.319874, rho = 2.369502
nSV = 84, nBSV = 46
Total nSV = 84
....*..*
optimization finished, #iter = 1290
nu = 0.322543
obj = -3360.620851, rho = 2.886730
nSV = 86, nBSV = 43
Total nSV = 86
...*....*.*
optimization finished, #iter = 1473
nu = 0.324696
obj = -3351.228440, rho = 0.845408
nSV = 80, nBSV = 40
Total nSV = 80
...*.*
optimization finished, #iter = 832
nu = 0.326556
obj = -3331.332206, rho = 2.437263
nSV = 79, nBSV = 45
Total nSV = 79
...*...*
optimization finished, #iter = 1160
nu = 0.332137
obj = -3450.077114, rho = 3.229250
nSV = 89, nBSV = 45
Total nSV = 89
Cross Validation Accuracy = 81.25%
...*..*
optimization finished, #iter = 1079
nu = 0.316952
obj = -3643.318365, rho = 2.482015
nSV = 82, nBSV = 43
Total nSV = 82
....*..*
optimization finished, #iter = 1238
nu = 0.316441
obj = -3763.557748, rho = 3.148943
nSV = 85, nBSV = 40
Total nSV = 85
...*...*
optimization finished, #iter = 1260
nu = 0.317441
obj = -3747.568329, rho = 1.159274
nSV = 79, nBSV = 37
Total nSV = 79
...*.*
optimization finished, #iter = 866
nu = 0.320850
obj = -3716.115733, rho = 2.314221
nSV = 78, nBSV = 43
Total nSV = 78
....*..*
optimization finished, #iter = 1277
nu = 0.326523
obj = -3864.647809, rho = 3.401632
nSV = 90, nBSV = 44
Total nSV = 90
Cross Validation Accuracy = 80.8333%
...*..*
optimization finished, #iter = 1060
nu = 0.309386
obj = -4048.304253, rho = 2.482299
nSV = 82, nBSV = 42
Total nSV = 82
...*..*
optimization finished, #iter = 1127
nu = 0.310215
obj = -4210.578198, rho = 3.414949
nSV = 85, nBSV = 39
Total nSV = 85
....*...*
optimization finished, #iter = 1418
nu = 0.310161
obj = -4188.346052, rho = 1.508977
nSV = 81, nBSV = 37
Total nSV = 81
.....*..*
optimization finished, #iter = 1392
nu = 0.314320
obj = -4136.898207, rho = 2.173233
nSV = 80, nBSV = 38
Total nSV = 80
.....*...*
optimization finished, #iter = 1606
nu = 0.321834
obj = -4321.866532, rho = 3.518815
nSV = 90, nBSV = 43
Total nSV = 90
Cross Validation Accuracy = 79.5833%
....*..*
optimization finished, #iter = 1264
nu = 0.303678
obj = -4488.217167, rho = 2.393989
nSV = 81, nBSV = 39
Total nSV = 81
....*..*
optimization finished, #iter = 1235
nu = 0.304616
obj = -4704.695200, rho = 3.805682
nSV = 82, nBSV = 39
Total nSV = 82
....*....*
optimization finished, #iter = 1579
nu = 0.303427
obj = -4676.752913, rho = 1.883082
nSV = 81, nBSV = 37
Total nSV = 81
......*..*
optimization finished, #iter = 1703
nu = 0.305147
obj = -4600.538845, rho = 1.911822
nSV = 80, nBSV = 36
Total nSV = 80
....*...*
optimization finished, #iter = 1379
nu = 0.315682
obj = -4823.318445, rho = 3.797670
nSV = 89, nBSV = 39
Total nSV = 89
Cross Validation Accuracy = 80%
....*..*
optimization finished, #iter = 1274
nu = 0.297831
obj = -4960.395234, rho = 2.155236
nSV = 80, nBSV = 38
Total nSV = 80
....*..*
optimization finished, #iter = 1279
nu = 0.300153
obj = -5245.834306, rho = 4.466081
nSV = 79, nBSV = 37
Total nSV = 79
.....*...*
optimization finished, #iter = 1721
nu = 0.297150
obj = -5215.490210, rho = 2.287034
nSV = 81, nBSV = 35
Total nSV = 81
.......*...*
optimization finished, #iter = 2000
nu = 0.296913
obj = -5112.584736, rho = 1.489414
nSV = 84, nBSV = 35
Total nSV = 84
......*..*
optimization finished, #iter = 1692
nu = 0.309439
obj = -5375.414321, rho = 4.382554
nSV = 86, nBSV = 39
Total nSV = 86
Cross Validation Accuracy = 80.4167%
.....*...*
optimization finished, #iter = 1575
nu = 0.292190
obj = -5460.325818, rho = 1.944559
nSV = 80, nBSV = 35
Total nSV = 80
.....*..*
optimization finished, #iter = 1435
nu = 0.296247
obj = -5831.988024, rho = 5.078105
nSV = 79, nBSV = 37
Total nSV = 79
.......*...*
optimization finished, #iter = 1984
nu = 0.291442
obj = -5806.243612, rho = 2.713761
nSV = 82, nBSV = 35
Total nSV = 82
.....*...*
optimization finished, #iter = 1656
nu = 0.289041
obj = -5675.376718, rho = 0.982889
nSV = 86, nBSV = 36
Total nSV = 86
......*..*
optimization finished, #iter = 1608
nu = 0.303792
obj = -5978.240247, rho = 4.906226
nSV = 84, nBSV = 36
Total nSV = 84
Cross Validation Accuracy = 80.4167%
......*...*
optimization finished, #iter = 1891
nu = 0.283302
obj = -5989.329582, rho = 1.738545
nSV = 83, nBSV = 33
Total nSV = 83
......*..*
optimization finished, #iter = 1684
nu = 0.289609
obj = -6463.748516, rho = 5.446617
nSV = 79, nBSV = 33
Total nSV = 79
......*..*
optimization finished, #iter = 1711
nu = 0.286701
obj = -6447.784220, rho = 3.150899
nSV = 82, nBSV = 33
Total nSV = 82
.......*...*
optimization finished, #iter = 2098
nu = 0.281778
obj = -6290.003609, rho = 0.535816
nSV = 87, nBSV = 36
Total nSV = 87
......*...*
optimization finished, #iter = 1812
nu = 0.296777
obj = -6634.070167, rho = 5.483153
nSV = 82, nBSV = 34
Total nSV = 82
Cross Validation Accuracy = 80.8333%
.......*..*
optimization finished, #iter = 1905
nu = 0.271292
obj = -6558.172499, rho = 1.384969
nSV = 84, nBSV = 27
Total nSV = 84
......*..*
optimization finished, #iter = 1596
nu = 0.283237
obj = -7147.447245, rho = 5.620163
nSV = 76, nBSV = 32
Total nSV = 76
.......*...*
optimization finished, #iter = 1929
nu = 0.281340
obj = -7138.175125, rho = 3.807824
nSV = 83, nBSV = 33
Total nSV = 83
......*...*
optimization finished, #iter = 1803
nu = 0.274913
obj = -6957.749657, rho = 0.362805
nSV = 86, nBSV = 35
Total nSV = 86
.......*....*
optimization finished, #iter = 2274
nu = 0.288442
obj = -7349.532099, rho = 6.087387
nSV = 83, nBSV = 31
Total nSV = 83
Cross Validation Accuracy = 79.5833%
......*.....*
optimization finished, #iter = 2134
nu = 0.260587
obj = -7172.911987, rho = 0.984534
nSV = 83, nBSV = 28
Total nSV = 83
......*....*
optimization finished, #iter = 1984
nu = 0.276460
obj = -7879.922106, rho = 5.892005
nSV = 77, nBSV = 28
Total nSV = 77
.......*....*
optimization finished, #iter = 2114
nu = 0.275872
obj = -7874.630562, rho = 4.378139
nSV = 84, nBSV = 31
Total nSV = 84
.......*....*
optimization finished, #iter = 2216
nu = 0.268186
obj = -7675.572428, rho = 0.348103
nSV = 86, nBSV = 31
Total nSV = 86
.......*....*
optimization finished, #iter = 2284
nu = 0.279695
obj = -8131.854061, rho = 6.558648
nSV = 84, nBSV = 30
Total nSV = 84
Cross Validation Accuracy = 79.5833%
.........*......*
optimization finished, #iter = 2901
nu = 0.250110
obj = -7829.550942, rho = 0.735641
nSV = 85, nBSV = 26
Total nSV = 85
........*....*
optimization finished, #iter = 2356
nu = 0.269722
obj = -8659.774068, rho = 6.363095
nSV = 79, nBSV = 28
Total nSV = 79
.........*....*
optimization finished, #iter = 2572
nu = 0.268306
obj = -8658.247285, rho = 5.136625
nSV = 84, nBSV = 26
Total nSV = 84
......*....*
optimization finished, #iter = 2089
nu = 0.261394
obj = -8442.645938, rho = 0.526538
nSV = 88, nBSV = 30
Total nSV = 88
........*.....*
optimization finished, #iter = 2529
nu = 0.271669
obj = -8984.811952, rho = 7.158220
nSV = 82, nBSV = 28
Total nSV = 82
Cross Validation Accuracy = 78.75%
..........*.....*
optimization finished, #iter = 2923
nu = 0.239522
obj = -8532.397609, rho = 0.819033
nSV = 83, nBSV = 25
Total nSV = 83
.........*....*
optimization finished, #iter = 2686
nu = 0.261961
obj = -9480.740451, rho = 6.942071
nSV = 80, nBSV = 23
Total nSV = 80
........*....*
optimization finished, #iter = 2367
nu = 0.259791
obj = -9494.759359, rho = 5.466138
nSV = 83, nBSV = 26
Total nSV = 83
........*...*
optimization finished, #iter = 2291
nu = 0.254076
obj = -9255.482890, rho = 0.762891
nSV = 85, nBSV = 28
Total nSV = 85
.........*.....*
optimization finished, #iter = 2729
nu = 0.263377
obj = -9909.626800, rho = 7.416144
nSV = 80, nBSV = 28
Total nSV = 80
Cross Validation Accuracy = 79.1667%
..........*.....*
optimization finished, #iter = 2910
nu = 0.230796
obj = -9273.847621, rho = 0.983883
nSV = 80, nBSV = 23
Total nSV = 80
.........*....*
optimization finished, #iter = 2585
nu = 0.251825
obj = -10352.264565, rho = 7.148172
nSV = 80, nBSV = 22
Total nSV = 80
.........*....*
optimization finished, #iter = 2503
nu = 0.252458
obj = -10378.187667, rho = 5.860675
nSV = 82, nBSV = 26
Total nSV = 82
........*...*
optimization finished, #iter = 2172
nu = 0.246857
obj = -10108.116967, rho = 1.151653
nSV = 83, nBSV = 26
Total nSV = 83
..........*....*
optimization finished, #iter = 2860
nu = 0.255166
obj = -10909.502971, rho = 7.700588
nSV = 80, nBSV = 26
Total nSV = 80
Cross Validation Accuracy = 79.1667%
.........*......*
optimization finished, #iter = 2994
nu = 0.221869
obj = -10042.929096, rho = 1.296630
nSV = 77, nBSV = 22
Total nSV = 77
..........*......*
optimization finished, #iter = 3131
nu = 0.241879
obj = -11278.242832, rho = 7.129447
nSV = 82, nBSV = 21
Total nSV = 82
..........*.....*
optimization finished, #iter = 3020
nu = 0.245263
obj = -11291.217084, rho = 6.285915
nSV = 79, nBSV = 23
Total nSV = 79
...........*.....*
optimization finished, #iter = 3257
nu = 0.238732
obj = -10994.956426, rho = 1.753138
nSV = 84, nBSV = 25
Total nSV = 84
..........*......*
optimization finished, #iter = 3129
nu = 0.246444
obj = -11987.730742, rho = 7.884287
nSV = 83, nBSV = 24
Total nSV = 83
Cross Validation Accuracy = 80.4167%
.........*.....*
optimization finished, #iter = 2843
nu = 0.213890
obj = -10825.414542, rho = 1.289163
nSV = 74, nBSV = 21
Total nSV = 74
...........*.....*
optimization finished, #iter = 3194
nu = 0.232904
obj = -12248.768678, rho = 7.082341
nSV = 80, nBSV = 19
Total nSV = 80
.............*....*
optimization finished, #iter = 3306
nu = 0.237154
obj = -12225.441290, rho = 6.779896
nSV = 78, nBSV = 22
Total nSV = 78
..............*.......*
optimization finished, #iter = 4148
nu = 0.229266
obj = -11911.060780, rho = 2.061957
nSV = 84, nBSV = 20
Total nSV = 84
............*.......*
optimization finished, #iter = 3720
nu = 0.237665
obj = -13149.915137, rho = 7.694251
nSV = 85, nBSV = 23
Total nSV = 85
Cross Validation Accuracy = 80%
..........*.....*
optimization finished, #iter = 3056
nu = 0.206772
obj = -11593.152094, rho = 1.134075
nSV = 74, nBSV = 21
Total nSV = 74
............*......*
optimization finished, #iter = 3553
nu = 0.222275
obj = -13260.000904, rho = 7.283455
nSV = 81, nBSV = 17
Total nSV = 81
..............*........*.*
optimization finished, #iter = 4448
nu = 0.227774
obj = -13167.137271, rho = 7.024049
nSV = 80, nBSV = 18
Total nSV = 80
.............*.......*
optimization finished, #iter = 3942
nu = 0.216743
obj = -12877.830763, rho = 2.308561
nSV = 81, nBSV = 18
Total nSV = 81
............*.....*
optimization finished, #iter = 3383
nu = 0.230025
obj = -14391.489032, rho = 7.599670
nSV = 84, nBSV = 22
Total nSV = 84
Cross Validation Accuracy = 79.5833%
...........*....*
optimization finished, #iter = 2924
nu = 0.200102
obj = -12305.690940, rho = 1.229457
nSV = 73, nBSV = 19
Total nSV = 73
..............*........*
optimization finished, #iter = 4404
nu = 0.210529
obj = -14330.658706, rho = 7.462094
nSV = 83, nBSV = 16
Total nSV = 83
.................*......*
optimization finished, #iter = 4571
nu = 0.215728
obj = -14132.692358, rho = 7.216662
nSV = 81, nBSV = 18
Total nSV = 81
................*........*
optimization finished, #iter = 4612
nu = 0.204971
obj = -13907.793354, rho = 2.859402
nSV = 81, nBSV = 15
Total nSV = 81
..............*........*
optimization finished, #iter = 4206
nu = 0.223228
obj = -15692.955317, rho = 7.800703
nSV = 86, nBSV = 21
Total nSV = 86
Cross Validation Accuracy = 79.1667%
............*.....*
optimization finished, #iter = 3316
nu = 0.189970
obj = -12939.328246, rho = 2.048399
nSV = 72, nBSV = 15
Total nSV = 72
...............*........*
optimization finished, #iter = 4439
nu = 0.199329
obj = -15469.832536, rho = 7.975459
nSV = 83, nBSV = 14
Total nSV = 83
...............*.......*
optimization finished, #iter = 4407
nu = 0.202863
obj = -15131.156452, rho = 7.321045
nSV = 80, nBSV = 16
Total nSV = 80
.............*.......*
optimization finished, #iter = 3988
nu = 0.193701
obj = -15003.325479, rho = 3.539115
nSV = 80, nBSV = 14
Total nSV = 80
..............*........*
optimization finished, #iter = 4210
nu = 0.215517
obj = -17039.903903, rho = 7.916499
nSV = 85, nBSV = 19
Total nSV = 85
Cross Validation Accuracy = 78.75%
............*....*
optimization finished, #iter = 3263
nu = 0.178275
obj = -13498.008530, rho = 2.430376
nSV = 71, nBSV = 12
Total nSV = 71
................*.......*
optimization finished, #iter = 4566
nu = 0.188361
obj = -16673.896515, rho = 7.975912
nSV = 83, nBSV = 14
Total nSV = 83
...............*........*
optimization finished, #iter = 4542
nu = 0.189918
obj = -16177.434969, rho = 7.673000
nSV = 81, nBSV = 16
Total nSV = 81
...............*........*
optimization finished, #iter = 4487
nu = 0.182554
obj = -16166.788708, rho = 4.117653
nSV = 79, nBSV = 13
Total nSV = 79
...............*..........*
optimization finished, #iter = 4797
nu = 0.207555
obj = -18421.590544, rho = 8.194081
nSV = 86, nBSV = 16
Total nSV = 86
Cross Validation Accuracy = 77.0833%
...............*.....*
optimization finished, #iter = 3874
nu = 0.164223
obj = -13993.287758, rho = 2.517949
nSV = 71, nBSV = 10
Total nSV = 71
.............*.......*
optimization finished, #iter = 3955
nu = 0.177665
obj = -17945.082911, rho = 7.890574
nSV = 82, nBSV = 11
Total nSV = 82
...............*........*
optimization finished, #iter = 4566
nu = 0.177053
obj = -17276.271971, rho = 7.868263
nSV = 80, nBSV = 13
Total nSV = 80
...............*........*
optimization finished, #iter = 4503
nu = 0.172239
obj = -17400.358400, rho = 4.170167
nSV = 78, nBSV = 12
Total nSV = 78
.................*........*
optimization finished, #iter = 4958
nu = 0.197906
obj = -19833.201467, rho = 9.069908
nSV = 86, nBSV = 15
Total nSV = 86
Cross Validation Accuracy = 77.5%
................*.....*
optimization finished, #iter = 4147
nu = 0.149514
obj = -14445.080818, rho = 2.025928
nSV = 71, nBSV = 7
Total nSV = 71
..................*.......*
optimization finished, #iter = 4838
nu = 0.167584
obj = -19279.847618, rho = 8.293316
nSV = 81, nBSV = 9
Total nSV = 81
....................*.........*
optimization finished, #iter = 5582
nu = 0.164025
obj = -18454.005090, rho = 7.668305
nSV = 80, nBSV = 12
Total nSV = 80
...............*......*
optimization finished, #iter = 4051
nu = 0.162959
obj = -18694.417559, rho = 4.047753
nSV = 76, nBSV = 12
Total nSV = 76
...................*........*
optimization finished, #iter = 5176
nu = 0.187960
obj = -21281.698472, rho = 9.306732
nSV = 81, nBSV = 12
Total nSV = 81
Cross Validation Accuracy = 76.25%
.............*........*
optimization finished, #iter = 4069
nu = 0.135762
obj = -14866.009794, rho = 1.220851
nSV = 69, nBSV = 5
Total nSV = 69
...............*.......*
optimization finished, #iter = 4254
nu = 0.157797
obj = -20682.465553, rho = 9.410292
nSV = 78, nBSV = 8
Total nSV = 78
....................*............*
optimization finished, #iter = 6178
nu = 0.152332
obj = -19723.675870, rho = 7.281991
nSV = 80, nBSV = 11
Total nSV = 80
.................*.....*
optimization finished, #iter = 4379
nu = 0.154791
obj = -20022.253081, rho = 4.005771
nSV = 76, nBSV = 12
Total nSV = 76
..................*...........*
optimization finished, #iter = 5548
nu = 0.178324
obj = -22754.279627, rho = 9.037661
nSV = 78, nBSV = 11
Total nSV = 78
Cross Validation Accuracy = 75.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165760, rho = 0.992844
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165746, rho = 0.992950
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165734, rho = 0.992183
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165765, rho = 0.992809
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.163779, rho = 0.992534
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.190370, rho = 0.991780
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190351, rho = 0.991901
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190336, rho = 0.991006
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190375, rho = 0.991739
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.188089, rho = 0.991424
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.218618, rho = 0.990558
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218595, rho = 0.990511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218574, rho = 0.989668
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218626, rho = 0.990511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.215993, rho = 0.990167
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.251048, rho = 0.989154
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.251018, rho = 0.989100
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.250989, rho = 0.988132
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.251059, rho = 0.989100
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.248024, rho = 0.988704
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.288278, rho = 0.987541
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288238, rho = 0.987480
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288201, rho = 0.986367
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288292, rho = 0.987479
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.284794, rho = 0.987025
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.331008, rho = 0.985443
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330954, rho = 0.985618
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.330906, rho = 0.984365
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.331025, rho = 0.985618
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.326990, rho = 0.985096
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.380068, rho = 0.983278
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379997, rho = 0.983479
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.379933, rho = 0.982040
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.380090, rho = 0.983478
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.375433, rho = 0.982879
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.436350, rho = 0.980792
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.436256, rho = 0.981022
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.436173, rho = 0.979369
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.436379, rho = 0.981022
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.431001, rho = 0.980333
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.500928, rho = 0.977936
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.500804, rho = 0.978201
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.500694, rho = 0.976302
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.500966, rho = 0.978200
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.494750, rho = 0.977409
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.575014, rho = 0.974655
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.574850, rho = 0.974959
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.574707, rho = 0.972778
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.575065, rho = 0.974958
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.567873, rho = 0.974050
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.659996, rho = 0.970886
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.659780, rho = 0.971235
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.659591, rho = 0.968730
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.660063, rho = 0.971234
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.651736, rho = 0.970191
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.757436, rho = 0.966701
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.757148, rho = 0.966958
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.756895, rho = 0.964080
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.757519, rho = 0.966957
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.747865, rho = 0.965759
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.869144, rho = 0.961750
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.868763, rho = 0.962045
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.868431, rho = 0.958739
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.869253, rho = 0.962044
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.858048, rho = 0.960667
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.997184, rho = 0.956062
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.996682, rho = 0.956401
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.996245, rho = 0.952096
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.997329, rho = 0.956400
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.984304, rho = 0.954818
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.143865, rho = 0.949529
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.143204, rho = 0.949373
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.142625, rho = 0.944973
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.144055, rho = 0.949917
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.128892, rho = 0.948099
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.311844, rho = 0.941991
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.310971, rho = 0.941845
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.310207, rho = 0.936791
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.312094, rho = 0.942469
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.294410, rho = 0.940382
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.504132, rho = 0.933366
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.502980, rho = 0.933198
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.501971, rho = 0.927392
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.504461, rho = 0.933915
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.483796, rho = 0.931517
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.724182, rho = 0.923455
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.722662, rho = 0.923262
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.721331, rho = 0.916592
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.724619, rho = 0.924085
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.700413, rho = 0.921331
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.975734, rho = 0.912072
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.973728, rho = 0.911850
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.971972, rho = 0.904189
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.976310, rho = 0.912796
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.947893, rho = 0.909633
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.262989, rho = 0.899004
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.260342, rho = 0.898749
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.258026, rho = 0.889949
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.263749, rho = 0.899836
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.230300, rho = 0.896202
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.591130, rho = 0.883983
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.587635, rho = 0.883690
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.584579, rho = 0.873582
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.592131, rho = 0.884939
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.552640, rho = 0.880764
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.965238, rho = 0.866734
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.960626, rho = 0.866398
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.956595, rho = 0.855076
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.966558, rho = 0.867832
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.919789, rho = 0.863037
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -3.391513, rho = 0.846917
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.385428, rho = 0.846531
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.380109, rho = 0.833524
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.393256, rho = 0.848178
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.337674, rho = 0.842670
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -3.876504, rho = 0.824151
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.868476, rho = 0.823708
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.861459, rho = 0.808711
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.878804, rho = 0.825600
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.812505, rho = 0.819273
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -4.427439, rho = 0.798000
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.416844, rho = 0.797491
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.407585, rho = 0.780264
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.430473, rho = 0.799665
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.351081, rho = 0.792396
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.052020, rho = 0.767966
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.038041, rho = 0.767381
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.025824, rho = 0.747592
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.056024, rho = 0.769878
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.960560, rho = 0.761529
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.758781, rho = 0.733461
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.740336, rho = 0.732789
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.724215, rho = 0.710058
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.764065, rho = 0.735657
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.648774, rho = 0.726067
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -6.556420, rho = 0.693826
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.532080, rho = 0.693054
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.510809, rho = 0.666943
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.563391, rho = 0.696349
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.423526, rho = 0.685332
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -7.453798, rho = 0.648303
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.421683, rho = 0.647416
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.393615, rho = 0.617423
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.462996, rho = 0.651201
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -7.292533, rho = 0.638546
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -8.459914, rho = 0.596008
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.417538, rho = 0.594990
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -8.380504, rho = 0.560536
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.472052, rho = 0.599336
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -8.263307, rho = 0.584800
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -9.583080, rho = 0.535932
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -9.527164, rho = 0.534762
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.478296, rho = 0.495185
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.599096, rho = 0.539755
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -9.342240, rho = 0.523057
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 59.5833%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -10.830144, rho = 0.466923
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.756362, rho = 0.465579
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -10.691881, rho = 0.420186
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.851278, rho = 0.471315
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -10.533703, rho = 0.452134
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 66.6667%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -12.205652, rho = 0.387660
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -12.108298, rho = 0.386116
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -12.023215, rho = 0.333929
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -12.233538, rho = 0.392705
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -11.839027, rho = 0.370672
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 73.3333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -13.710750, rho = 0.296606
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -13.582290, rho = 0.294833
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.470023, rho = 0.234895
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -13.747546, rho = 0.302401
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -13.255158, rho = 0.277092
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 77.9167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -15.340820, rho = 0.192001
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -15.171311, rho = 0.189964
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -15.023170, rho = 0.121113
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -15.389373, rho = 0.198658
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -14.772012, rho = 0.169586
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.870085
obj = -17.090871, rho = 0.106928
nSV = 169, nBSV = 165
Total nSV = 169
*
optimization finished, #iter = 93
nu = 0.861922
obj = -16.893229, rho = 0.151904
nSV = 167, nBSV = 162
Total nSV = 167
*
optimization finished, #iter = 85
nu = 0.854472
obj = -16.713588, rho = 0.089963
nSV = 166, nBSV = 163
Total nSV = 166
*
optimization finished, #iter = 89
nu = 0.872142
obj = -17.161820, rho = 0.126249
nSV = 169, nBSV = 166
Total nSV = 169
*
optimization finished, #iter = 86
nu = 0.850174
obj = -16.413019, rho = 0.144605
nSV = 164, nBSV = 161
Total nSV = 164
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.841522
obj = -19.026837, rho = 0.071673
nSV = 166, nBSV = 161
Total nSV = 166
*
optimization finished, #iter = 80
nu = 0.833333
obj = -18.827509, rho = 0.146717
nSV = 160, nBSV = 160
Total nSV = 160
*
optimization finished, #iter = 81
nu = 0.822917
obj = -18.619018, rho = 0.070648
nSV = 159, nBSV = 157
Total nSV = 159
*
optimization finished, #iter = 86
nu = 0.842988
obj = -19.131886, rho = 0.102288
nSV = 164, nBSV = 160
Total nSV = 164
*
optimization finished, #iter = 85
nu = 0.820241
obj = -18.255068, rho = 0.114033
nSV = 159, nBSV = 155
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.813784
obj = -21.181598, rho = 0.047215
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 80
nu = 0.812500
obj = -20.969669, rho = 0.099898
nSV = 157, nBSV = 155
Total nSV = 157
*
optimization finished, #iter = 88
nu = 0.795167
obj = -20.744815, rho = 0.046192
nSV = 157, nBSV = 150
Total nSV = 157
*
optimization finished, #iter = 85
nu = 0.816270
obj = -21.336434, rho = 0.083007
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 79
nu = 0.795812
obj = -20.307141, rho = 0.104227
nSV = 153, nBSV = 151
Total nSV = 153
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.786130
obj = -23.595696, rho = 0.041616
nSV = 154, nBSV = 150
Total nSV = 154
*
optimization finished, #iter = 83
nu = 0.787590
obj = -23.343594, rho = 0.085427
nSV = 153, nBSV = 149
Total nSV = 153
*
optimization finished, #iter = 77
nu = 0.768303
obj = -23.147188, rho = 0.029417
nSV = 148, nBSV = 146
Total nSV = 148
*
optimization finished, #iter = 80
nu = 0.791667
obj = -23.806348, rho = 0.113335
nSV = 153, nBSV = 151
Total nSV = 153
*
optimization finished, #iter = 80
nu = 0.769361
obj = -22.576625, rho = 0.091121
nSV = 150, nBSV = 144
Total nSV = 150
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.762015
obj = -26.296333, rho = 0.034622
nSV = 148, nBSV = 145
Total nSV = 148
*
optimization finished, #iter = 81
nu = 0.759022
obj = -26.001882, rho = 0.103585
nSV = 147, nBSV = 144
Total nSV = 147
*
optimization finished, #iter = 80
nu = 0.747265
obj = -25.832648, rho = 0.037715
nSV = 145, nBSV = 141
Total nSV = 145
*
optimization finished, #iter = 92
nu = 0.767454
obj = -26.557056, rho = 0.123567
nSV = 150, nBSV = 144
Total nSV = 150
*
optimization finished, #iter = 85
nu = 0.741275
obj = -25.119387, rho = 0.100928
nSV = 145, nBSV = 139
Total nSV = 145
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.736216
obj = -29.314941, rho = 0.040448
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 81
nu = 0.738435
obj = -28.972556, rho = 0.070215
nSV = 145, nBSV = 139
Total nSV = 145
*
optimization finished, #iter = 77
nu = 0.726619
obj = -28.828735, rho = 0.025146
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 82
nu = 0.744401
obj = -29.642737, rho = 0.091047
nSV = 145, nBSV = 142
Total nSV = 145
*
optimization finished, #iter = 82
nu = 0.713780
obj = -27.972142, rho = 0.115807
nSV = 141, nBSV = 133
Total nSV = 141
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 83
nu = 0.709095
obj = -32.720496, rho = 0.057369
nSV = 141, nBSV = 134
Total nSV = 141
*
optimization finished, #iter = 90
nu = 0.709703
obj = -32.286967, rho = 0.085857
nSV = 139, nBSV = 132
Total nSV = 139
*
optimization finished, #iter = 89
nu = 0.702794
obj = -32.176428, rho = 0.018847
nSV = 138, nBSV = 131
Total nSV = 138
*
optimization finished, #iter = 84
nu = 0.721129
obj = -33.098961, rho = 0.086936
nSV = 142, nBSV = 136
Total nSV = 142
*
optimization finished, #iter = 77
nu = 0.691533
obj = -31.183780, rho = 0.113026
nSV = 134, nBSV = 130
Total nSV = 134
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 73
nu = 0.689150
obj = -36.566629, rho = 0.078617
nSV = 134, nBSV = 130
Total nSV = 134
*
optimization finished, #iter = 88
nu = 0.684996
obj = -36.028333, rho = 0.092138
nSV = 137, nBSV = 127
Total nSV = 137
*
optimization finished, #iter = 80
nu = 0.679525
obj = -35.950576, rho = 0.027351
nSV = 134, nBSV = 126
Total nSV = 134
*
optimization finished, #iter = 80
nu = 0.702397
obj = -36.970123, rho = 0.100783
nSV = 138, nBSV = 132
Total nSV = 138
*
optimization finished, #iter = 83
nu = 0.667385
obj = -34.775828, rho = 0.127144
nSV = 131, nBSV = 124
Total nSV = 131
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 97
nu = 0.668629
obj = -40.854199, rho = 0.074526
nSV = 134, nBSV = 123
Total nSV = 134
*
optimization finished, #iter = 77
nu = 0.663379
obj = -40.250599, rho = 0.100660
nSV = 129, nBSV = 123
Total nSV = 129
*
optimization finished, #iter = 71
nu = 0.658083
obj = -40.207166, rho = 0.030979
nSV = 128, nBSV = 125
Total nSV = 128
*
optimization finished, #iter = 100
nu = 0.682460
obj = -41.280753, rho = 0.128513
nSV = 136, nBSV = 127
Total nSV = 136
*
optimization finished, #iter = 78
nu = 0.644034
obj = -38.829993, rho = 0.134357
nSV = 126, nBSV = 120
Total nSV = 126
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.643959
obj = -45.713826, rho = 0.103570
nSV = 130, nBSV = 121
Total nSV = 130
*
optimization finished, #iter = 74
nu = 0.642523
obj = -44.993690, rho = 0.127761
nSV = 126, nBSV = 121
Total nSV = 126
*
optimization finished, #iter = 78
nu = 0.638216
obj = -44.986781, rho = 0.006478
nSV = 127, nBSV = 119
Total nSV = 127
*
optimization finished, #iter = 86
nu = 0.659967
obj = -46.130955, rho = 0.170063
nSV = 131, nBSV = 123
Total nSV = 131
*
optimization finished, #iter = 78
nu = 0.625170
obj = -43.395360, rho = 0.137053
nSV = 123, nBSV = 116
Total nSV = 123
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.625362
obj = -51.212236, rho = 0.133755
nSV = 124, nBSV = 117
Total nSV = 124
*
optimization finished, #iter = 72
nu = 0.624740
obj = -50.323608, rho = 0.126166
nSV = 122, nBSV = 117
Total nSV = 122
*
optimization finished, #iter = 71
nu = 0.622104
obj = -50.376668, rho = -0.034496
nSV = 122, nBSV = 117
Total nSV = 122
*
optimization finished, #iter = 89
nu = 0.638789
obj = -51.594732, rho = 0.205850
nSV = 128, nBSV = 118
Total nSV = 128
*
optimization finished, #iter = 70
nu = 0.603641
obj = -48.539403, rho = 0.164982
nSV = 119, nBSV = 113
Total nSV = 119
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.606996
obj = -57.422167, rho = 0.139322
nSV = 120, nBSV = 115
Total nSV = 120
*
optimization finished, #iter = 77
nu = 0.605558
obj = -56.318120, rho = 0.108567
nSV = 120, nBSV = 114
Total nSV = 120
*
optimization finished, #iter = 80
nu = 0.605113
obj = -56.401636, rho = -0.032917
nSV = 119, nBSV = 113
Total nSV = 119
*
optimization finished, #iter = 85
nu = 0.618694
obj = -57.772405, rho = 0.258546
nSV = 123, nBSV = 115
Total nSV = 123
*
optimization finished, #iter = 75
nu = 0.586422
obj = -54.330946, rho = 0.200309
nSV = 114, nBSV = 108
Total nSV = 114
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 74
nu = 0.591813
obj = -64.416364, rho = 0.123691
nSV = 118, nBSV = 113
Total nSV = 118
*
optimization finished, #iter = 73
nu = 0.591419
obj = -63.033863, rho = 0.105834
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 76
nu = 0.586601
obj = -63.201505, rho = -0.003293
nSV = 116, nBSV = 110
Total nSV = 116
*
optimization finished, #iter = 84
nu = 0.601828
obj = -64.716349, rho = 0.236304
nSV = 119, nBSV = 111
Total nSV = 119
*
optimization finished, #iter = 84
nu = 0.567760
obj = -60.868283, rho = 0.225206
nSV = 112, nBSV = 104
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.577442
obj = -72.259701, rho = 0.112178
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 75
nu = 0.575703
obj = -70.549572, rho = 0.101082
nSV = 114, nBSV = 107
Total nSV = 114
*
optimization finished, #iter = 83
nu = 0.572551
obj = -70.855690, rho = 0.014386
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 88
nu = 0.585314
obj = -72.547684, rho = 0.212859
nSV = 117, nBSV = 107
Total nSV = 117
*
optimization finished, #iter = 81
nu = 0.550332
obj = -68.289505, rho = 0.267721
nSV = 108, nBSV = 102
Total nSV = 108
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 96
nu = 0.559050
obj = -81.146994, rho = 0.134139
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 113
nu = 0.556190
obj = -79.013904, rho = 0.130389
nSV = 114, nBSV = 102
Total nSV = 114
*
optimization finished, #iter = 99
nu = 0.555905
obj = -79.468377, rho = 0.021175
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 92
nu = 0.568688
obj = -81.387515, rho = 0.208519
nSV = 114, nBSV = 103
Total nSV = 114
*
optimization finished, #iter = 92
nu = 0.536799
obj = -76.655968, rho = 0.272730
nSV = 105, nBSV = 97
Total nSV = 105
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 84
nu = 0.543769
obj = -91.249517, rho = 0.173796
nSV = 109, nBSV = 101
Total nSV = 109
*
optimization finished, #iter = 93
nu = 0.539032
obj = -88.637069, rho = 0.158910
nSV = 109, nBSV = 101
Total nSV = 109
*
optimization finished, #iter = 97
nu = 0.539448
obj = -89.224266, rho = 0.047562
nSV = 108, nBSV = 98
Total nSV = 108
*
optimization finished, #iter = 98
nu = 0.551577
obj = -91.396940, rho = 0.208958
nSV = 113, nBSV = 102
Total nSV = 113
*
optimization finished, #iter = 80
nu = 0.523357
obj = -86.102348, rho = 0.271773
nSV = 103, nBSV = 94
Total nSV = 103
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.530177
obj = -102.709719, rho = 0.215867
nSV = 107, nBSV = 100
Total nSV = 107
*
optimization finished, #iter = 100
nu = 0.525510
obj = -99.490822, rho = 0.186749
nSV = 103, nBSV = 93
Total nSV = 103
*
optimization finished, #iter = 89
nu = 0.524459
obj = -100.285733, rho = 0.073041
nSV = 106, nBSV = 96
Total nSV = 106
*
optimization finished, #iter = 83
nu = 0.536285
obj = -102.759659, rho = 0.218575
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 95
nu = 0.509453
obj = -96.748280, rho = 0.282447
nSV = 101, nBSV = 90
Total nSV = 101
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.518366
obj = -115.652518, rho = 0.284360
nSV = 104, nBSV = 97
Total nSV = 104
*
optimization finished, #iter = 107
nu = 0.509888
obj = -111.770638, rho = 0.203417
nSV = 103, nBSV = 90
Total nSV = 103
*
optimization finished, #iter = 107
nu = 0.511881
obj = -112.799103, rho = 0.100619
nSV = 104, nBSV = 94
Total nSV = 104
*
optimization finished, #iter = 83
nu = 0.525292
obj = -115.596693, rho = 0.216964
nSV = 105, nBSV = 98
Total nSV = 105
*
optimization finished, #iter = 116
nu = 0.496750
obj = -108.810460, rho = 0.307348
nSV = 100, nBSV = 87
Total nSV = 100
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 69
nu = 0.506812
obj = -130.306530, rho = 0.330772
nSV = 101, nBSV = 96
Total nSV = 101
*
optimization finished, #iter = 127
nu = 0.495121
obj = -125.736357, rho = 0.218912
nSV = 103, nBSV = 88
Total nSV = 103
*
optimization finished, #iter = 101
nu = 0.500926
obj = -126.910649, rho = 0.133044
nSV = 101, nBSV = 90
Total nSV = 101
*
optimization finished, #iter = 108
nu = 0.513044
obj = -130.053573, rho = 0.241332
nSV = 104, nBSV = 92
Total nSV = 104
*
optimization finished, #iter = 138
nu = 0.483310
obj = -122.480044, rho = 0.362242
nSV = 99, nBSV = 84
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 74
nu = 0.495701
obj = -146.884553, rho = 0.329026
nSV = 98, nBSV = 90
Total nSV = 98
*
optimization finished, #iter = 99
nu = 0.483328
obj = -141.603389, rho = 0.237299
nSV = 99, nBSV = 88
Total nSV = 99
*
optimization finished, #iter = 109
nu = 0.489585
obj = -142.836828, rho = 0.148381
nSV = 99, nBSV = 87
Total nSV = 99
*
optimization finished, #iter = 109
nu = 0.500098
obj = -146.420834, rho = 0.292280
nSV = 102, nBSV = 90
Total nSV = 102
*
optimization finished, #iter = 139
nu = 0.471158
obj = -138.000937, rho = 0.426148
nSV = 97, nBSV = 80
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 94
nu = 0.483823
obj = -165.701417, rho = 0.328051
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 113
nu = 0.474402
obj = -159.497743, rho = 0.250877
nSV = 95, nBSV = 83
Total nSV = 95
*
optimization finished, #iter = 136
nu = 0.478597
obj = -160.828747, rho = 0.165606
nSV = 97, nBSV = 82
Total nSV = 97
*
optimization finished, #iter = 127
nu = 0.488352
obj = -164.977895, rho = 0.342822
nSV = 101, nBSV = 88
Total nSV = 101
*
optimization finished, #iter = 174
nu = 0.458656
obj = -155.677240, rho = 0.472726
nSV = 96, nBSV = 78
Total nSV = 96
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.474370
obj = -187.068864, rho = 0.330422
nSV = 94, nBSV = 85
Total nSV = 94
*
optimization finished, #iter = 110
nu = 0.462531
obj = -179.724543, rho = 0.261613
nSV = 95, nBSV = 81
Total nSV = 95
*
optimization finished, #iter = 126
nu = 0.467069
obj = -181.207884, rho = 0.196506
nSV = 96, nBSV = 83
Total nSV = 96
*
optimization finished, #iter = 115
nu = 0.477156
obj = -186.023131, rho = 0.386816
nSV = 98, nBSV = 85
Total nSV = 98
*
optimization finished, #iter = 153
nu = 0.447174
obj = -175.864790, rho = 0.506024
nSV = 96, nBSV = 78
Total nSV = 96
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 93
nu = 0.466610
obj = -211.198120, rho = 0.353390
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 114
nu = 0.453067
obj = -202.668633, rho = 0.273259
nSV = 94, nBSV = 81
Total nSV = 94
*
optimization finished, #iter = 164
nu = 0.457175
obj = -204.278687, rho = 0.236377
nSV = 95, nBSV = 81
Total nSV = 95
*
optimization finished, #iter = 103
nu = 0.466298
obj = -209.921882, rho = 0.430239
nSV = 96, nBSV = 85
Total nSV = 96
*
optimization finished, #iter = 160
nu = 0.437268
obj = -198.906084, rho = 0.539264
nSV = 94, nBSV = 77
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 117
nu = 0.458893
obj = -238.405383, rho = 0.352168
nSV = 94, nBSV = 82
Total nSV = 94
*
optimization finished, #iter = 155
nu = 0.444093
obj = -228.593279, rho = 0.303193
nSV = 93, nBSV = 77
Total nSV = 93
*
optimization finished, #iter = 145
nu = 0.447679
obj = -230.389357, rho = 0.257680
nSV = 94, nBSV = 77
Total nSV = 94
*
optimization finished, #iter = 108
nu = 0.457941
obj = -237.003277, rho = 0.458495
nSV = 94, nBSV = 83
Total nSV = 94
*
optimization finished, #iter = 127
nu = 0.429170
obj = -225.162974, rho = 0.588618
nSV = 91, nBSV = 75
Total nSV = 91
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 135
nu = 0.450511
obj = -269.134221, rho = 0.307060
nSV = 94, nBSV = 80
Total nSV = 94
*
optimization finished, #iter = 148
nu = 0.434913
obj = -257.936797, rho = 0.319967
nSV = 91, nBSV = 75
Total nSV = 91
*
optimization finished, #iter = 178
nu = 0.438369
obj = -259.930048, rho = 0.314540
nSV = 93, nBSV = 74
Total nSV = 93
*
optimization finished, #iter = 125
nu = 0.450996
obj = -267.562615, rho = 0.474460
nSV = 92, nBSV = 80
Total nSV = 92
*
optimization finished, #iter = 158
nu = 0.421811
obj = -255.017138, rho = 0.645206
nSV = 90, nBSV = 73
Total nSV = 90
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 154
nu = 0.441630
obj = -303.925311, rho = 0.232269
nSV = 92, nBSV = 78
Total nSV = 92
*
optimization finished, #iter = 171
nu = 0.426355
obj = -291.163296, rho = 0.296367
nSV = 90, nBSV = 72
Total nSV = 90
*
optimization finished, #iter = 135
nu = 0.430934
obj = -293.386018, rho = 0.295674
nSV = 90, nBSV = 74
Total nSV = 90
*
optimization finished, #iter = 145
nu = 0.445300
obj = -301.860843, rho = 0.456024
nSV = 92, nBSV = 79
Total nSV = 92
*
optimization finished, #iter = 167
nu = 0.415702
obj = -288.921895, rho = 0.673221
nSV = 88, nBSV = 69
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 136
nu = 0.434821
obj = -343.236752, rho = 0.187158
nSV = 92, nBSV = 77
Total nSV = 92
*
optimization finished, #iter = 190
nu = 0.417754
obj = -328.820831, rho = 0.263323
nSV = 90, nBSV = 69
Total nSV = 90
*
optimization finished, #iter = 168
nu = 0.422124
obj = -331.116231, rho = 0.287436
nSV = 89, nBSV = 70
Total nSV = 89
*
optimization finished, #iter = 159
nu = 0.437637
obj = -340.355215, rho = 0.400962
nSV = 92, nBSV = 74
Total nSV = 92
*
optimization finished, #iter = 181
nu = 0.409781
obj = -327.356538, rho = 0.678535
nSV = 88, nBSV = 69
Total nSV = 88
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 139
nu = 0.428177
obj = -387.523438, rho = 0.151148
nSV = 91, nBSV = 76
Total nSV = 91
*.*
optimization finished, #iter = 197
nu = 0.408922
obj = -371.588343, rho = 0.300591
nSV = 89, nBSV = 68
Total nSV = 89
*
optimization finished, #iter = 182
nu = 0.414394
obj = -373.882343, rho = 0.323451
nSV = 87, nBSV = 70
Total nSV = 87
*.*
optimization finished, #iter = 203
nu = 0.429669
obj = -383.732788, rho = 0.395584
nSV = 91, nBSV = 71
Total nSV = 91
*.*
optimization finished, #iter = 246
nu = 0.403487
obj = -370.974961, rho = 0.697093
nSV = 88, nBSV = 66
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 168
nu = 0.422577
obj = -437.307654, rho = 0.217356
nSV = 88, nBSV = 71
Total nSV = 88
*.*
optimization finished, #iter = 210
nu = 0.400803
obj = -420.243453, rho = 0.352819
nSV = 88, nBSV = 68
Total nSV = 88
*.*
optimization finished, #iter = 198
nu = 0.406315
obj = -422.297560, rho = 0.368794
nSV = 87, nBSV = 67
Total nSV = 87
*.*
optimization finished, #iter = 192
nu = 0.421431
obj = -432.693231, rho = 0.404316
nSV = 89, nBSV = 69
Total nSV = 89
*.*
optimization finished, #iter = 270
nu = 0.396983
obj = -420.588267, rho = 0.671214
nSV = 89, nBSV = 65
Total nSV = 89
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 156
nu = 0.415637
obj = -493.256574, rho = 0.290178
nSV = 87, nBSV = 70
Total nSV = 87
*.*
optimization finished, #iter = 228
nu = 0.393675
obj = -475.524121, rho = 0.430795
nSV = 88, nBSV = 66
Total nSV = 88
*.*
optimization finished, #iter = 209
nu = 0.399225
obj = -477.150266, rho = 0.400845
nSV = 84, nBSV = 67
Total nSV = 84
*.*
optimization finished, #iter = 235
nu = 0.413607
obj = -487.918985, rho = 0.421084
nSV = 88, nBSV = 68
Total nSV = 88
*.*
optimization finished, #iter = 269
nu = 0.391403
obj = -476.999697, rho = 0.666307
nSV = 87, nBSV = 64
Total nSV = 87
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 189
nu = 0.409630
obj = -556.110277, rho = 0.391209
nSV = 87, nBSV = 69
Total nSV = 87
.*
optimization finished, #iter = 282
nu = 0.387399
obj = -538.257493, rho = 0.518878
nSV = 89, nBSV = 65
Total nSV = 89
.*
optimization finished, #iter = 287
nu = 0.392982
obj = -539.096041, rho = 0.431977
nSV = 83, nBSV = 62
Total nSV = 83
*.*
optimization finished, #iter = 259
nu = 0.405646
obj = -550.244811, rho = 0.466580
nSV = 88, nBSV = 66
Total nSV = 88
*.*
optimization finished, #iter = 230
nu = 0.386584
obj = -541.023589, rho = 0.670161
nSV = 86, nBSV = 64
Total nSV = 86
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 281
nu = 0.403012
obj = -626.561853, rho = 0.518015
nSV = 87, nBSV = 63
Total nSV = 87
.*
optimization finished, #iter = 273
nu = 0.382038
obj = -609.309961, rho = 0.604594
nSV = 87, nBSV = 65
Total nSV = 87
*.*
optimization finished, #iter = 255
nu = 0.386599
obj = -609.054094, rho = 0.492239
nSV = 83, nBSV = 61
Total nSV = 83
.*
optimization finished, #iter = 290
nu = 0.398117
obj = -620.584633, rho = 0.530823
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 335
nu = 0.382059
obj = -613.556012, rho = 0.699989
nSV = 85, nBSV = 61
Total nSV = 85
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 293
nu = 0.395746
obj = -705.754038, rho = 0.655735
nSV = 88, nBSV = 62
Total nSV = 88
.*
optimization finished, #iter = 294
nu = 0.377278
obj = -689.560551, rho = 0.674230
nSV = 86, nBSV = 62
Total nSV = 86
*.*
optimization finished, #iter = 236
nu = 0.380391
obj = -688.027702, rho = 0.570386
nSV = 82, nBSV = 60
Total nSV = 82
*.*
optimization finished, #iter = 260
nu = 0.390476
obj = -700.012816, rho = 0.622757
nSV = 86, nBSV = 62
Total nSV = 86
.*
optimization finished, #iter = 336
nu = 0.377855
obj = -695.681923, rho = 0.761071
nSV = 86, nBSV = 61
Total nSV = 86
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 330
nu = 0.388275
obj = -794.805523, rho = 0.799926
nSV = 87, nBSV = 60
Total nSV = 87
.*
optimization finished, #iter = 340
nu = 0.373232
obj = -779.964481, rho = 0.778309
nSV = 86, nBSV = 62
Total nSV = 86
.*.*
optimization finished, #iter = 392
nu = 0.373959
obj = -777.256989, rho = 0.568833
nSV = 84, nBSV = 59
Total nSV = 84
.*
optimization finished, #iter = 317
nu = 0.383752
obj = -789.640392, rho = 0.719400
nSV = 85, nBSV = 61
Total nSV = 85
.*
optimization finished, #iter = 377
nu = 0.373558
obj = -788.552675, rho = 0.874101
nSV = 85, nBSV = 60
Total nSV = 85
Cross Validation Accuracy = 82.9167%
.*
optimization finished, #iter = 315
nu = 0.381555
obj = -894.888924, rho = 0.945221
nSV = 86, nBSV = 60
Total nSV = 86
.*
optimization finished, #iter = 368
nu = 0.368847
obj = -881.533902, rho = 0.899205
nSV = 84, nBSV = 58
Total nSV = 84
.*.*
optimization finished, #iter = 394
nu = 0.367736
obj = -878.087603, rho = 0.545174
nSV = 84, nBSV = 59
Total nSV = 84
.*
optimization finished, #iter = 329
nu = 0.377111
obj = -890.594845, rho = 0.811267
nSV = 85, nBSV = 58
Total nSV = 85
.*.*
optimization finished, #iter = 463
nu = 0.369795
obj = -893.469457, rho = 0.959270
nSV = 85, nBSV = 59
Total nSV = 85
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 415
nu = 0.375043
obj = -1007.067576, rho = 1.088037
nSV = 87, nBSV = 58
Total nSV = 87
.*.*
optimization finished, #iter = 398
nu = 0.363917
obj = -995.817836, rho = 1.036935
nSV = 84, nBSV = 56
Total nSV = 84
.*.*
optimization finished, #iter = 418
nu = 0.361934
obj = -991.988866, rho = 0.539804
nSV = 84, nBSV = 55
Total nSV = 84
.*
optimization finished, #iter = 312
nu = 0.370824
obj = -1004.318988, rho = 0.927883
nSV = 85, nBSV = 59
Total nSV = 85
.*
optimization finished, #iter = 332
nu = 0.366934
obj = -1011.521483, rho = 1.008225
nSV = 83, nBSV = 58
Total nSV = 83
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 448
nu = 0.368542
obj = -1132.713215, rho = 1.176446
nSV = 87, nBSV = 56
Total nSV = 87
.*.*
optimization finished, #iter = 431
nu = 0.359384
obj = -1124.237679, rho = 1.187045
nSV = 85, nBSV = 56
Total nSV = 85
.*.*
optimization finished, #iter = 487
nu = 0.356858
obj = -1120.369833, rho = 0.565703
nSV = 83, nBSV = 54
Total nSV = 83
.*
optimization finished, #iter = 314
nu = 0.365270
obj = -1132.038379, rho = 1.060475
nSV = 84, nBSV = 58
Total nSV = 84
.*.*
optimization finished, #iter = 382
nu = 0.363845
obj = -1143.939758, rho = 1.116724
nSV = 84, nBSV = 58
Total nSV = 84
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 502
nu = 0.362051
obj = -1273.219798, rho = 1.325956
nSV = 86, nBSV = 54
Total nSV = 86
.*.*
optimization finished, #iter = 502
nu = 0.354873
obj = -1268.096220, rho = 1.346610
nSV = 84, nBSV = 53
Total nSV = 84
.*.*
optimization finished, #iter = 511
nu = 0.352057
obj = -1264.663649, rho = 0.508631
nSV = 82, nBSV = 52
Total nSV = 82
.*
optimization finished, #iter = 334
nu = 0.359903
obj = -1275.180971, rho = 1.196976
nSV = 83, nBSV = 58
Total nSV = 83
.*.*
optimization finished, #iter = 495
nu = 0.360050
obj = -1292.300166, rho = 1.213222
nSV = 85, nBSV = 56
Total nSV = 85
Cross Validation Accuracy = 83.3333%
.*.*
optimization finished, #iter = 496
nu = 0.356132
obj = -1430.136114, rho = 1.497345
nSV = 83, nBSV = 53
Total nSV = 83
..*
optimization finished, #iter = 541
nu = 0.350123
obj = -1429.192348, rho = 1.529066
nSV = 84, nBSV = 52
Total nSV = 84
.*..*
optimization finished, #iter = 620
nu = 0.347278
obj = -1426.606338, rho = 0.454842
nSV = 83, nBSV = 50
Total nSV = 83
.*
optimization finished, #iter = 343
nu = 0.355448
obj = -1434.988424, rho = 1.343170
nSV = 82, nBSV = 58
Total nSV = 82
..*
optimization finished, #iter = 503
nu = 0.355924
obj = -1458.618233, rho = 1.331763
nSV = 86, nBSV = 55
Total nSV = 86
Cross Validation Accuracy = 82.5%
..*.*
optimization finished, #iter = 586
nu = 0.351139
obj = -1604.334689, rho = 1.690898
nSV = 84, nBSV = 53
Total nSV = 84
..*
optimization finished, #iter = 563
nu = 0.345585
obj = -1609.172078, rho = 1.679666
nSV = 84, nBSV = 52
Total nSV = 84
.*.*
optimization finished, #iter = 542
nu = 0.343055
obj = -1607.913384, rho = 0.403803
nSV = 82, nBSV = 51
Total nSV = 82
..*.*
optimization finished, #iter = 659
nu = 0.350802
obj = -1612.472507, rho = 1.492363
nSV = 83, nBSV = 53
Total nSV = 83
...*.*
optimization finished, #iter = 793
nu = 0.351875
obj = -1644.612745, rho = 1.411371
nSV = 87, nBSV = 51
Total nSV = 87
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 607
nu = 0.346146
obj = -1796.753525, rho = 1.898579
nSV = 83, nBSV = 53
Total nSV = 83
..*.*
optimization finished, #iter = 657
nu = 0.340607
obj = -1809.738160, rho = 1.862128
nSV = 83, nBSV = 48
Total nSV = 83
.*.*
optimization finished, #iter = 517
nu = 0.338982
obj = -1809.955138, rho = 0.446878
nSV = 82, nBSV = 48
Total nSV = 82
..*.*
optimization finished, #iter = 661
nu = 0.344911
obj = -1809.763195, rho = 1.681689
nSV = 85, nBSV = 53
Total nSV = 85
...*.*
optimization finished, #iter = 880
nu = 0.347621
obj = -1852.190883, rho = 1.570142
nSV = 88, nBSV = 50
Total nSV = 88
Cross Validation Accuracy = 82.5%
..*.*
optimization finished, #iter = 735
nu = 0.340248
obj = -2008.470735, rho = 1.937215
nSV = 83, nBSV = 50
Total nSV = 83
..*..*
optimization finished, #iter = 774
nu = 0.335430
obj = -2033.075869, rho = 2.088878
nSV = 84, nBSV = 46
Total nSV = 84
..*.*
optimization finished, #iter = 626
nu = 0.334834
obj = -2034.637556, rho = 0.517895
nSV = 81, nBSV = 46
Total nSV = 81
..*.*
optimization finished, #iter = 658
nu = 0.339225
obj = -2028.959777, rho = 1.828587
nSV = 85, nBSV = 49
Total nSV = 85
..*..*
optimization finished, #iter = 841
nu = 0.343447
obj = -2083.206630, rho = 1.922123
nSV = 90, nBSV = 48
Total nSV = 90
Cross Validation Accuracy = 81.6667%
..*..*
optimization finished, #iter = 781
nu = 0.333754
obj = -2241.706192, rho = 1.863320
nSV = 84, nBSV = 49
Total nSV = 84
...*.*
optimization finished, #iter = 921
nu = 0.329957
obj = -2281.548305, rho = 2.310535
nSV = 85, nBSV = 45
Total nSV = 85
..*..*
optimization finished, #iter = 795
nu = 0.331020
obj = -2283.420163, rho = 0.578910
nSV = 80, nBSV = 46
Total nSV = 80
...*.*
optimization finished, #iter = 912
nu = 0.333775
obj = -2271.464398, rho = 1.910168
nSV = 85, nBSV = 48
Total nSV = 85
...*...*
optimization finished, #iter = 1227
nu = 0.339180
obj = -2339.372615, rho = 2.351889
nSV = 90, nBSV = 46
Total nSV = 90
Cross Validation Accuracy = 81.6667%
..*..*
optimization finished, #iter = 818
nu = 0.327184
obj = -2497.781464, rho = 1.974521
nSV = 84, nBSV = 46
Total nSV = 84
...*..*
optimization finished, #iter = 1015
nu = 0.324472
obj = -2557.195118, rho = 2.484463
nSV = 85, nBSV = 44
Total nSV = 85
...*.*
optimization finished, #iter = 870
nu = 0.327670
obj = -2556.846457, rho = 0.672816
nSV = 81, nBSV = 43
Total nSV = 81
...*..*
optimization finished, #iter = 1019
nu = 0.328391
obj = -2538.662914, rho = 1.992408
nSV = 82, nBSV = 46
Total nSV = 82
...*...*
optimization finished, #iter = 1244
nu = 0.334173
obj = -2622.881369, rho = 2.728580
nSV = 91, nBSV = 45
Total nSV = 91
Cross Validation Accuracy = 81.25%
...*.*
optimization finished, #iter = 894
nu = 0.319930
obj = -2778.232159, rho = 2.125420
nSV = 82, nBSV = 44
Total nSV = 82
...*.*
optimization finished, #iter = 940
nu = 0.318469
obj = -2862.771712, rho = 2.665327
nSV = 85, nBSV = 41
Total nSV = 85
....*..*
optimization finished, #iter = 1302
nu = 0.320833
obj = -2857.353898, rho = 0.884892
nSV = 80, nBSV = 37
Total nSV = 80
...*..*
optimization finished, #iter = 986
nu = 0.322761
obj = -2831.709450, rho = 1.898670
nSV = 79, nBSV = 44
Total nSV = 79
...*...*
optimization finished, #iter = 1180
nu = 0.328353
obj = -2936.568104, rho = 2.876031
nSV = 93, nBSV = 44
Total nSV = 93
Cross Validation Accuracy = 80.8333%
...*..*
optimization finished, #iter = 978
nu = 0.312000
obj = -3085.501969, rho = 2.124972
nSV = 83, nBSV = 43
Total nSV = 83
....*..*
optimization finished, #iter = 1182
nu = 0.312201
obj = -3201.209321, rho = 2.906151
nSV = 86, nBSV = 40
Total nSV = 86
...*..*
optimization finished, #iter = 1130
nu = 0.313108
obj = -3191.117867, rho = 1.172894
nSV = 80, nBSV = 37
Total nSV = 80
....*..*
optimization finished, #iter = 1246
nu = 0.316509
obj = -3151.907477, rho = 1.813099
nSV = 79, nBSV = 38
Total nSV = 79
....*..*
optimization finished, #iter = 1273
nu = 0.323223
obj = -3282.590309, rho = 2.963525
nSV = 92, nBSV = 43
Total nSV = 92
Cross Validation Accuracy = 79.5833%
...*..*
optimization finished, #iter = 1107
nu = 0.305748
obj = -3419.752555, rho = 2.077577
nSV = 82, nBSV = 39
Total nSV = 82
...*..*
optimization finished, #iter = 1115
nu = 0.306303
obj = -3574.845340, rho = 3.161076
nSV = 84, nBSV = 39
Total nSV = 84
....*..*
optimization finished, #iter = 1247
nu = 0.306085
obj = -3560.760189, rho = 1.489948
nSV = 81, nBSV = 37
Total nSV = 81
...*...*
optimization finished, #iter = 1276
nu = 0.307597
obj = -3503.504834, rho = 1.645334
nSV = 83, nBSV = 37
Total nSV = 83
....*...*
optimization finished, #iter = 1352
nu = 0.317356
obj = -3661.841348, rho = 3.184752
nSV = 89, nBSV = 39
Total nSV = 89
Cross Validation Accuracy = 79.5833%
....*.*
optimization finished, #iter = 1102
nu = 0.299616
obj = -3778.785631, rho = 1.879216
nSV = 81, nBSV = 39
Total nSV = 81
....*..*
optimization finished, #iter = 1320
nu = 0.301513
obj = -3984.335585, rho = 3.631947
nSV = 82, nBSV = 37
Total nSV = 82
....*...*
optimization finished, #iter = 1430
nu = 0.299459
obj = -3968.323982, rho = 1.815660
nSV = 81, nBSV = 35
Total nSV = 81
.....*...*
optimization finished, #iter = 1634
nu = 0.299043
obj = -3891.550042, rho = 1.263043
nSV = 84, nBSV = 36
Total nSV = 84
.....*...*
optimization finished, #iter = 1538
nu = 0.310716
obj = -4078.884518, rho = 3.673607
nSV = 87, nBSV = 39
Total nSV = 87
Cross Validation Accuracy = 80%
.....*..*
optimization finished, #iter = 1433
nu = 0.294041
obj = -4159.165038, rho = 1.706105
nSV = 80, nBSV = 36
Total nSV = 80
....*..*
optimization finished, #iter = 1228
nu = 0.297366
obj = -4428.003739, rho = 4.128030
nSV = 79, nBSV = 37
Total nSV = 79
.....*...*
optimization finished, #iter = 1561
nu = 0.293545
obj = -4415.055271, rho = 2.193443
nSV = 81, nBSV = 35
Total nSV = 81
.....*...*
optimization finished, #iter = 1541
nu = 0.291005
obj = -4317.746791, rho = 0.819323
nSV = 86, nBSV = 36
Total nSV = 86
.....*..*
optimization finished, #iter = 1489
nu = 0.304802
obj = -4533.823872, rho = 4.126412
nSV = 87, nBSV = 36
Total nSV = 87
Cross Validation Accuracy = 80%
......*..*
optimization finished, #iter = 1665
nu = 0.285439
obj = -4560.656799, rho = 1.530091
nSV = 82, nBSV = 34
Total nSV = 82
....*..*
optimization finished, #iter = 1328
nu = 0.291274
obj = -4905.067153, rho = 4.551547
nSV = 79, nBSV = 33
Total nSV = 79
.....*.....*
optimization finished, #iter = 1982
nu = 0.288264
obj = -4900.333277, rho = 2.515473
nSV = 81, nBSV = 33
Total nSV = 81
.....*...*
optimization finished, #iter = 1671
nu = 0.283573
obj = -4782.913396, rho = 0.424575
nSV = 87, nBSV = 36
Total nSV = 87
......*...*
optimization finished, #iter = 1748
nu = 0.297652
obj = -5029.265017, rho = 4.547779
nSV = 85, nBSV = 34
Total nSV = 85
Cross Validation Accuracy = 80.8333%
......*...*
optimization finished, #iter = 1792
nu = 0.273521
obj = -4989.850939, rho = 1.221708
nSV = 84, nBSV = 27
Total nSV = 84
.....*..*
optimization finished, #iter = 1469
nu = 0.284446
obj = -5420.455662, rho = 4.668531
nSV = 77, nBSV = 31
Total nSV = 77
.....*...*
optimization finished, #iter = 1679
nu = 0.282737
obj = -5422.537719, rho = 3.053412
nSV = 83, nBSV = 33
Total nSV = 83
......*...*
optimization finished, #iter = 1757
nu = 0.276399
obj = -5288.102053, rho = 0.259108
nSV = 86, nBSV = 35
Total nSV = 86
......*...*
optimization finished, #iter = 1833
nu = 0.289031
obj = -5569.677630, rho = 5.037630
nSV = 84, nBSV = 32
Total nSV = 84
Cross Validation Accuracy = 80.4167%
........*....*
optimization finished, #iter = 2406
nu = 0.262465
obj = -5453.265827, rho = 0.866341
nSV = 84, nBSV = 27
Total nSV = 84
......*...*
optimization finished, #iter = 1864
nu = 0.277409
obj = -5972.289276, rho = 4.912053
nSV = 78, nBSV = 28
Total nSV = 78
......*...*
optimization finished, #iter = 1834
nu = 0.277370
obj = -5978.919932, rho = 3.591111
nSV = 84, nBSV = 31
Total nSV = 84
.....*.....*
optimization finished, #iter = 2008
nu = 0.269626
obj = -5830.778382, rho = 0.269371
nSV = 87, nBSV = 31
Total nSV = 87
......*...*
optimization finished, #iter = 1869
nu = 0.280264
obj = -6159.751895, rho = 5.434399
nSV = 83, nBSV = 30
Total nSV = 83
Cross Validation Accuracy = 79.1667%
.......*....*
optimization finished, #iter = 2161
nu = 0.251710
obj = -5948.078162, rho = 0.665377
nSV = 85, nBSV = 26
Total nSV = 85
......*..*
optimization finished, #iter = 1712
nu = 0.270518
obj = -6559.201478, rho = 5.314836
nSV = 80, nBSV = 27
Total nSV = 80
.......*....*
optimization finished, #iter = 2159
nu = 0.269789
obj = -6569.252876, rho = 4.213808
nSV = 84, nBSV = 27
Total nSV = 84
......*....*
optimization finished, #iter = 2037
nu = 0.262757
obj = -6409.977479, rho = 0.418186
nSV = 88, nBSV = 30
Total nSV = 88
.......*....*
optimization finished, #iter = 2195
nu = 0.272066
obj = -6802.954677, rho = 5.898475
nSV = 81, nBSV = 28
Total nSV = 81
Cross Validation Accuracy = 78.75%
.......*....*
optimization finished, #iter = 2146
nu = 0.240867
obj = -6477.291730, rho = 0.702845
nSV = 83, nBSV = 24
Total nSV = 83
........*.....*
optimization finished, #iter = 2579
nu = 0.262415
obj = -7176.395293, rho = 5.746365
nSV = 81, nBSV = 23
Total nSV = 81
.......*....*
optimization finished, #iter = 2181
nu = 0.261136
obj = -7197.803271, rho = 4.481727
nSV = 83, nBSV = 26
Total nSV = 83
......*....*
optimization finished, #iter = 2040
nu = 0.255302
obj = -7022.518138, rho = 0.647643
nSV = 84, nBSV = 28
Total nSV = 84
........*....*
optimization finished, #iter = 2454
nu = 0.263698
obj = -7499.811827, rho = 6.114359
nSV = 81, nBSV = 28
Total nSV = 81
Cross Validation Accuracy = 79.1667%
........*.....*
optimization finished, #iter = 2559
nu = 0.231988
obj = -7034.729917, rho = 0.924399
nSV = 80, nBSV = 22
Total nSV = 80
.........*.....*
optimization finished, #iter = 2718
nu = 0.252261
obj = -7831.536667, rho = 5.955480
nSV = 81, nBSV = 22
Total nSV = 81
........*...*
optimization finished, #iter = 2289
nu = 0.253533
obj = -7860.368805, rho = 4.753239
nSV = 82, nBSV = 26
Total nSV = 82
.......*....*
optimization finished, #iter = 2237
nu = 0.248040
obj = -7663.724870, rho = 1.000184
nSV = 84, nBSV = 26
Total nSV = 84
.........*....*
optimization finished, #iter = 2583
nu = 0.255406
obj = -8252.510524, rho = 6.348535
nSV = 82, nBSV = 27
Total nSV = 82
Cross Validation Accuracy = 79.1667%
.......*.....*
optimization finished, #iter = 2321
nu = 0.222875
obj = -7611.110384, rho = 1.175850
nSV = 78, nBSV = 22
Total nSV = 78
........*.....*
optimization finished, #iter = 2555
nu = 0.242287
obj = -8526.426572, rho = 5.872639
nSV = 82, nBSV = 21
Total nSV = 82
.........*.....*
optimization finished, #iter = 2744
nu = 0.245766
obj = -8544.769253, rho = 5.127804
nSV = 81, nBSV = 23
Total nSV = 81
........*.....*
optimization finished, #iter = 2553
nu = 0.239703
obj = -8329.125102, rho = 1.500271
nSV = 84, nBSV = 25
Total nSV = 84
..........*....*
optimization finished, #iter = 2705
nu = 0.246750
obj = -9062.788399, rho = 6.542670
nSV = 84, nBSV = 25
Total nSV = 84
Cross Validation Accuracy = 80.4167%
.......*....*
optimization finished, #iter = 2203
nu = 0.214639
obj = -8196.904385, rho = 1.107165
nSV = 74, nBSV = 21
Total nSV = 74
..........*.....*
optimization finished, #iter = 3006
nu = 0.233197
obj = -9252.418085, rho = 5.786782
nSV = 81, nBSV = 19
Total nSV = 81
............*.......*
optimization finished, #iter = 3804
nu = 0.237530
obj = -9245.342849, rho = 5.554364
nSV = 80, nBSV = 21
Total nSV = 80
...........*.....*
optimization finished, #iter = 3175
nu = 0.229295
obj = -9016.506787, rho = 1.823746
nSV = 84, nBSV = 20
Total nSV = 84
..........*.....*
optimization finished, #iter = 2878
nu = 0.238059
obj = -9933.397350, rho = 6.443430
nSV = 85, nBSV = 23
Total nSV = 85
Cross Validation Accuracy = 80%
........*...*
optimization finished, #iter = 2303
nu = 0.207403
obj = -8769.820152, rho = 0.972931
nSV = 75, nBSV = 21
Total nSV = 75
............*......*
optimization finished, #iter = 3549
nu = 0.222237
obj = -10007.505481, rho = 5.873300
nSV = 83, nBSV = 17
Total nSV = 83
............*.......*
optimization finished, #iter = 3779
nu = 0.227573
obj = -9950.973647, rho = 5.816624
nSV = 81, nBSV = 18
Total nSV = 81
...........*..........*
optimization finished, #iter = 4056
nu = 0.217002
obj = -9743.716172, rho = 2.037350
nSV = 82, nBSV = 18
Total nSV = 82
..........*.....*
optimization finished, #iter = 2896
nu = 0.230167
obj = -10861.347895, rho = 6.431359
nSV = 85, nBSV = 22
Total nSV = 85
Cross Validation Accuracy = 80%
.........*...*
optimization finished, #iter = 2476
nu = 0.200258
obj = -9299.644388, rho = 1.103873
nSV = 73, nBSV = 19
Total nSV = 73
............*......*
optimization finished, #iter = 3490
nu = 0.210128
obj = -10807.941183, rho = 6.029102
nSV = 83, nBSV = 16
Total nSV = 83
.............*.......*
optimization finished, #iter = 3876
nu = 0.215652
obj = -10675.305901, rho = 6.070770
nSV = 79, nBSV = 18
Total nSV = 79
............*.........*
optimization finished, #iter = 4104
nu = 0.205063
obj = -10516.687110, rho = 2.548779
nSV = 82, nBSV = 15
Total nSV = 82
............*......*
optimization finished, #iter = 3561
nu = 0.223222
obj = -11831.970229, rho = 6.586144
nSV = 87, nBSV = 20
Total nSV = 87
Cross Validation Accuracy = 79.1667%
..........*...*
optimization finished, #iter = 2671
nu = 0.189842
obj = -9771.989550, rho = 1.781583
nSV = 72, nBSV = 15
Total nSV = 72
............*......*
optimization finished, #iter = 3465
nu = 0.199063
obj = -11659.048734, rho = 6.494136
nSV = 83, nBSV = 14
Total nSV = 83
...............*......*
optimization finished, #iter = 4131
nu = 0.202479
obj = -11421.207776, rho = 6.272908
nSV = 82, nBSV = 16
Total nSV = 82
............*.....*
optimization finished, #iter = 3452
nu = 0.193676
obj = -11337.915229, rho = 3.049563
nSV = 79, nBSV = 14
Total nSV = 79
...........*.......*
optimization finished, #iter = 3609
nu = 0.215290
obj = -12834.901792, rho = 6.651280
nSV = 85, nBSV = 19
Total nSV = 85
Cross Validation Accuracy = 78.75%
.........*....*
optimization finished, #iter = 2645
nu = 0.177678
obj = -10191.263009, rho = 2.091481
nSV = 71, nBSV = 12
Total nSV = 71
.............*........*
optimization finished, #iter = 4105
nu = 0.187958
obj = -12554.988800, rho = 6.517746
nSV = 85, nBSV = 13
Total nSV = 85
...............*......*
optimization finished, #iter = 4117
nu = 0.189380
obj = -12205.160427, rho = 6.573203
nSV = 81, nBSV = 15
Total nSV = 81
.............*......*
optimization finished, #iter = 3777
nu = 0.182641
obj = -12208.969738, rho = 3.572833
nSV = 79, nBSV = 13
Total nSV = 79
..............*.......*
optimization finished, #iter = 4189
nu = 0.207138
obj = -13861.147709, rho = 6.978929
nSV = 85, nBSV = 16
Total nSV = 85
Cross Validation Accuracy = 77.5%
...........*......*
optimization finished, #iter = 3313
nu = 0.163657
obj = -10563.423977, rho = 2.099740
nSV = 71, nBSV = 9
Total nSV = 71
.............*.......*
optimization finished, #iter = 3985
nu = 0.177093
obj = -13501.053274, rho = 6.498321
nSV = 83, nBSV = 10
Total nSV = 83
................*......*
optimization finished, #iter = 4302
nu = 0.176920
obj = -13028.127678, rho = 6.726892
nSV = 81, nBSV = 14
Total nSV = 81
.............*......*
optimization finished, #iter = 3720
nu = 0.172131
obj = -13130.119312, rho = 3.552529
nSV = 78, nBSV = 12
Total nSV = 78
...............*......*
optimization finished, #iter = 4147
nu = 0.197428
obj = -14906.603354, rho = 7.721599
nSV = 85, nBSV = 15
Total nSV = 85
Cross Validation Accuracy = 77.5%
...........*.....*
optimization finished, #iter = 3272
nu = 0.149130
obj = -10902.924834, rho = 1.621172
nSV = 70, nBSV = 7
Total nSV = 70
.............*.........*
optimization finished, #iter = 4396
nu = 0.166502
obj = -14497.326238, rho = 6.959717
nSV = 82, nBSV = 9
Total nSV = 82
..................*........*
optimization finished, #iter = 5153
nu = 0.163700
obj = -13904.259332, rho = 6.485269
nSV = 83, nBSV = 12
Total nSV = 83
.............*......*
optimization finished, #iter = 3655
nu = 0.162728
obj = -14095.838209, rho = 3.504470
nSV = 78, nBSV = 12
Total nSV = 78
................*.......*
optimization finished, #iter = 4482
nu = 0.187282
obj = -15976.192268, rho = 7.810652
nSV = 83, nBSV = 12
Total nSV = 83
Cross Validation Accuracy = 76.6667%
.............*......*
optimization finished, #iter = 3704
nu = 0.135477
obj = -11214.897594, rho = 0.910817
nSV = 69, nBSV = 5
Total nSV = 69
...............*.....*
optimization finished, #iter = 3889
nu = 0.156579
obj = -15547.590178, rho = 7.750689
nSV = 78, nBSV = 8
Total nSV = 78
.................*.........*
optimization finished, #iter = 5117
nu = 0.151939
obj = -14848.497132, rho = 6.125689
nSV = 80, nBSV = 11
Total nSV = 80
..............*........*
optimization finished, #iter = 4264
nu = 0.154516
obj = -15084.639689, rho = 3.441025
nSV = 76, nBSV = 11
Total nSV = 76
................*.......*
optimization finished, #iter = 4488
nu = 0.177296
obj = -17064.346022, rho = 7.559283
nSV = 80, nBSV = 10
Total nSV = 80
Cross Validation Accuracy = 75.8333%
..............*.......*
optimization finished, #iter = 4113
nu = 0.121916
obj = -11504.966565, rho = 0.377349
nSV = 71, nBSV = 4
Total nSV = 71
...............*.....*
optimization finished, #iter = 4006
nu = 0.146351
obj = -16654.370095, rho = 8.095855
nSV = 80, nBSV = 6
Total nSV = 80
................*.......*
optimization finished, #iter = 4520
nu = 0.140991
obj = -15864.770302, rho = 5.699379
nSV = 78, nBSV = 9
Total nSV = 78
............*.....*
optimization finished, #iter = 3412
nu = 0.146123
obj = -16073.617234, rho = 2.920473
nSV = 78, nBSV = 10
Total nSV = 78
.................*.......*
optimization finished, #iter = 4657
nu = 0.166099
obj = -18164.333775, rho = 7.688176
nSV = 82, nBSV = 8
Total nSV = 82
Cross Validation Accuracy = 76.25%
............*.........*
optimization finished, #iter = 4132
nu = 0.109577
obj = -11776.914447, rho = 0.019297
nSV = 70, nBSV = 3
Total nSV = 70
...............*.......*
optimization finished, #iter = 4334
nu = 0.135819
obj = -17850.479968, rho = 8.448898
nSV = 80, nBSV = 6
Total nSV = 80
................*.......*
optimization finished, #iter = 4499
nu = 0.131159
obj = -16954.756169, rho = 5.079624
nSV = 78, nBSV = 8
Total nSV = 78
...............*......*
optimization finished, #iter = 4202
nu = 0.136969
obj = -17066.718759, rho = 2.623105
nSV = 75, nBSV = 9
Total nSV = 75
....................*........*
optimization finished, #iter = 5438
nu = 0.154298
obj = -19300.982001, rho = 7.822416
nSV = 83, nBSV = 6
Total nSV = 83
Cross Validation Accuracy = 76.6667%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.165733, rho = 0.991987
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165718, rho = 0.992300
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165705, rho = 0.991376
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165739, rho = 0.992102
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.163750, rho = 0.991801
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.190335, rho = 0.990957
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190314, rho = 0.991155
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190297, rho = 0.990093
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190341, rho = 0.990927
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.188051, rho = 0.990582
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.218572, rho = 0.989612
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218546, rho = 0.989523
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218522, rho = 0.988620
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218580, rho = 0.989578
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.215942, rho = 0.989181
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.250987, rho = 0.988068
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250953, rho = 0.987966
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250923, rho = 0.986922
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.250998, rho = 0.988028
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.247957, rho = 0.987573
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.288199, rho = 0.986039
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288153, rho = 0.986176
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288113, rho = 0.984977
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288212, rho = 0.986248
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.284705, rho = 0.985725
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.330903, rho = 0.983963
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330841, rho = 0.984121
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.330790, rho = 0.982744
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.330921, rho = 0.984203
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.326873, rho = 0.983602
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.379928, rho = 0.981578
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379848, rho = 0.981759
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.379779, rho = 0.980177
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.379952, rho = 0.981854
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.375278, rho = 0.981163
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.436166, rho = 0.978838
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.436060, rho = 0.979047
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.435970, rho = 0.977229
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.436197, rho = 0.979156
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.430796, rho = 0.978362
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.500685, rho = 0.975692
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.500544, rho = 0.975931
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.500427, rho = 0.973536
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.500726, rho = 0.976056
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.494480, rho = 0.975145
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.574699, rho = 0.972199
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.574510, rho = 0.971993
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.574353, rho = 0.969601
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.574748, rho = 0.972496
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.567517, rho = 0.971449
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.659580, rho = 0.968065
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.659331, rho = 0.967829
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.659124, rho = 0.965081
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.659645, rho = 0.968406
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.651266, rho = 0.967204
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.756881, rho = 0.963316
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.756553, rho = 0.963045
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.756280, rho = 0.959889
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.756967, rho = 0.963708
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.747245, rho = 0.962327
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.868412, rho = 0.957862
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.867979, rho = 0.957550
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.867620, rho = 0.953924
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.868525, rho = 0.958312
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.857230, rho = 0.956726
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.996219, rho = 0.951595
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.995648, rho = 0.951238
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.995173, rho = 0.947072
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.996367, rho = 0.952112
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.983225, rho = 0.950290
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.142591, rho = 0.944237
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.141838, rho = 0.943987
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.141211, rho = 0.939202
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -1.142787, rho = 0.944992
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.127467, rho = 0.942899
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.310162, rho = 0.935945
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.309169, rho = 0.935658
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.308342, rho = 0.930162
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.310421, rho = 0.936812
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.292531, rho = 0.934408
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.501912, rho = 0.926420
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.500601, rho = 0.926090
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.499510, rho = 0.919777
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.502253, rho = 0.927416
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.481316, rho = 0.924655
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.721253, rho = 0.915476
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.719523, rho = 0.915097
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.718083, rho = 0.907845
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.721703, rho = 0.916620
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.697141, rho = 0.913448
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.971871, rho = 0.902907
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.969586, rho = 0.902472
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.967687, rho = 0.894141
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.972463, rho = 0.904222
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.943575, rho = 0.900578
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.257892, rho = 0.888477
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.254879, rho = 0.888323
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.252372, rho = 0.878408
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.258673, rho = 0.889987
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.224603, rho = 0.885801
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.584402, rho = 0.871890
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.580426, rho = 0.871714
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.577119, rho = 0.860740
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.585433, rho = 0.873625
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.545122, rho = 0.868817
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.956361, rho = 0.852844
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.951114, rho = 0.852641
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.946751, rho = 0.840036
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -2.957720, rho = 0.854836
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -2.909869, rho = 0.849313
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -3.379800, rho = 0.830960
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.372877, rho = 0.830728
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.367119, rho = 0.816248
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -3.381593, rho = 0.833249
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.324585, rho = 0.826905
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -3.861048, rho = 0.805822
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.851913, rho = 0.805555
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.844316, rho = 0.788922
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.863417, rho = 0.808451
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -3.795234, rho = 0.801164
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -4.407044, rho = 0.776945
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.394990, rho = 0.776638
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.384965, rho = 0.757532
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.410170, rho = 0.779965
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.328291, rho = 0.771594
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -5.025109, rho = 0.743780
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.009205, rho = 0.743443
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.995976, rho = 0.721480
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.029234, rho = 0.747249
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.930489, rho = 0.737633
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -5.723271, rho = 0.705679
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.702286, rho = 0.705292
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.684830, rho = 0.680063
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.728715, rho = 0.709664
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.609094, rho = 0.698618
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -6.509564, rho = 0.661913
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.481874, rho = 0.661468
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.458840, rho = 0.632503
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.516746, rho = 0.666490
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.371168, rho = 0.653802
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -7.391973, rho = 0.611644
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.355436, rho = 0.611133
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.325044, rho = 0.577861
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.401450, rho = 0.616902
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -7.223448, rho = 0.602327
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -8.378336, rho = 0.553898
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -8.330128, rho = 0.553323
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -8.290026, rho = 0.515013
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.390841, rho = 0.559938
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -8.172150, rho = 0.543196
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 59.1667%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -9.475436, rho = 0.487560
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -9.411823, rho = 0.486899
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -9.358908, rho = 0.442892
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.491936, rho = 0.494498
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -9.221955, rho = 0.475266
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 65.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -10.688106, rho = 0.411358
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.604168, rho = 0.410599
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.534345, rho = 0.360047
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.709878, rho = 0.419328
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -10.374985, rho = 0.397236
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 70%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -12.018234, rho = 0.323833
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -11.907479, rho = 0.322961
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -11.815348, rho = 0.264893
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -12.046963, rho = 0.332988
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -11.629600, rho = 0.307612
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -13.463451, rho = 0.223288
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -13.317308, rho = 0.222287
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -13.195741, rho = 0.155600
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -13.501358, rho = 0.233805
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.879581
obj = -12.978817, rho = 0.204655
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 87
nu = 0.876929
obj = -15.015092, rho = 0.120989
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.871713
obj = -14.836108, rho = 0.153973
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 86
nu = 0.864583
obj = -14.682926, rho = 0.099038
nSV = 168, nBSV = 165
Total nSV = 168
*
optimization finished, #iter = 87
nu = 0.875543
obj = -15.068558, rho = 0.154219
nSV = 170, nBSV = 167
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.859803
obj = -14.425634, rho = 0.147926
nSV = 166, nBSV = 164
Total nSV = 166
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.849741
obj = -16.715319, rho = 0.086633
nSV = 166, nBSV = 163
Total nSV = 166
*
optimization finished, #iter = 83
nu = 0.836503
obj = -16.528246, rho = 0.144457
nSV = 163, nBSV = 160
Total nSV = 163
*
optimization finished, #iter = 83
nu = 0.830337
obj = -16.348097, rho = 0.080693
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 88
nu = 0.849016
obj = -16.795203, rho = 0.121806
nSV = 166, nBSV = 161
Total nSV = 166
*
optimization finished, #iter = 83
nu = 0.827225
obj = -16.042300, rho = 0.129538
nSV = 160, nBSV = 157
Total nSV = 160
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.824059
obj = -18.604210, rho = 0.052464
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 83
nu = 0.818997
obj = -18.414866, rho = 0.114221
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 83
nu = 0.806206
obj = -18.213623, rho = 0.041893
nSV = 157, nBSV = 150
Total nSV = 157
*
optimization finished, #iter = 93
nu = 0.824694
obj = -18.728628, rho = 0.093468
nSV = 161, nBSV = 156
Total nSV = 161
*
optimization finished, #iter = 83
nu = 0.801265
obj = -17.840934, rho = 0.117390
nSV = 155, nBSV = 152
Total nSV = 155
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 82
nu = 0.794817
obj = -20.721276, rho = 0.037836
nSV = 155, nBSV = 152
Total nSV = 155
*
optimization finished, #iter = 81
nu = 0.791895
obj = -20.499659, rho = 0.105025
nSV = 155, nBSV = 151
Total nSV = 155
*
optimization finished, #iter = 79
nu = 0.775780
obj = -20.313732, rho = 0.036332
nSV = 151, nBSV = 148
Total nSV = 151
*
optimization finished, #iter = 85
nu = 0.799843
obj = -20.892848, rho = 0.105765
nSV = 155, nBSV = 152
Total nSV = 155
*
optimization finished, #iter = 86
nu = 0.777310
obj = -19.834972, rho = 0.100577
nSV = 152, nBSV = 145
Total nSV = 152
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 77
nu = 0.769190
obj = -23.084307, rho = 0.025427
nSV = 151, nBSV = 148
Total nSV = 151
*
optimization finished, #iter = 79
nu = 0.765703
obj = -22.827364, rho = 0.084823
nSV = 148, nBSV = 146
Total nSV = 148
*
optimization finished, #iter = 78
nu = 0.754208
obj = -22.669261, rho = 0.027468
nSV = 146, nBSV = 143
Total nSV = 146
*
optimization finished, #iter = 90
nu = 0.776738
obj = -23.299563, rho = 0.110071
nSV = 151, nBSV = 145
Total nSV = 151
*
optimization finished, #iter = 83
nu = 0.749932
obj = -22.060744, rho = 0.087342
nSV = 147, nBSV = 139
Total nSV = 147
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.744178
obj = -25.728810, rho = 0.029479
nSV = 146, nBSV = 142
Total nSV = 146
*
optimization finished, #iter = 82
nu = 0.740716
obj = -25.432290, rho = 0.095119
nSV = 147, nBSV = 141
Total nSV = 147
*
optimization finished, #iter = 79
nu = 0.730933
obj = -25.295566, rho = 0.036360
nSV = 143, nBSV = 138
Total nSV = 143
*
optimization finished, #iter = 85
nu = 0.750346
obj = -26.003379, rho = 0.097837
nSV = 148, nBSV = 143
Total nSV = 148
*
optimization finished, #iter = 88
nu = 0.722367
obj = -24.555388, rho = 0.102993
nSV = 142, nBSV = 134
Total nSV = 142
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 80
nu = 0.716258
obj = -28.703761, rho = 0.048724
nSV = 141, nBSV = 136
Total nSV = 141
*
optimization finished, #iter = 89
nu = 0.717703
obj = -28.334667, rho = 0.075953
nSV = 140, nBSV = 134
Total nSV = 140
*
optimization finished, #iter = 82
nu = 0.709615
obj = -28.229831, rho = 0.019077
nSV = 138, nBSV = 132
Total nSV = 138
*
optimization finished, #iter = 87
nu = 0.728167
obj = -29.029727, rho = 0.083394
nSV = 142, nBSV = 136
Total nSV = 142
*
optimization finished, #iter = 75
nu = 0.696529
obj = -27.368500, rho = 0.111833
nSV = 136, nBSV = 132
Total nSV = 136
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.693404
obj = -32.069871, rho = 0.069982
nSV = 136, nBSV = 131
Total nSV = 136
*
optimization finished, #iter = 93
nu = 0.693456
obj = -31.604866, rho = 0.086713
nSV = 138, nBSV = 128
Total nSV = 138
*
optimization finished, #iter = 83
nu = 0.686565
obj = -31.529382, rho = 0.022763
nSV = 134, nBSV = 129
Total nSV = 134
*
optimization finished, #iter = 79
nu = 0.707982
obj = -32.422681, rho = 0.088506
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 82
nu = 0.674596
obj = -30.513150, rho = 0.132254
nSV = 131, nBSV = 126
Total nSV = 131
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.675889
obj = -35.831484, rho = 0.066572
nSV = 134, nBSV = 125
Total nSV = 134
*
optimization finished, #iter = 78
nu = 0.669152
obj = -35.291810, rho = 0.099415
nSV = 131, nBSV = 126
Total nSV = 131
*
optimization finished, #iter = 80
nu = 0.663894
obj = -35.244157, rho = 0.029795
nSV = 132, nBSV = 125
Total nSV = 132
*
optimization finished, #iter = 87
nu = 0.689793
obj = -36.202050, rho = 0.113046
nSV = 135, nBSV = 129
Total nSV = 135
*
optimization finished, #iter = 81
nu = 0.650948
obj = -34.053661, rho = 0.129817
nSV = 127, nBSV = 120
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.650365
obj = -40.070077, rho = 0.082777
nSV = 131, nBSV = 122
Total nSV = 131
*
optimization finished, #iter = 84
nu = 0.648520
obj = -39.432327, rho = 0.121025
nSV = 129, nBSV = 121
Total nSV = 129
*
optimization finished, #iter = 77
nu = 0.644252
obj = -39.422181, rho = 0.010165
nSV = 128, nBSV = 120
Total nSV = 128
*
optimization finished, #iter = 87
nu = 0.666416
obj = -40.431082, rho = 0.152003
nSV = 133, nBSV = 123
Total nSV = 133
*
optimization finished, #iter = 78
nu = 0.630578
obj = -38.040980, rho = 0.135929
nSV = 124, nBSV = 118
Total nSV = 124
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.631180
obj = -44.870754, rho = 0.131146
nSV = 127, nBSV = 119
Total nSV = 127
*
optimization finished, #iter = 74
nu = 0.630020
obj = -44.093283, rho = 0.129657
nSV = 123, nBSV = 119
Total nSV = 123
*
optimization finished, #iter = 73
nu = 0.625943
obj = -44.132303, rho = -0.017951
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 92
nu = 0.645214
obj = -45.200552, rho = 0.182623
nSV = 130, nBSV = 118
Total nSV = 130
*
optimization finished, #iter = 76
nu = 0.608887
obj = -42.531916, rho = 0.140653
nSV = 120, nBSV = 113
Total nSV = 120
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.612318
obj = -50.283548, rho = 0.138971
nSV = 122, nBSV = 115
Total nSV = 122
*
optimization finished, #iter = 78
nu = 0.610298
obj = -49.324660, rho = 0.122109
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 75
nu = 0.609338
obj = -49.401427, rho = -0.040601
nSV = 119, nBSV = 114
Total nSV = 119
*
optimization finished, #iter = 93
nu = 0.624412
obj = -50.581108, rho = 0.243373
nSV = 126, nBSV = 117
Total nSV = 126
*
optimization finished, #iter = 78
nu = 0.591583
obj = -47.591016, rho = 0.191501
nSV = 116, nBSV = 110
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.595438
obj = -56.394729, rho = 0.142475
nSV = 119, nBSV = 113
Total nSV = 119
*
optimization finished, #iter = 70
nu = 0.595295
obj = -55.198361, rho = 0.100788
nSV = 116, nBSV = 111
Total nSV = 116
*
optimization finished, #iter = 76
nu = 0.591319
obj = -55.338121, rho = -0.017004
nSV = 117, nBSV = 110
Total nSV = 117
*
optimization finished, #iter = 83
nu = 0.606507
obj = -56.646975, rho = 0.241898
nSV = 119, nBSV = 112
Total nSV = 119
*
optimization finished, #iter = 80
nu = 0.572979
obj = -53.294437, rho = 0.205134
nSV = 112, nBSV = 105
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 79
nu = 0.582753
obj = -63.250433, rho = 0.114454
nSV = 116, nBSV = 106
Total nSV = 116
*
optimization finished, #iter = 85
nu = 0.579669
obj = -61.762406, rho = 0.101090
nSV = 115, nBSV = 107
Total nSV = 115
*
optimization finished, #iter = 73
nu = 0.575936
obj = -62.024165, rho = 0.009911
nSV = 113, nBSV = 107
Total nSV = 113
*
optimization finished, #iter = 84
nu = 0.589642
obj = -63.484516, rho = 0.214746
nSV = 117, nBSV = 110
Total nSV = 117
*
optimization finished, #iter = 93
nu = 0.554836
obj = -59.758162, rho = 0.249698
nSV = 111, nBSV = 103
Total nSV = 111
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 95
nu = 0.563989
obj = -70.985868, rho = 0.130701
nSV = 114, nBSV = 104
Total nSV = 114
*
optimization finished, #iter = 103
nu = 0.561395
obj = -69.137096, rho = 0.117409
nSV = 114, nBSV = 103
Total nSV = 114
*
optimization finished, #iter = 92
nu = 0.560726
obj = -69.533231, rho = 0.016292
nSV = 111, nBSV = 102
Total nSV = 111
*
optimization finished, #iter = 101
nu = 0.572602
obj = -71.191981, rho = 0.208740
nSV = 114, nBSV = 103
Total nSV = 114
*
optimization finished, #iter = 80
nu = 0.540768
obj = -67.062469, rho = 0.273786
nSV = 105, nBSV = 97
Total nSV = 105
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 91
nu = 0.547921
obj = -79.779697, rho = 0.162439
nSV = 110, nBSV = 101
Total nSV = 110
*
optimization finished, #iter = 95
nu = 0.543107
obj = -77.507496, rho = 0.143006
nSV = 110, nBSV = 101
Total nSV = 110
*
optimization finished, #iter = 88
nu = 0.543762
obj = -78.019785, rho = 0.036710
nSV = 109, nBSV = 99
Total nSV = 109
*
optimization finished, #iter = 102
nu = 0.555927
obj = -79.903971, rho = 0.207166
nSV = 114, nBSV = 102
Total nSV = 114
*
optimization finished, #iter = 90
nu = 0.525840
obj = -75.302024, rho = 0.275010
nSV = 105, nBSV = 95
Total nSV = 105
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.533625
obj = -89.756172, rho = 0.198859
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 93
nu = 0.529625
obj = -86.961172, rho = 0.168210
nSV = 104, nBSV = 95
Total nSV = 104
*
optimization finished, #iter = 96
nu = 0.528628
obj = -87.640362, rho = 0.060704
nSV = 108, nBSV = 96
Total nSV = 108
*
optimization finished, #iter = 93
nu = 0.539806
obj = -89.794583, rho = 0.221682
nSV = 110, nBSV = 100
Total nSV = 110
*
optimization finished, #iter = 91
nu = 0.513126
obj = -84.588712, rho = 0.273788
nSV = 103, nBSV = 92
Total nSV = 103
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 77
nu = 0.521698
obj = -101.031141, rho = 0.262607
nSV = 104, nBSV = 97
Total nSV = 104
*
optimization finished, #iter = 114
nu = 0.513653
obj = -97.634302, rho = 0.189580
nSV = 103, nBSV = 90
Total nSV = 103
*
optimization finished, #iter = 110
nu = 0.515612
obj = -98.517239, rho = 0.086806
nSV = 106, nBSV = 94
Total nSV = 106
*
optimization finished, #iter = 92
nu = 0.527773
obj = -100.976378, rho = 0.227461
nSV = 108, nBSV = 97
Total nSV = 108
*
optimization finished, #iter = 106
nu = 0.499584
obj = -95.097047, rho = 0.294796
nSV = 100, nBSV = 88
Total nSV = 100
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 78
nu = 0.509879
obj = -113.780836, rho = 0.310462
nSV = 104, nBSV = 96
Total nSV = 104
*
optimization finished, #iter = 115
nu = 0.498566
obj = -109.760156, rho = 0.206193
nSV = 103, nBSV = 89
Total nSV = 103
*
optimization finished, #iter = 111
nu = 0.503620
obj = -110.790675, rho = 0.112468
nSV = 101, nBSV = 89
Total nSV = 101
*
optimization finished, #iter = 106
nu = 0.516434
obj = -113.554845, rho = 0.227331
nSV = 104, nBSV = 92
Total nSV = 104
*
optimization finished, #iter = 139
nu = 0.486681
obj = -106.986539, rho = 0.340362
nSV = 100, nBSV = 86
Total nSV = 100
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 73
nu = 0.498196
obj = -128.205736, rho = 0.321573
nSV = 98, nBSV = 91
Total nSV = 98
*
optimization finished, #iter = 96
nu = 0.485678
obj = -123.537788, rho = 0.224741
nSV = 99, nBSV = 88
Total nSV = 99
*
optimization finished, #iter = 129
nu = 0.492507
obj = -124.639698, rho = 0.129470
nSV = 99, nBSV = 87
Total nSV = 99
*
optimization finished, #iter = 130
nu = 0.503408
obj = -127.762016, rho = 0.278362
nSV = 102, nBSV = 90
Total nSV = 102
*
optimization finished, #iter = 138
nu = 0.474468
obj = -120.473214, rho = 0.403643
nSV = 97, nBSV = 81
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.486465
obj = -144.560395, rho = 0.318008
nSV = 98, nBSV = 88
Total nSV = 98
*
optimization finished, #iter = 104
nu = 0.476273
obj = -139.095388, rho = 0.241532
nSV = 96, nBSV = 85
Total nSV = 96
*
optimization finished, #iter = 127
nu = 0.481285
obj = -140.253886, rho = 0.156576
nSV = 99, nBSV = 83
Total nSV = 99
*
optimization finished, #iter = 108
nu = 0.491052
obj = -143.860100, rho = 0.319358
nSV = 101, nBSV = 88
Total nSV = 101
*
optimization finished, #iter = 148
nu = 0.461477
obj = -135.819893, rho = 0.449056
nSV = 96, nBSV = 79
Total nSV = 96
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 78
nu = 0.476349
obj = -163.127073, rho = 0.313722
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 102
nu = 0.465021
obj = -156.644038, rho = 0.254676
nSV = 95, nBSV = 81
Total nSV = 95
*
optimization finished, #iter = 144
nu = 0.469519
obj = -157.925024, rho = 0.188520
nSV = 98, nBSV = 83
Total nSV = 98
*
optimization finished, #iter = 123
nu = 0.479193
obj = -162.120352, rho = 0.354784
nSV = 100, nBSV = 87
Total nSV = 100
*
optimization finished, #iter = 124
nu = 0.449748
obj = -153.334673, rho = 0.482245
nSV = 94, nBSV = 78
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 87
nu = 0.468393
obj = -184.096510, rho = 0.348888
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 109
nu = 0.454537
obj = -176.543020, rho = 0.265130
nSV = 94, nBSV = 81
Total nSV = 94
*
optimization finished, #iter = 139
nu = 0.458777
obj = -177.929622, rho = 0.220067
nSV = 96, nBSV = 79
Total nSV = 96
*
optimization finished, #iter = 123
nu = 0.468176
obj = -182.842740, rho = 0.400842
nSV = 99, nBSV = 85
Total nSV = 99
*
optimization finished, #iter = 156
nu = 0.439544
obj = -173.308551, rho = 0.514523
nSV = 95, nBSV = 77
Total nSV = 95
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 96
nu = 0.460863
obj = -207.710737, rho = 0.346948
nSV = 94, nBSV = 82
Total nSV = 94
*
optimization finished, #iter = 147
nu = 0.446093
obj = -199.027544, rho = 0.298094
nSV = 93, nBSV = 78
Total nSV = 93
*
optimization finished, #iter = 147
nu = 0.448869
obj = -200.589404, rho = 0.253567
nSV = 94, nBSV = 78
Total nSV = 94
*
optimization finished, #iter = 91
nu = 0.459917
obj = -206.321973, rho = 0.438665
nSV = 94, nBSV = 84
Total nSV = 94
*
optimization finished, #iter = 133
nu = 0.431070
obj = -196.064774, rho = 0.561268
nSV = 92, nBSV = 75
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 119
nu = 0.452124
obj = -234.348625, rho = 0.300965
nSV = 94, nBSV = 79
Total nSV = 94
*
optimization finished, #iter = 179
nu = 0.436247
obj = -224.415037, rho = 0.303786
nSV = 92, nBSV = 72
Total nSV = 92
*
optimization finished, #iter = 131
nu = 0.439340
obj = -226.225673, rho = 0.310001
nSV = 93, nBSV = 74
Total nSV = 93
*
optimization finished, #iter = 142
nu = 0.452370
obj = -232.753692, rho = 0.456438
nSV = 94, nBSV = 80
Total nSV = 94
*
optimization finished, #iter = 156
nu = 0.423375
obj = -221.914190, rho = 0.611836
nSV = 91, nBSV = 73
Total nSV = 91
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 145
nu = 0.443090
obj = -264.496894, rho = 0.223883
nSV = 93, nBSV = 78
Total nSV = 93
*
optimization finished, #iter = 179
nu = 0.427058
obj = -253.208061, rho = 0.290431
nSV = 91, nBSV = 71
Total nSV = 91
*
optimization finished, #iter = 132
nu = 0.431429
obj = -255.254706, rho = 0.300777
nSV = 90, nBSV = 74
Total nSV = 90
*
optimization finished, #iter = 133
nu = 0.445865
obj = -262.486722, rho = 0.440346
nSV = 93, nBSV = 78
Total nSV = 93
*
optimization finished, #iter = 165
nu = 0.416680
obj = -251.287875, rho = 0.632341
nSV = 89, nBSV = 70
Total nSV = 89
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 144
nu = 0.436181
obj = -298.536445, rho = 0.179635
nSV = 92, nBSV = 77
Total nSV = 92
*
optimization finished, #iter = 191
nu = 0.418548
obj = -285.808609, rho = 0.273585
nSV = 89, nBSV = 69
Total nSV = 89
*
optimization finished, #iter = 165
nu = 0.422937
obj = -287.973938, rho = 0.299171
nSV = 90, nBSV = 70
Total nSV = 90
*
optimization finished, #iter = 160
nu = 0.438622
obj = -295.820424, rho = 0.378181
nSV = 92, nBSV = 76
Total nSV = 92
*.*
optimization finished, #iter = 208
nu = 0.410894
obj = -284.557146, rho = 0.639498
nSV = 89, nBSV = 69
Total nSV = 89
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 143
nu = 0.429630
obj = -336.825747, rho = 0.144648
nSV = 90, nBSV = 76
Total nSV = 90
*.*
optimization finished, #iter = 206
nu = 0.409657
obj = -322.797552, rho = 0.307231
nSV = 89, nBSV = 68
Total nSV = 89
*
optimization finished, #iter = 169
nu = 0.415267
obj = -325.010250, rho = 0.326785
nSV = 87, nBSV = 67
Total nSV = 87
*
optimization finished, #iter = 160
nu = 0.430551
obj = -333.338691, rho = 0.362704
nSV = 91, nBSV = 74
Total nSV = 91
*.*
optimization finished, #iter = 219
nu = 0.404303
obj = -322.264327, rho = 0.649950
nSV = 89, nBSV = 64
Total nSV = 89
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 147
nu = 0.423787
obj = -379.763947, rho = 0.192149
nSV = 88, nBSV = 70
Total nSV = 88
*.*
optimization finished, #iter = 223
nu = 0.401409
obj = -364.823570, rho = 0.360382
nSV = 88, nBSV = 68
Total nSV = 88
*.*
optimization finished, #iter = 203
nu = 0.407278
obj = -366.857589, rho = 0.355175
nSV = 87, nBSV = 66
Total nSV = 87
*.*
optimization finished, #iter = 200
nu = 0.422362
obj = -375.574033, rho = 0.354547
nSV = 89, nBSV = 70
Total nSV = 89
*.*
optimization finished, #iter = 228
nu = 0.397642
obj = -365.122583, rho = 0.613342
nSV = 88, nBSV = 64
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 163
nu = 0.416637
obj = -427.996489, rho = 0.269842
nSV = 88, nBSV = 70
Total nSV = 88
*.*
optimization finished, #iter = 213
nu = 0.394246
obj = -412.527729, rho = 0.441529
nSV = 87, nBSV = 65
Total nSV = 87
*.*
optimization finished, #iter = 234
nu = 0.400266
obj = -414.191292, rho = 0.406121
nSV = 85, nBSV = 67
Total nSV = 85
*.*
optimization finished, #iter = 213
nu = 0.414203
obj = -423.146616, rho = 0.385442
nSV = 88, nBSV = 66
Total nSV = 88
*.*
optimization finished, #iter = 202
nu = 0.391993
obj = -413.801388, rho = 0.611307
nSV = 87, nBSV = 63
Total nSV = 87
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 206
nu = 0.410458
obj = -482.073189, rho = 0.381614
nSV = 87, nBSV = 68
Total nSV = 87
*.*
optimization finished, #iter = 222
nu = 0.387957
obj = -466.567337, rho = 0.515205
nSV = 89, nBSV = 66
Total nSV = 89
*.*
optimization finished, #iter = 245
nu = 0.393712
obj = -467.547140, rho = 0.446640
nSV = 84, nBSV = 62
Total nSV = 84
*.*
optimization finished, #iter = 221
nu = 0.406127
obj = -476.788527, rho = 0.415792
nSV = 88, nBSV = 66
Total nSV = 88
*.*
optimization finished, #iter = 243
nu = 0.387022
obj = -468.961941, rho = 0.613503
nSV = 87, nBSV = 62
Total nSV = 87
Cross Validation Accuracy = 82.0833%
*.*
optimization finished, #iter = 219
nu = 0.403508
obj = -542.620697, rho = 0.509314
nSV = 87, nBSV = 64
Total nSV = 87
*.*
optimization finished, #iter = 250
nu = 0.382591
obj = -527.646727, rho = 0.593257
nSV = 88, nBSV = 66
Total nSV = 88
*.*
optimization finished, #iter = 242
nu = 0.387049
obj = -527.763738, rho = 0.515548
nSV = 84, nBSV = 61
Total nSV = 84
.*
optimization finished, #iter = 339
nu = 0.398101
obj = -537.228000, rho = 0.478204
nSV = 87, nBSV = 62
Total nSV = 87
.*
optimization finished, #iter = 346
nu = 0.382199
obj = -531.411575, rho = 0.648844
nSV = 85, nBSV = 61
Total nSV = 85
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 295
nu = 0.396018
obj = -610.525951, rho = 0.637285
nSV = 88, nBSV = 61
Total nSV = 88
*.*
optimization finished, #iter = 263
nu = 0.377765
obj = -596.495493, rho = 0.670049
nSV = 86, nBSV = 63
Total nSV = 86
.*
optimization finished, #iter = 341
nu = 0.380015
obj = -595.747339, rho = 0.536765
nSV = 84, nBSV = 58
Total nSV = 84
*.*
optimization finished, #iter = 223
nu = 0.390241
obj = -605.467789, rho = 0.568182
nSV = 86, nBSV = 63
Total nSV = 86
.*.*
optimization finished, #iter = 429
nu = 0.377629
obj = -602.028228, rho = 0.703903
nSV = 86, nBSV = 60
Total nSV = 86
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 303
nu = 0.388512
obj = -686.743034, rho = 0.770840
nSV = 88, nBSV = 59
Total nSV = 88
*.*
optimization finished, #iter = 246
nu = 0.373311
obj = -673.881102, rho = 0.776473
nSV = 85, nBSV = 60
Total nSV = 85
.*
optimization finished, #iter = 328
nu = 0.373435
obj = -672.556632, rho = 0.517482
nSV = 84, nBSV = 58
Total nSV = 84
.*
optimization finished, #iter = 291
nu = 0.383449
obj = -682.319136, rho = 0.650874
nSV = 85, nBSV = 60
Total nSV = 85
.*
optimization finished, #iter = 292
nu = 0.373357
obj = -681.802837, rho = 0.783209
nSV = 85, nBSV = 60
Total nSV = 85
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 368
nu = 0.381350
obj = -772.187250, rho = 0.895600
nSV = 87, nBSV = 58
Total nSV = 87
.*
optimization finished, #iter = 339
nu = 0.368151
obj = -760.798273, rho = 0.892688
nSV = 84, nBSV = 57
Total nSV = 84
.*
optimization finished, #iter = 309
nu = 0.366936
obj = -759.280165, rho = 0.504222
nSV = 84, nBSV = 58
Total nSV = 84
.*
optimization finished, #iter = 337
nu = 0.376531
obj = -768.743988, rho = 0.729929
nSV = 84, nBSV = 58
Total nSV = 84
.*
optimization finished, #iter = 339
nu = 0.369684
obj = -771.701958, rho = 0.865171
nSV = 83, nBSV = 59
Total nSV = 83
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 400
nu = 0.374328
obj = -867.836892, rho = 0.982411
nSV = 88, nBSV = 57
Total nSV = 88
.*.*
optimization finished, #iter = 399
nu = 0.363036
obj = -858.481474, rho = 0.999261
nSV = 85, nBSV = 56
Total nSV = 85
.*
optimization finished, #iter = 337
nu = 0.361298
obj = -857.084513, rho = 0.498872
nSV = 84, nBSV = 55
Total nSV = 84
.*
optimization finished, #iter = 290
nu = 0.370353
obj = -865.863858, rho = 0.837792
nSV = 85, nBSV = 59
Total nSV = 85
.*.*
optimization finished, #iter = 438
nu = 0.366589
obj = -872.593165, rho = 0.926921
nSV = 85, nBSV = 57
Total nSV = 85
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 388
nu = 0.367469
obj = -974.793295, rho = 1.095280
nSV = 86, nBSV = 57
Total nSV = 86
.*
optimization finished, #iter = 381
nu = 0.358488
obj = -967.958403, rho = 1.141459
nSV = 84, nBSV = 56
Total nSV = 84
.*.*
optimization finished, #iter = 435
nu = 0.356068
obj = -967.058630, rho = 0.462836
nSV = 83, nBSV = 53
Total nSV = 83
.*
optimization finished, #iter = 292
nu = 0.364419
obj = -974.678424, rho = 0.945342
nSV = 84, nBSV = 58
Total nSV = 84
.*.*
optimization finished, #iter = 407
nu = 0.363092
obj = -985.603473, rho = 0.990505
nSV = 86, nBSV = 57
Total nSV = 86
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 471
nu = 0.361004
obj = -1094.067995, rho = 1.237542
nSV = 86, nBSV = 54
Total nSV = 86
.*.*
optimization finished, #iter = 447
nu = 0.353490
obj = -1090.367858, rho = 1.287356
nSV = 85, nBSV = 53
Total nSV = 85
.*.*
optimization finished, #iter = 538
nu = 0.351145
obj = -1090.456532, rho = 0.382259
nSV = 84, nBSV = 50
Total nSV = 84
.*
optimization finished, #iter = 335
nu = 0.359254
obj = -1096.246613, rho = 1.070409
nSV = 82, nBSV = 58
Total nSV = 82
.*.*
optimization finished, #iter = 508
nu = 0.359034
obj = -1111.961914, rho = 1.083839
nSV = 86, nBSV = 55
Total nSV = 86
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 451
nu = 0.355200
obj = -1226.665080, rho = 1.387557
nSV = 83, nBSV = 53
Total nSV = 83
.*.*
optimization finished, #iter = 569
nu = 0.348646
obj = -1227.111563, rho = 1.424901
nSV = 84, nBSV = 51
Total nSV = 84
.*.*
optimization finished, #iter = 479
nu = 0.346408
obj = -1228.641843, rho = 0.321881
nSV = 82, nBSV = 50
Total nSV = 82
.*.*
optimization finished, #iter = 467
nu = 0.354577
obj = -1231.287545, rho = 1.179895
nSV = 83, nBSV = 53
Total nSV = 83
..*.*
optimization finished, #iter = 630
nu = 0.354620
obj = -1253.279929, rho = 1.191176
nSV = 86, nBSV = 53
Total nSV = 86
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 499
nu = 0.349739
obj = -1373.243702, rho = 1.553938
nSV = 83, nBSV = 53
Total nSV = 83
.*.*
optimization finished, #iter = 506
nu = 0.343378
obj = -1379.492235, rho = 1.577075
nSV = 84, nBSV = 48
Total nSV = 84
.*.*
optimization finished, #iter = 508
nu = 0.342448
obj = -1382.718818, rho = 0.329610
nSV = 83, nBSV = 47
Total nSV = 83
..*.*
optimization finished, #iter = 591
nu = 0.348332
obj = -1381.264569, rho = 1.331160
nSV = 86, nBSV = 53
Total nSV = 86
..*.*
optimization finished, #iter = 754
nu = 0.350280
obj = -1410.911081, rho = 1.335395
nSV = 88, nBSV = 50
Total nSV = 88
Cross Validation Accuracy = 82.9167%
.*.*
optimization finished, #iter = 566
nu = 0.343819
obj = -1534.538869, rho = 1.623217
nSV = 82, nBSV = 50
Total nSV = 82
.*.*
optimization finished, #iter = 555
nu = 0.338017
obj = -1549.215905, rho = 1.781755
nSV = 84, nBSV = 46
Total nSV = 84
..*
optimization finished, #iter = 546
nu = 0.337909
obj = -1553.965514, rho = 0.413719
nSV = 80, nBSV = 46
Total nSV = 80
..*.*
optimization finished, #iter = 598
nu = 0.342170
obj = -1547.949649, rho = 1.465779
nSV = 85, nBSV = 50
Total nSV = 85
..*..*
optimization finished, #iter = 885
nu = 0.345866
obj = -1586.256690, rho = 1.574161
nSV = 90, nBSV = 48
Total nSV = 90
Cross Validation Accuracy = 82.5%
..*.*
optimization finished, #iter = 638
nu = 0.336899
obj = -1712.180890, rho = 1.562497
nSV = 84, nBSV = 49
Total nSV = 84
..*..*
optimization finished, #iter = 816
nu = 0.332286
obj = -1737.979009, rho = 1.975780
nSV = 85, nBSV = 45
Total nSV = 85
..*.*
optimization finished, #iter = 604
nu = 0.333617
obj = -1743.696654, rho = 0.422924
nSV = 81, nBSV = 46
Total nSV = 81
..*.*
optimization finished, #iter = 720
nu = 0.336260
obj = -1732.587200, rho = 1.540049
nSV = 86, nBSV = 48
Total nSV = 86
..*..*
optimization finished, #iter = 880
nu = 0.341417
obj = -1780.707892, rho = 1.939079
nSV = 91, nBSV = 47
Total nSV = 91
Cross Validation Accuracy = 81.25%
..*.*
optimization finished, #iter = 755
nu = 0.330216
obj = -1907.319651, rho = 1.636068
nSV = 84, nBSV = 47
Total nSV = 84
..*..*
optimization finished, #iter = 866
nu = 0.326746
obj = -1947.346807, rho = 2.119950
nSV = 86, nBSV = 44
Total nSV = 86
..*.*
optimization finished, #iter = 747
nu = 0.330034
obj = -1952.576385, rho = 0.493216
nSV = 81, nBSV = 45
Total nSV = 81
...*.*
optimization finished, #iter = 931
nu = 0.330534
obj = -1936.194861, rho = 1.597102
nSV = 85, nBSV = 46
Total nSV = 85
...*..*
optimization finished, #iter = 979
nu = 0.336554
obj = -1995.592016, rho = 2.295388
nSV = 91, nBSV = 45
Total nSV = 91
Cross Validation Accuracy = 81.6667%
..*..*
optimization finished, #iter = 818
nu = 0.323035
obj = -2120.838269, rho = 1.775314
nSV = 82, nBSV = 45
Total nSV = 82
..*..*
optimization finished, #iter = 788
nu = 0.320675
obj = -2179.289202, rho = 2.265620
nSV = 84, nBSV = 43
Total nSV = 84
..*..*
optimization finished, #iter = 906
nu = 0.324632
obj = -2181.081292, rho = 0.647757
nSV = 80, nBSV = 38
Total nSV = 80
..*.*
optimization finished, #iter = 675
nu = 0.325041
obj = -2159.591786, rho = 1.570763
nSV = 81, nBSV = 44
Total nSV = 81
...*..*
optimization finished, #iter = 1090
nu = 0.330565
obj = -2233.031996, rho = 2.423781
nSV = 94, nBSV = 44
Total nSV = 94
Cross Validation Accuracy = 81.25%
..*..*
optimization finished, #iter = 835
nu = 0.315063
obj = -2354.109406, rho = 1.820009
nSV = 82, nBSV = 43
Total nSV = 82
...*.*
optimization finished, #iter = 955
nu = 0.314489
obj = -2435.656825, rho = 2.471302
nSV = 85, nBSV = 40
Total nSV = 85
...*..*
optimization finished, #iter = 1119
nu = 0.316583
obj = -2433.864586, rho = 0.890690
nSV = 80, nBSV = 37
Total nSV = 80
...*..*
optimization finished, #iter = 1013
nu = 0.318832
obj = -2403.530172, rho = 1.462950
nSV = 81, nBSV = 41
Total nSV = 81
...*..*
optimization finished, #iter = 1115
nu = 0.324974
obj = -2494.945230, rho = 2.505931
nSV = 93, nBSV = 43
Total nSV = 93
Cross Validation Accuracy = 80.4167%
...*..*
optimization finished, #iter = 1066
nu = 0.308165
obj = -2608.141791, rho = 1.805531
nSV = 82, nBSV = 39
Total nSV = 82
...*..*
optimization finished, #iter = 1026
nu = 0.308470
obj = -2718.186236, rho = 2.639917
nSV = 86, nBSV = 39
Total nSV = 86
....*..*
optimization finished, #iter = 1157
nu = 0.309183
obj = -2713.690964, rho = 1.154968
nSV = 81, nBSV = 36
Total nSV = 81
...*..*
optimization finished, #iter = 1080
nu = 0.310320
obj = -2670.583284, rho = 1.351583
nSV = 84, nBSV = 38
Total nSV = 84
....*..*
optimization finished, #iter = 1302
nu = 0.319341
obj = -2781.926809, rho = 2.658798
nSV = 90, nBSV = 39
Total nSV = 90
Cross Validation Accuracy = 79.5833%
...*..*
optimization finished, #iter = 1066
nu = 0.301760
obj = -2881.308322, rho = 1.644020
nSV = 81, nBSV = 39
Total nSV = 81
...*.*
optimization finished, #iter = 948
nu = 0.303168
obj = -3027.977773, rho = 2.918410
nSV = 81, nBSV = 38
Total nSV = 81
....*...*
optimization finished, #iter = 1359
nu = 0.302183
obj = -3022.087098, rho = 1.417564
nSV = 81, nBSV = 35
Total nSV = 81
....*..*
optimization finished, #iter = 1210
nu = 0.301554
obj = -2964.824123, rho = 1.058404
nSV = 84, nBSV = 37
Total nSV = 84
....*..*
optimization finished, #iter = 1198
nu = 0.312255
obj = -3096.932282, rho = 3.050787
nSV = 88, nBSV = 39
Total nSV = 88
Cross Validation Accuracy = 79.5833%
....*..*
optimization finished, #iter = 1247
nu = 0.295976
obj = -3171.031946, rho = 1.476659
nSV = 80, nBSV = 37
Total nSV = 80
....*.*
optimization finished, #iter = 1053
nu = 0.298713
obj = -3363.767925, rho = 3.341646
nSV = 80, nBSV = 36
Total nSV = 80
....*..*
optimization finished, #iter = 1307
nu = 0.295905
obj = -3359.994749, rho = 1.722120
nSV = 82, nBSV = 35
Total nSV = 82
.....*..*
optimization finished, #iter = 1485
nu = 0.293312
obj = -3287.718677, rho = 0.684287
nSV = 85, nBSV = 36
Total nSV = 85
....*...*
optimization finished, #iter = 1405
nu = 0.306310
obj = -3440.437616, rho = 3.460179
nSV = 88, nBSV = 36
Total nSV = 88
Cross Validation Accuracy = 79.5833%
....*..*
optimization finished, #iter = 1283
nu = 0.287479
obj = -3476.319910, rho = 1.334711
nSV = 81, nBSV = 33
Total nSV = 81
....*.*
optimization finished, #iter = 1128
nu = 0.293247
obj = -3724.409559, rho = 3.786230
nSV = 80, nBSV = 33
Total nSV = 80
....*.*
optimization finished, #iter = 1150
nu = 0.290089
obj = -3726.938328, rho = 1.990380
nSV = 82, nBSV = 33
Total nSV = 82
....*..*
optimization finished, #iter = 1286
nu = 0.285678
obj = -3639.911719, rho = 0.339646
nSV = 86, nBSV = 36
Total nSV = 86
.....*..*
optimization finished, #iter = 1521
nu = 0.298471
obj = -3814.334203, rho = 3.743698
nSV = 86, nBSV = 34
Total nSV = 86
Cross Validation Accuracy = 80.4167%
.....*.....*
optimization finished, #iter = 1994
nu = 0.276294
obj = -3800.711417, rho = 1.083096
nSV = 84, nBSV = 27
Total nSV = 84
.....*..*
optimization finished, #iter = 1362
nu = 0.285826
obj = -4112.714723, rho = 3.876559
nSV = 77, nBSV = 31
Total nSV = 77
.....*...*
optimization finished, #iter = 1603
nu = 0.284396
obj = -4122.052547, rho = 2.405309
nSV = 83, nBSV = 32
Total nSV = 83
....*.*
optimization finished, #iter = 1151
nu = 0.278149
obj = -4022.250890, rho = 0.181244
nSV = 86, nBSV = 35
Total nSV = 86
.....*...*
optimization finished, #iter = 1533
nu = 0.289794
obj = -4222.487341, rho = 4.123035
nSV = 84, nBSV = 32
Total nSV = 84
Cross Validation Accuracy = 80%
......*...*
optimization finished, #iter = 1840
nu = 0.264768
obj = -4150.014396, rho = 0.789166
nSV = 84, nBSV = 27
Total nSV = 84
.....*..*
optimization finished, #iter = 1533
nu = 0.278572
obj = -4528.401396, rho = 4.064027
nSV = 79, nBSV = 28
Total nSV = 79
.....*...*
optimization finished, #iter = 1623
nu = 0.278823
obj = -4542.720342, rho = 2.917189
nSV = 84, nBSV = 31
Total nSV = 84
.....*..*
optimization finished, #iter = 1473
nu = 0.271346
obj = -4432.847440, rho = 0.213757
nSV = 86, nBSV = 31
Total nSV = 86
.....*...*
optimization finished, #iter = 1589
nu = 0.281030
obj = -4667.599485, rho = 4.469022
nSV = 82, nBSV = 30
Total nSV = 82
Cross Validation Accuracy = 78.75%
.......*....*
optimization finished, #iter = 2265
nu = 0.253592
obj = -4522.874656, rho = 0.624356
nSV = 85, nBSV = 25
Total nSV = 85
.....*...*
optimization finished, #iter = 1625
nu = 0.271474
obj = -4970.089195, rho = 4.416073
nSV = 80, nBSV = 27
Total nSV = 80
......*...*
optimization finished, #iter = 1762
nu = 0.271366
obj = -4988.117151, rho = 3.436388
nSV = 84, nBSV = 28
Total nSV = 84
.....*...*
optimization finished, #iter = 1586
nu = 0.264340
obj = -4870.315045, rho = 0.316103
nSV = 86, nBSV = 31
Total nSV = 86
.......*..*
optimization finished, #iter = 1892
nu = 0.272573
obj = -5152.616366, rho = 4.832839
nSV = 81, nBSV = 29
Total nSV = 81
Cross Validation Accuracy = 78.3333%
.......*.....*
optimization finished, #iter = 2341
nu = 0.242487
obj = -4921.298831, rho = 0.644738
nSV = 82, nBSV = 23
Total nSV = 82
.......*...*
optimization finished, #iter = 2079
nu = 0.262963
obj = -5434.075015, rho = 4.710269
nSV = 81, nBSV = 23
Total nSV = 81
......*....*
optimization finished, #iter = 2003
nu = 0.262722
obj = -5460.549938, rho = 3.648153
nSV = 83, nBSV = 26
Total nSV = 83
.....*...*
optimization finished, #iter = 1583
nu = 0.256801
obj = -5331.815802, rho = 0.544143
nSV = 85, nBSV = 28
Total nSV = 85
.......*....*
optimization finished, #iter = 2183
nu = 0.264143
obj = -5677.629111, rho = 5.004887
nSV = 82, nBSV = 28
Total nSV = 82
Cross Validation Accuracy = 78.75%
......*....*
optimization finished, #iter = 2120
nu = 0.233385
obj = -5340.441136, rho = 0.850084
nSV = 80, nBSV = 22
Total nSV = 80
.......*...*
optimization finished, #iter = 2096
nu = 0.252831
obj = -5926.535189, rho = 4.931208
nSV = 82, nBSV = 23
Total nSV = 82
.......*....*
optimization finished, #iter = 2215
nu = 0.254795
obj = -5957.417181, rho = 3.817488
nSV = 83, nBSV = 26
Total nSV = 83
......*...*
optimization finished, #iter = 1842
nu = 0.249411
obj = -5814.163969, rho = 0.841717
nSV = 83, nBSV = 26
Total nSV = 83
.......*...*
optimization finished, #iter = 2066
nu = 0.255702
obj = -6244.351354, rho = 5.226083
nSV = 82, nBSV = 27
Total nSV = 82
Cross Validation Accuracy = 79.1667%
.......*....*
optimization finished, #iter = 2191
nu = 0.224154
obj = -5772.373904, rho = 1.079198
nSV = 79, nBSV = 22
Total nSV = 79
......*....*
optimization finished, #iter = 1972
nu = 0.242803
obj = -6447.756905, rho = 4.814928
nSV = 81, nBSV = 21
Total nSV = 81
........*....*
optimization finished, #iter = 2369
nu = 0.246422
obj = -6471.079311, rho = 4.158592
nSV = 82, nBSV = 23
Total nSV = 82
......*...*
optimization finished, #iter = 1893
nu = 0.240851
obj = -6313.593793, rho = 1.268073
nSV = 84, nBSV = 25
Total nSV = 84
.......*....*
optimization finished, #iter = 2222
nu = 0.247156
obj = -6853.379774, rho = 5.415932
nSV = 85, nBSV = 26
Total nSV = 85
Cross Validation Accuracy = 80%
.......*...*
optimization finished, #iter = 2044
nu = 0.215605
obj = -6210.298581, rho = 0.982193
nSV = 75, nBSV = 21
Total nSV = 75
........*....*
optimization finished, #iter = 2363
nu = 0.233599
obj = -6990.601997, rho = 4.694141
nSV = 81, nBSV = 19
Total nSV = 81
..........*....*
optimization finished, #iter = 2807
nu = 0.238006
obj = -6997.043070, rho = 4.560155
nSV = 82, nBSV = 21
Total nSV = 82
........*.....*
optimization finished, #iter = 2591
nu = 0.229532
obj = -6830.206027, rho = 1.596120
nSV = 84, nBSV = 20
Total nSV = 84
.........*....*
optimization finished, #iter = 2555
nu = 0.238456
obj = -7505.733050, rho = 5.383839
nSV = 86, nBSV = 23
Total nSV = 86
Cross Validation Accuracy = 80.4167%
.......*...*
optimization finished, #iter = 1997
nu = 0.208162
obj = -6637.627635, rho = 0.827889
nSV = 75, nBSV = 21
Total nSV = 75
........*......*
optimization finished, #iter = 2755
nu = 0.222149
obj = -7555.183549, rho = 4.661797
nSV = 82, nBSV = 17
Total nSV = 82
..........*.....*
optimization finished, #iter = 3040
nu = 0.227553
obj = -7527.306366, rho = 4.836388
nSV = 81, nBSV = 18
Total nSV = 81
.........*....*
optimization finished, #iter = 2523
nu = 0.217466
obj = -7377.634125, rho = 1.781663
nSV = 82, nBSV = 18
Total nSV = 82
........*....*
optimization finished, #iter = 2463
nu = 0.230444
obj = -8199.376899, rho = 5.413066
nSV = 85, nBSV = 22
Total nSV = 85
Cross Validation Accuracy = 79.5833%
........*...*
optimization finished, #iter = 2214
nu = 0.200509
obj = -7032.061768, rho = 1.016262
nSV = 75, nBSV = 19
Total nSV = 75
.........*....*
optimization finished, #iter = 2552
nu = 0.209820
obj = -8154.018411, rho = 4.842774
nSV = 82, nBSV = 16
Total nSV = 82
...........*.......*
optimization finished, #iter = 3507
nu = 0.215722
obj = -8070.932130, rho = 5.048248
nSV = 81, nBSV = 17
Total nSV = 81
.........*.....*
optimization finished, #iter = 2807
nu = 0.205353
obj = -7958.458167, rho = 2.205368
nSV = 80, nBSV = 15
Total nSV = 80
...........*.....*
optimization finished, #iter = 3227
nu = 0.223290
obj = -8922.956395, rho = 5.541639
nSV = 87, nBSV = 20
Total nSV = 87
Cross Validation Accuracy = 79.1667%
.........*...*
optimization finished, #iter = 2506
nu = 0.189818
obj = -7384.718316, rho = 1.543467
nSV = 73, nBSV = 15
Total nSV = 73
.........*....*
optimization finished, #iter = 2672
nu = 0.198791
obj = -8789.975453, rho = 5.207440
nSV = 82, nBSV = 16
Total nSV = 82
............*......*
optimization finished, #iter = 3542
nu = 0.202335
obj = -8630.180885, rho = 5.323517
nSV = 81, nBSV = 16
Total nSV = 81
...........*....*
optimization finished, #iter = 3028
nu = 0.193835
obj = -8574.595001, rho = 2.626763
nSV = 79, nBSV = 14
Total nSV = 79
..........*.....*
optimization finished, #iter = 3041
nu = 0.215158
obj = -9669.310343, rho = 5.553842
nSV = 86, nBSV = 19
Total nSV = 86
Cross Validation Accuracy = 79.1667%
........*....*
optimization finished, #iter = 2416
nu = 0.177191
obj = -7700.073759, rho = 1.794012
nSV = 72, nBSV = 12
Total nSV = 72
..........*.....*
optimization finished, #iter = 2893
nu = 0.187518
obj = -9456.859667, rho = 5.346248
nSV = 83, nBSV = 13
Total nSV = 83
............*......*
optimization finished, #iter = 3456
nu = 0.189075
obj = -9218.137988, rho = 5.604341
nSV = 82, nBSV = 15
Total nSV = 82
..........*....*
optimization finished, #iter = 2879
nu = 0.182873
obj = -9227.418677, rho = 3.064501
nSV = 78, nBSV = 13
Total nSV = 78
..........*.......*
optimization finished, #iter = 3287
nu = 0.206741
obj = -10431.757824, rho = 5.899776
nSV = 86, nBSV = 16
Total nSV = 86
Cross Validation Accuracy = 77.5%
..........*....*
optimization finished, #iter = 2752
nu = 0.163114
obj = -7980.384588, rho = 1.728536
nSV = 71, nBSV = 10
Total nSV = 71
...........*......*
optimization finished, #iter = 3307
nu = 0.176481
obj = -10160.669884, rho = 5.363340
nSV = 84, nBSV = 10
Total nSV = 84
............*......*
optimization finished, #iter = 3542
nu = 0.176725
obj = -9834.949229, rho = 5.729917
nSV = 81, nBSV = 14
Total nSV = 81
..........*.....*
optimization finished, #iter = 2910
nu = 0.172110
obj = -9916.377768, rho = 3.018321
nSV = 78, nBSV = 12
Total nSV = 78
...........*......*
optimization finished, #iter = 3284
nu = 0.197046
obj = -11205.654979, rho = 6.549204
nSV = 86, nBSV = 15
Total nSV = 86
Cross Validation Accuracy = 77.5%
...........*....*
optimization finished, #iter = 3065
nu = 0.148799
obj = -8235.672058, rho = 1.309101
nSV = 70, nBSV = 8
Total nSV = 70
............*.....*
optimization finished, #iter = 3435
nu = 0.165706
obj = -10904.065459, rho = 5.809227
nSV = 83, nBSV = 9
Total nSV = 83
..............*......*
optimization finished, #iter = 3923
nu = 0.163705
obj = -10486.782036, rho = 5.481271
nSV = 81, nBSV = 12
Total nSV = 81
..........*......*
optimization finished, #iter = 3186
nu = 0.162632
obj = -10637.870202, rho = 2.966075
nSV = 77, nBSV = 11
Total nSV = 77
..............*......*
optimization finished, #iter = 3952
nu = 0.186514
obj = -11995.517626, rho = 6.529649
nSV = 84, nBSV = 12
Total nSV = 84
Cross Validation Accuracy = 77.0833%
..........*.....*
optimization finished, #iter = 2984
nu = 0.135314
obj = -8467.079211, rho = 0.701181
nSV = 69, nBSV = 5
Total nSV = 69
............*....*
optimization finished, #iter = 3123
nu = 0.155453
obj = -11689.437941, rho = 6.279870
nSV = 78, nBSV = 8
Total nSV = 78
...............*.......*
optimization finished, #iter = 4263
nu = 0.151796
obj = -11188.007218, rho = 5.146958
nSV = 81, nBSV = 11
Total nSV = 81
............*.....*
optimization finished, #iter = 3405
nu = 0.154299
obj = -11376.049757, rho = 2.925446
nSV = 77, nBSV = 11
Total nSV = 77
.............*......*
optimization finished, #iter = 3783
nu = 0.176211
obj = -12797.665459, rho = 6.271631
nSV = 83, nBSV = 11
Total nSV = 83
Cross Validation Accuracy = 77.0833%
...........*.....*
optimization finished, #iter = 3208
nu = 0.121738
obj = -8680.010660, rho = 0.317414
nSV = 71, nBSV = 4
Total nSV = 71
............*......*
optimization finished, #iter = 3587
nu = 0.145353
obj = -12518.977858, rho = 6.548644
nSV = 80, nBSV = 6
Total nSV = 80
..............*.....*
optimization finished, #iter = 3769
nu = 0.141006
obj = -11937.150240, rho = 4.555361
nSV = 78, nBSV = 8
Total nSV = 78
............*......*
optimization finished, #iter = 3628
nu = 0.145679
obj = -12115.216890, rho = 2.372590
nSV = 79, nBSV = 10
Total nSV = 79
.............*........*
optimization finished, #iter = 4030
nu = 0.165151
obj = -13607.977589, rho = 6.322315
nSV = 84, nBSV = 8
Total nSV = 84
Cross Validation Accuracy = 77.0833%
...........*.....*
optimization finished, #iter = 3266
nu = 0.109401
obj = -8876.603206, rho = 0.037160
nSV = 71, nBSV = 3
Total nSV = 71
...........*......*
optimization finished, #iter = 3282
nu = 0.134973
obj = -13413.048743, rho = 6.735855
nSV = 80, nBSV = 6
Total nSV = 80
..............*.......*
optimization finished, #iter = 4170
nu = 0.131071
obj = -12736.971828, rho = 3.989110
nSV = 78, nBSV = 8
Total nSV = 78
..............*.....*
optimization finished, #iter = 3816
nu = 0.136713
obj = -12854.747628, rho = 1.910158
nSV = 77, nBSV = 9
Total nSV = 77
...............*.......*
optimization finished, #iter = 4308
nu = 0.153373
obj = -14440.506210, rho = 6.305436
nSV = 83, nBSV = 6
Total nSV = 83
Cross Validation Accuracy = 76.6667%
..........*.......*
optimization finished, #iter = 3370
nu = 0.098319
obj = -9055.749770, rho = -0.106845
nSV = 73, nBSV = 3
Total nSV = 73
..........*.......*
optimization finished, #iter = 3323
nu = 0.126258
obj = -14374.676864, rho = 6.929370
nSV = 79, nBSV = 6
Total nSV = 79
..............*......*
optimization finished, #iter = 4011
nu = 0.122208
obj = -13582.719483, rho = 3.289798
nSV = 79, nBSV = 7
Total nSV = 79
............*....*
optimization finished, #iter = 3172
nu = 0.127870
obj = -13592.977982, rho = 1.391047
nSV = 74, nBSV = 8
Total nSV = 74
..............*.......*
optimization finished, #iter = 4099
nu = 0.142017
obj = -15311.172302, rho = 6.186992
nSV = 80, nBSV = 5
Total nSV = 80
Cross Validation Accuracy = 77.0833%
..........*......*
optimization finished, #iter = 3160
nu = 0.089095
obj = -9198.665276, rho = -0.189476
nSV = 71, nBSV = 3
Total nSV = 71
.............*......*
optimization finished, #iter = 3714
nu = 0.118374
obj = -15389.690871, rho = 7.035244
nSV = 79, nBSV = 6
Total nSV = 79
.................*.....*
optimization finished, #iter = 4319
nu = 0.114245
obj = -14465.523020, rho = 2.424279
nSV = 78, nBSV = 6
Total nSV = 78
..............*.....*
optimization finished, #iter = 3818
nu = 0.117641
obj = -14337.373344, rho = 0.811834
nSV = 74, nBSV = 6
Total nSV = 74
...............*......*
optimization finished, #iter = 4088
nu = 0.131516
obj = -16223.920866, rho = 5.963057
nSV = 81, nBSV = 5
Total nSV = 81
Cross Validation Accuracy = 77.0833%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165706, rho = 0.991370
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165689, rho = 0.991592
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165675, rho = 0.990559
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.165711, rho = 0.991327
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.163720, rho = 0.991068
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.190298, rho = 0.990087
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190276, rho = 0.990041
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190257, rho = 0.989155
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190305, rho = 0.990037
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.188010, rho = 0.989739
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.218524, rho = 0.988613
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218495, rho = 0.988560
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218470, rho = 0.987486
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218533, rho = 0.988556
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.215888, rho = 0.988213
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.250926, rho = 0.986746
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250886, rho = 0.986859
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.250853, rho = 0.985626
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250936, rho = 0.986854
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.247887, rho = 0.986461
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.288117, rho = 0.984698
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288064, rho = 0.984905
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288021, rho = 0.983488
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288130, rho = 0.984899
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.284612, rho = 0.984448
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.330795, rho = 0.982423
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330724, rho = 0.982660
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.330668, rho = 0.981034
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.330812, rho = 0.982654
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.326751, rho = 0.982135
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.379787, rho = 0.979809
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379693, rho = 0.980081
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.379619, rho = 0.978212
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.379808, rho = 0.980074
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.375117, rho = 0.979478
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.435979, rho = 0.976806
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435856, rho = 0.977120
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.435759, rho = 0.974751
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.436008, rho = 0.977112
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.430584, rho = 0.976427
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.500438, rho = 0.973358
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.500275, rho = 0.973718
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.500148, rho = 0.970997
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.500476, rho = 0.973708
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.494199, rho = 0.972922
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.574368, rho = 0.969396
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.574155, rho = 0.969810
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.573985, rho = 0.966685
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.574418, rho = 0.969799
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.567147, rho = 0.968895
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.659144, rho = 0.964845
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.658863, rho = 0.965320
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.658641, rho = 0.961730
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.659210, rho = 0.965308
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.650778, rho = 0.964270
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.756306, rho = 0.959618
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.755935, rho = 0.960164
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.755642, rho = 0.956040
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.756392, rho = 0.960150
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.746601, rho = 0.958958
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.867653, rho = 0.953614
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.867164, rho = 0.953729
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.866777, rho = 0.949504
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.867767, rho = 0.954224
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.856381, rho = 0.952855
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.995217, rho = 0.946715
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.994572, rho = 0.946849
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.994061, rho = 0.941994
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.995368, rho = 0.947417
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.982105, rho = 0.945844
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.141268, rho = 0.938792
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.140418, rho = 0.938945
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.139743, rho = 0.933369
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.141467, rho = 0.939598
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.125989, rho = 0.937791
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.308418, rho = 0.929660
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.307295, rho = 0.929867
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.306404, rho = 0.923462
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.308680, rho = 0.930617
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.290580, rho = 0.928541
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.499611, rho = 0.919200
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.498129, rho = 0.919438
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.496953, rho = 0.912081
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.499956, rho = 0.920299
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.478742, rho = 0.917915
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.718217, rho = 0.907182
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.716260, rho = 0.907455
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.714709, rho = 0.899004
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.718672, rho = 0.908445
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.693745, rho = 0.905706
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.967863, rho = 0.893380
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.965281, rho = 0.893693
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.963235, rho = 0.883985
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.968463, rho = 0.894830
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.939094, rho = 0.891684
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.252604, rho = 0.877583
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.249198, rho = 0.877894
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.246498, rho = 0.866742
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.253398, rho = 0.879199
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.218691, rho = 0.875586
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.577423, rho = 0.859376
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.572930, rho = 0.859733
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.569367, rho = 0.846923
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.578471, rho = 0.861233
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.537321, rho = 0.857082
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.947153, rho = 0.838404
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.941223, rho = 0.838879
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.936522, rho = 0.824165
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.948535, rho = 0.840602
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.899576, rho = 0.835834
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.367649, rho = 0.814374
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.359825, rho = 0.814920
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.353622, rho = 0.798017
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.369474, rho = 0.816899
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.311003, rho = 0.811421
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.845016, rho = 0.786769
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.834691, rho = 0.787396
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.826506, rho = 0.767980
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.847423, rho = 0.789669
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.777312, rho = 0.783377
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -4.385887, rho = 0.755157
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.372264, rho = 0.755779
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.361465, rho = 0.733891
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.389064, rho = 0.758390
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.304641, rho = 0.751162
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -4.997193, rho = 0.718752
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.979218, rho = 0.719466
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.964969, rho = 0.694324
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.001386, rho = 0.722466
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -4.899285, rho = 0.713808
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -5.686438, rho = 0.676800
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.662718, rho = 0.677750
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.643914, rho = 0.648494
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.691968, rho = 0.681196
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -5.567921, rho = 0.671250
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -6.460961, rho = 0.628739
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.429662, rho = 0.629830
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.404852, rho = 0.596659
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.468259, rho = 0.633788
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.316839, rho = 0.622364
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -7.327844, rho = 0.573783
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.286545, rho = 0.574792
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.253808, rho = 0.536689
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.337472, rho = 0.579339
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.151762, rho = 0.566215
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -8.293722, rho = 0.510585
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.239224, rho = 0.511566
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.196029, rho = 0.467792
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.306422, rho = 0.516789
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -8.077560, rho = 0.501714
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 62.9167%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -9.363785, rho = 0.437805
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.291874, rho = 0.438933
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.234876, rho = 0.388593
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.380543, rho = 0.444932
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -9.097143, rho = 0.427632
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 68.75%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -10.540780, rho = 0.354205
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -10.445892, rho = 0.355714
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.370682, rho = 0.297738
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.562894, rho = 0.362391
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -10.210292, rho = 0.342519
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -11.823840, rho = 0.258182
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.698636, rho = 0.259670
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.599398, rho = 0.193319
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.853018, rho = 0.267586
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.412290, rho = 0.244767
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -13.206946, rho = 0.147875
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.875889
obj = -13.044886, rho = 0.181584
nSV = 170, nBSV = 167
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.875000
obj = -12.916888, rho = 0.110399
nSV = 169, nBSV = 167
Total nSV = 169
*
optimization finished, #iter = 87
nu = 0.885417
obj = -13.245447, rho = 0.158677
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.869110
obj = -12.696400, rho = 0.162516
nSV = 168, nBSV = 165
Total nSV = 168
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.860104
obj = -14.703910, rho = 0.090581
nSV = 168, nBSV = 165
Total nSV = 168
*
optimization finished, #iter = 90
nu = 0.847017
obj = -14.527622, rho = 0.155438
nSV = 165, nBSV = 161
Total nSV = 165
*
optimization finished, #iter = 86
nu = 0.841525
obj = -14.375341, rho = 0.085977
nSV = 164, nBSV = 159
Total nSV = 164
*
optimization finished, #iter = 88
nu = 0.860095
obj = -14.763251, rho = 0.133345
nSV = 167, nBSV = 162
Total nSV = 167
*
optimization finished, #iter = 84
nu = 0.836358
obj = -14.114351, rho = 0.143854
nSV = 161, nBSV = 157
Total nSV = 161
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.835693
obj = -16.364882, rho = 0.055025
nSV = 163, nBSV = 160
Total nSV = 163
*
optimization finished, #iter = 82
nu = 0.822917
obj = -16.190370, rho = 0.144831
nSV = 159, nBSV = 156
Total nSV = 159
*
optimization finished, #iter = 82
nu = 0.814595
obj = -16.015195, rho = 0.052687
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 89
nu = 0.833333
obj = -16.462088, rho = 0.106052
nSV = 161, nBSV = 158
Total nSV = 161
*
optimization finished, #iter = 82
nu = 0.813668
obj = -15.697977, rho = 0.115473
nSV = 156, nBSV = 154
Total nSV = 156
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 82
nu = 0.803005
obj = -18.220821, rho = 0.045849
nSV = 156, nBSV = 153
Total nSV = 156
*
optimization finished, #iter = 84
nu = 0.803122
obj = -18.023590, rho = 0.102313
nSV = 156, nBSV = 152
Total nSV = 156
*
optimization finished, #iter = 79
nu = 0.784297
obj = -17.849865, rho = 0.049108
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 85
nu = 0.807113
obj = -18.358169, rho = 0.078837
nSV = 157, nBSV = 153
Total nSV = 157
*
optimization finished, #iter = 84
nu = 0.788129
obj = -17.451608, rho = 0.097589
nSV = 152, nBSV = 148
Total nSV = 152
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.778962
obj = -20.294827, rho = 0.017708
nSV = 152, nBSV = 148
Total nSV = 152
*
optimization finished, #iter = 81
nu = 0.774585
obj = -20.066523, rho = 0.085254
nSV = 151, nBSV = 146
Total nSV = 151
*
optimization finished, #iter = 77
nu = 0.760417
obj = -19.918548, rho = 0.024782
nSV = 148, nBSV = 145
Total nSV = 148
*
optimization finished, #iter = 83
nu = 0.786093
obj = -20.472200, rho = 0.089575
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 85
nu = 0.760412
obj = -19.405785, rho = 0.081345
nSV = 148, nBSV = 142
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.752348
obj = -22.611267, rho = 0.028088
nSV = 147, nBSV = 144
Total nSV = 147
*
optimization finished, #iter = 82
nu = 0.750730
obj = -22.350505, rho = 0.084604
nSV = 147, nBSV = 141
Total nSV = 147
*
optimization finished, #iter = 81
nu = 0.738766
obj = -22.220420, rho = 0.030634
nSV = 144, nBSV = 140
Total nSV = 144
*
optimization finished, #iter = 87
nu = 0.758662
obj = -22.835320, rho = 0.107578
nSV = 148, nBSV = 143
Total nSV = 148
*
optimization finished, #iter = 88
nu = 0.732175
obj = -21.589316, rho = 0.087114
nSV = 142, nBSV = 136
Total nSV = 142
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 91
nu = 0.726052
obj = -25.212347, rho = 0.037577
nSV = 145, nBSV = 136
Total nSV = 145
*
optimization finished, #iter = 81
nu = 0.726997
obj = -24.898884, rho = 0.064213
nSV = 142, nBSV = 136
Total nSV = 142
*
optimization finished, #iter = 82
nu = 0.717058
obj = -24.797391, rho = 0.021462
nSV = 139, nBSV = 133
Total nSV = 139
*
optimization finished, #iter = 80
nu = 0.736545
obj = -25.492281, rho = 0.082373
nSV = 143, nBSV = 138
Total nSV = 143
*
optimization finished, #iter = 88
nu = 0.704033
obj = -24.047929, rho = 0.106799
nSV = 139, nBSV = 132
Total nSV = 139
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 77
nu = 0.700212
obj = -28.156971, rho = 0.058822
nSV = 137, nBSV = 133
Total nSV = 137
*
optimization finished, #iter = 84
nu = 0.701114
obj = -27.762324, rho = 0.079914
nSV = 138, nBSV = 131
Total nSV = 138
*
optimization finished, #iter = 78
nu = 0.693092
obj = -27.685563, rho = 0.019425
nSV = 135, nBSV = 129
Total nSV = 135
*
optimization finished, #iter = 82
nu = 0.712992
obj = -28.464933, rho = 0.072285
nSV = 140, nBSV = 134
Total nSV = 140
*
optimization finished, #iter = 85
nu = 0.682356
obj = -26.807007, rho = 0.126562
nSV = 135, nBSV = 127
Total nSV = 135
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.681569
obj = -31.461182, rho = 0.064336
nSV = 134, nBSV = 128
Total nSV = 134
*
optimization finished, #iter = 77
nu = 0.676377
obj = -30.979484, rho = 0.092598
nSV = 134, nBSV = 127
Total nSV = 134
*
optimization finished, #iter = 85
nu = 0.671566
obj = -30.930893, rho = 0.028006
nSV = 132, nBSV = 124
Total nSV = 132
*
optimization finished, #iter = 82
nu = 0.695270
obj = -31.783648, rho = 0.090142
nSV = 136, nBSV = 131
Total nSV = 136
*
optimization finished, #iter = 82
nu = 0.659115
obj = -29.904475, rho = 0.128984
nSV = 128, nBSV = 121
Total nSV = 128
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.658127
obj = -35.166335, rho = 0.062410
nSV = 131, nBSV = 123
Total nSV = 131
*
optimization finished, #iter = 80
nu = 0.655959
obj = -34.602203, rho = 0.113143
nSV = 129, nBSV = 121
Total nSV = 129
*
optimization finished, #iter = 77
nu = 0.651232
obj = -34.585683, rho = 0.019451
nSV = 129, nBSV = 120
Total nSV = 129
*
optimization finished, #iter = 99
nu = 0.674303
obj = -35.480727, rho = 0.130636
nSV = 134, nBSV = 124
Total nSV = 134
*
optimization finished, #iter = 81
nu = 0.637136
obj = -33.386965, rho = 0.139156
nSV = 125, nBSV = 117
Total nSV = 125
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 78
nu = 0.637491
obj = -39.359934, rho = 0.111608
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 71
nu = 0.635685
obj = -38.677838, rho = 0.122162
nSV = 125, nBSV = 121
Total nSV = 125
*
optimization finished, #iter = 75
nu = 0.631899
obj = -38.702503, rho = -0.003303
nSV = 124, nBSV = 119
Total nSV = 124
*
optimization finished, #iter = 87
nu = 0.651710
obj = -39.644514, rho = 0.167408
nSV = 131, nBSV = 120
Total nSV = 131
*
optimization finished, #iter = 84
nu = 0.615121
obj = -37.308780, rho = 0.128836
nSV = 122, nBSV = 116
Total nSV = 122
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.619220
obj = -44.084209, rho = 0.134034
nSV = 123, nBSV = 115
Total nSV = 123
*
optimization finished, #iter = 81
nu = 0.616215
obj = -43.247933, rho = 0.139561
nSV = 123, nBSV = 115
Total nSV = 123
*
optimization finished, #iter = 78
nu = 0.615097
obj = -43.311275, rho = -0.034331
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 94
nu = 0.631298
obj = -44.335936, rho = 0.216857
nSV = 127, nBSV = 117
Total nSV = 127
*
optimization finished, #iter = 72
nu = 0.597837
obj = -41.731598, rho = 0.171172
nSV = 117, nBSV = 110
Total nSV = 117
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 90
nu = 0.600694
obj = -49.415469, rho = 0.141401
nSV = 121, nBSV = 113
Total nSV = 121
*
optimization finished, #iter = 79
nu = 0.600251
obj = -48.383393, rho = 0.115530
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 81
nu = 0.596553
obj = -48.499122, rho = -0.031046
nSV = 118, nBSV = 111
Total nSV = 118
*
optimization finished, #iter = 88
nu = 0.611864
obj = -49.626564, rho = 0.248668
nSV = 123, nBSV = 112
Total nSV = 123
*
optimization finished, #iter = 97
nu = 0.578730
obj = -46.710401, rho = 0.192310
nSV = 115, nBSV = 107
Total nSV = 115
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 78
nu = 0.587861
obj = -55.419479, rho = 0.120306
nSV = 117, nBSV = 110
Total nSV = 117
*
optimization finished, #iter = 79
nu = 0.584230
obj = -54.122797, rho = 0.099453
nSV = 116, nBSV = 108
Total nSV = 116
*
optimization finished, #iter = 77
nu = 0.581015
obj = -54.341493, rho = 0.004116
nSV = 114, nBSV = 107
Total nSV = 114
*
optimization finished, #iter = 79
nu = 0.594153
obj = -55.601704, rho = 0.220763
nSV = 119, nBSV = 110
Total nSV = 119
*
optimization finished, #iter = 87
nu = 0.560493
obj = -52.344904, rho = 0.228219
nSV = 112, nBSV = 104
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 96
nu = 0.569950
obj = -62.155991, rho = 0.133490
nSV = 114, nBSV = 105
Total nSV = 114
*
optimization finished, #iter = 90
nu = 0.567299
obj = -60.555769, rho = 0.105605
nSV = 115, nBSV = 104
Total nSV = 115
*
optimization finished, #iter = 84
nu = 0.566016
obj = -60.900679, rho = 0.009673
nSV = 112, nBSV = 105
Total nSV = 112
*
optimization finished, #iter = 104
nu = 0.577513
obj = -62.326817, rho = 0.208305
nSV = 116, nBSV = 105
Total nSV = 116
*
optimization finished, #iter = 78
nu = 0.544883
obj = -58.717228, rho = 0.268569
nSV = 107, nBSV = 101
Total nSV = 107
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 98
nu = 0.552662
obj = -69.809499, rho = 0.152334
nSV = 113, nBSV = 103
Total nSV = 113
*
optimization finished, #iter = 92
nu = 0.548282
obj = -67.838154, rho = 0.126433
nSV = 110, nBSV = 102
Total nSV = 110
*
optimization finished, #iter = 95
nu = 0.549111
obj = -68.286987, rho = 0.029228
nSV = 110, nBSV = 98
Total nSV = 110
*
optimization finished, #iter = 92
nu = 0.561092
obj = -69.917321, rho = 0.204189
nSV = 114, nBSV = 102
Total nSV = 114
*
optimization finished, #iter = 83
nu = 0.529923
obj = -65.906361, rho = 0.272669
nSV = 106, nBSV = 97
Total nSV = 106
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 91
nu = 0.537483
obj = -78.493629, rho = 0.190296
nSV = 108, nBSV = 100
Total nSV = 108
*
optimization finished, #iter = 88
nu = 0.533609
obj = -76.074415, rho = 0.154774
nSV = 105, nBSV = 98
Total nSV = 105
*
optimization finished, #iter = 97
nu = 0.533250
obj = -76.657178, rho = 0.050964
nSV = 108, nBSV = 97
Total nSV = 108
*
optimization finished, #iter = 112
nu = 0.544039
obj = -78.523459, rho = 0.219683
nSV = 111, nBSV = 99
Total nSV = 111
*
optimization finished, #iter = 90
nu = 0.517339
obj = -74.014269, rho = 0.262748
nSV = 103, nBSV = 92
Total nSV = 103
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.525604
obj = -88.314896, rho = 0.239984
nSV = 105, nBSV = 97
Total nSV = 105
*
optimization finished, #iter = 106
nu = 0.518040
obj = -85.356988, rho = 0.174408
nSV = 104, nBSV = 93
Total nSV = 104
*
optimization finished, #iter = 108
nu = 0.520038
obj = -86.113900, rho = 0.074668
nSV = 106, nBSV = 94
Total nSV = 106
*
optimization finished, #iter = 98
nu = 0.531672
obj = -88.265083, rho = 0.222668
nSV = 108, nBSV = 96
Total nSV = 108
*
optimization finished, #iter = 101
nu = 0.502973
obj = -83.168876, rho = 0.281119
nSV = 101, nBSV = 88
Total nSV = 101
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 76
nu = 0.513198
obj = -99.410446, rho = 0.285274
nSV = 104, nBSV = 97
Total nSV = 104
*
optimization finished, #iter = 128
nu = 0.502666
obj = -95.888540, rho = 0.192021
nSV = 104, nBSV = 89
Total nSV = 104
*
optimization finished, #iter = 104
nu = 0.506873
obj = -96.786743, rho = 0.094089
nSV = 102, nBSV = 90
Total nSV = 102
*
optimization finished, #iter = 91
nu = 0.520142
obj = -99.216797, rho = 0.218845
nSV = 106, nBSV = 96
Total nSV = 106
*
optimization finished, #iter = 133
nu = 0.490655
obj = -93.521642, rho = 0.319302
nSV = 100, nBSV = 86
Total nSV = 100
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 77
nu = 0.501236
obj = -111.958056, rho = 0.313128
nSV = 100, nBSV = 92
Total nSV = 100
*
optimization finished, #iter = 120
nu = 0.488963
obj = -107.845748, rho = 0.208437
nSV = 102, nBSV = 88
Total nSV = 102
*
optimization finished, #iter = 109
nu = 0.495471
obj = -108.835551, rho = 0.112589
nSV = 99, nBSV = 89
Total nSV = 99
*
optimization finished, #iter = 115
nu = 0.507071
obj = -111.555102, rho = 0.258986
nSV = 102, nBSV = 89
Total nSV = 102
*
optimization finished, #iter = 144
nu = 0.478318
obj = -105.244770, rho = 0.377026
nSV = 98, nBSV = 82
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 97
nu = 0.489502
obj = -126.177681, rho = 0.307711
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 108
nu = 0.478452
obj = -121.371764, rho = 0.227858
nSV = 98, nBSV = 86
Total nSV = 98
*
optimization finished, #iter = 122
nu = 0.484485
obj = -122.392658, rho = 0.132540
nSV = 99, nBSV = 84
Total nSV = 99
*
optimization finished, #iter = 120
nu = 0.494238
obj = -125.524595, rho = 0.295910
nSV = 101, nBSV = 88
Total nSV = 101
*
optimization finished, #iter = 156
nu = 0.464797
obj = -118.565828, rho = 0.421120
nSV = 97, nBSV = 79
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.478572
obj = -142.308253, rho = 0.304365
nSV = 99, nBSV = 88
Total nSV = 99
*
optimization finished, #iter = 114
nu = 0.467899
obj = -136.615366, rho = 0.246271
nSV = 96, nBSV = 83
Total nSV = 96
*
optimization finished, #iter = 146
nu = 0.472278
obj = -137.715244, rho = 0.161900
nSV = 98, nBSV = 82
Total nSV = 98
*
optimization finished, #iter = 117
nu = 0.481829
obj = -141.366974, rho = 0.328603
nSV = 101, nBSV = 87
Total nSV = 101
*
optimization finished, #iter = 130
nu = 0.452849
obj = -133.762610, rho = 0.459696
nSV = 95, nBSV = 79
Total nSV = 95
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 92
nu = 0.470466
obj = -160.542094, rho = 0.348592
nSV = 95, nBSV = 86
Total nSV = 95
*
optimization finished, #iter = 122
nu = 0.456908
obj = -153.858576, rho = 0.261130
nSV = 96, nBSV = 81
Total nSV = 96
*
optimization finished, #iter = 162
nu = 0.460678
obj = -155.073483, rho = 0.195656
nSV = 99, nBSV = 79
Total nSV = 99
*
optimization finished, #iter = 122
nu = 0.470752
obj = -159.331124, rho = 0.371448
nSV = 100, nBSV = 85
Total nSV = 100
*
optimization finished, #iter = 148
nu = 0.442232
obj = -151.072392, rho = 0.489022
nSV = 97, nBSV = 75
Total nSV = 97
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 99
nu = 0.463145
obj = -181.050364, rho = 0.343631
nSV = 94, nBSV = 81
Total nSV = 94
*
optimization finished, #iter = 158
nu = 0.447757
obj = -173.367806, rho = 0.292216
nSV = 93, nBSV = 76
Total nSV = 93
*
optimization finished, #iter = 153
nu = 0.450310
obj = -174.742744, rho = 0.245105
nSV = 95, nBSV = 77
Total nSV = 95
*
optimization finished, #iter = 108
nu = 0.461707
obj = -179.671599, rho = 0.419820
nSV = 95, nBSV = 83
Total nSV = 95
*
optimization finished, #iter = 149
nu = 0.433323
obj = -170.789829, rho = 0.530431
nSV = 93, nBSV = 74
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 140
nu = 0.454147
obj = -204.149754, rho = 0.298512
nSV = 94, nBSV = 79
Total nSV = 94
*
optimization finished, #iter = 160
nu = 0.437874
obj = -195.369050, rho = 0.291389
nSV = 92, nBSV = 72
Total nSV = 92
*
optimization finished, #iter = 141
nu = 0.440641
obj = -196.997357, rho = 0.293451
nSV = 93, nBSV = 74
Total nSV = 93
*
optimization finished, #iter = 133
nu = 0.454006
obj = -202.555108, rho = 0.440166
nSV = 94, nBSV = 79
Total nSV = 94
*
optimization finished, #iter = 186
nu = 0.425337
obj = -193.167528, rho = 0.574819
nSV = 93, nBSV = 70
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 116
nu = 0.445002
obj = -230.263148, rho = 0.223347
nSV = 94, nBSV = 78
Total nSV = 94
*.*
optimization finished, #iter = 192
nu = 0.428478
obj = -220.300599, rho = 0.278109
nSV = 92, nBSV = 71
Total nSV = 92
*
optimization finished, #iter = 146
nu = 0.432438
obj = -222.170860, rho = 0.298607
nSV = 91, nBSV = 73
Total nSV = 91
*
optimization finished, #iter = 147
nu = 0.446644
obj = -228.299967, rho = 0.424328
nSV = 94, nBSV = 78
Total nSV = 94
*
optimization finished, #iter = 176
nu = 0.418005
obj = -218.584493, rho = 0.595316
nSV = 90, nBSV = 70
Total nSV = 90
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 117
nu = 0.437847
obj = -259.733031, rho = 0.175963
nSV = 92, nBSV = 77
Total nSV = 92
*
optimization finished, #iter = 183
nu = 0.419754
obj = -248.509973, rho = 0.281075
nSV = 90, nBSV = 69
Total nSV = 90
*
optimization finished, #iter = 159
nu = 0.424119
obj = -250.553060, rho = 0.301764
nSV = 89, nBSV = 71
Total nSV = 89
*
optimization finished, #iter = 146
nu = 0.439561
obj = -257.176961, rho = 0.365436
nSV = 93, nBSV = 77
Total nSV = 93
*.*
optimization finished, #iter = 202
nu = 0.412166
obj = -247.372775, rho = 0.600866
nSV = 90, nBSV = 68
Total nSV = 90
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 139
nu = 0.431529
obj = -292.819168, rho = 0.146383
nSV = 90, nBSV = 76
Total nSV = 90
*.*
optimization finished, #iter = 193
nu = 0.410730
obj = -280.481388, rho = 0.313219
nSV = 90, nBSV = 68
Total nSV = 90
*
optimization finished, #iter = 173
nu = 0.416366
obj = -282.598422, rho = 0.319968
nSV = 88, nBSV = 67
Total nSV = 88
*
optimization finished, #iter = 162
nu = 0.431378
obj = -289.596842, rho = 0.332881
nSV = 92, nBSV = 72
Total nSV = 92
*.*
optimization finished, #iter = 219
nu = 0.405283
obj = -279.962698, rho = 0.593524
nSV = 89, nBSV = 65
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 141
nu = 0.425184
obj = -329.853649, rho = 0.191941
nSV = 89, nBSV = 70
Total nSV = 89
*
optimization finished, #iter = 180
nu = 0.402394
obj = -316.764142, rho = 0.368133
nSV = 89, nBSV = 66
Total nSV = 89
*
optimization finished, #iter = 190
nu = 0.408672
obj = -318.767339, rho = 0.341166
nSV = 86, nBSV = 65
Total nSV = 86
*
optimization finished, #iter = 167
nu = 0.423477
obj = -326.042468, rho = 0.321528
nSV = 88, nBSV = 68
Total nSV = 88
*.*
optimization finished, #iter = 216
nu = 0.398579
obj = -316.963306, rho = 0.567439
nSV = 88, nBSV = 63
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 153
nu = 0.417921
obj = -371.391417, rho = 0.260544
nSV = 88, nBSV = 69
Total nSV = 88
*.*
optimization finished, #iter = 216
nu = 0.395046
obj = -357.889698, rho = 0.439779
nSV = 90, nBSV = 66
Total nSV = 90
*.*
optimization finished, #iter = 211
nu = 0.401531
obj = -359.568086, rho = 0.395770
nSV = 86, nBSV = 63
Total nSV = 86
*.*
optimization finished, #iter = 206
nu = 0.415056
obj = -367.014489, rho = 0.356702
nSV = 88, nBSV = 65
Total nSV = 88
*.*
optimization finished, #iter = 243
nu = 0.392803
obj = -358.919591, rho = 0.559749
nSV = 87, nBSV = 63
Total nSV = 87
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 153
nu = 0.411225
obj = -417.895642, rho = 0.367040
nSV = 88, nBSV = 67
Total nSV = 88
*.*
optimization finished, #iter = 217
nu = 0.388729
obj = -404.412327, rho = 0.499083
nSV = 89, nBSV = 66
Total nSV = 89
*.*
optimization finished, #iter = 227
nu = 0.394482
obj = -405.530616, rho = 0.463579
nSV = 84, nBSV = 61
Total nSV = 84
*.*
optimization finished, #iter = 245
nu = 0.406899
obj = -413.140998, rho = 0.380090
nSV = 87, nBSV = 64
Total nSV = 87
*.*
optimization finished, #iter = 309
nu = 0.387456
obj = -406.415003, rho = 0.577042
nSV = 86, nBSV = 61
Total nSV = 86
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 205
nu = 0.404249
obj = -469.891972, rho = 0.491625
nSV = 87, nBSV = 64
Total nSV = 87
*.*
optimization finished, #iter = 246
nu = 0.383247
obj = -456.869023, rho = 0.572304
nSV = 89, nBSV = 65
Total nSV = 89
.*
optimization finished, #iter = 298
nu = 0.387113
obj = -457.360294, rho = 0.500250
nSV = 84, nBSV = 57
Total nSV = 84
.*
optimization finished, #iter = 269
nu = 0.398146
obj = -465.088384, rho = 0.432525
nSV = 87, nBSV = 63
Total nSV = 87
.*
optimization finished, #iter = 342
nu = 0.382401
obj = -460.121664, rho = 0.606130
nSV = 87, nBSV = 60
Total nSV = 87
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 313
nu = 0.396537
obj = -528.051813, rho = 0.610103
nSV = 87, nBSV = 60
Total nSV = 87
*.*
optimization finished, #iter = 228
nu = 0.378364
obj = -515.850119, rho = 0.654931
nSV = 85, nBSV = 63
Total nSV = 85
.*
optimization finished, #iter = 305
nu = 0.379743
obj = -515.913152, rho = 0.490999
nSV = 84, nBSV = 58
Total nSV = 84
.*
optimization finished, #iter = 269
nu = 0.390386
obj = -523.637943, rho = 0.507811
nSV = 86, nBSV = 62
Total nSV = 86
.*
optimization finished, #iter = 315
nu = 0.377664
obj = -520.785789, rho = 0.633787
nSV = 86, nBSV = 58
Total nSV = 86
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 384
nu = 0.388806
obj = -593.191530, rho = 0.729150
nSV = 88, nBSV = 59
Total nSV = 88
.*
optimization finished, #iter = 314
nu = 0.373309
obj = -582.050955, rho = 0.753504
nSV = 84, nBSV = 58
Total nSV = 84
.*
optimization finished, #iter = 311
nu = 0.372862
obj = -581.994182, rho = 0.476411
nSV = 84, nBSV = 58
Total nSV = 84
*.*
optimization finished, #iter = 270
nu = 0.383348
obj = -589.434067, rho = 0.574981
nSV = 84, nBSV = 58
Total nSV = 84
*.*
optimization finished, #iter = 286
nu = 0.373329
obj = -589.170904, rho = 0.714697
nSV = 86, nBSV = 59
Total nSV = 86
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 380
nu = 0.381128
obj = -666.076043, rho = 0.828679
nSV = 88, nBSV = 58
Total nSV = 88
.*.*
optimization finished, #iter = 390
nu = 0.367562
obj = -656.370158, rho = 0.833017
nSV = 87, nBSV = 56
Total nSV = 87
.*
optimization finished, #iter = 324
nu = 0.366482
obj = -656.531603, rho = 0.467042
nSV = 85, nBSV = 57
Total nSV = 85
.*
optimization finished, #iter = 278
nu = 0.376271
obj = -663.297361, rho = 0.651667
nSV = 84, nBSV = 58
Total nSV = 84
.*
optimization finished, #iter = 302
nu = 0.369584
obj = -666.065264, rho = 0.793605
nSV = 85, nBSV = 56
Total nSV = 85
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 385
nu = 0.373807
obj = -747.515042, rho = 0.897235
nSV = 87, nBSV = 56
Total nSV = 87
.*.*
optimization finished, #iter = 404
nu = 0.362463
obj = -739.716350, rho = 0.937063
nSV = 87, nBSV = 56
Total nSV = 87
.*
optimization finished, #iter = 341
nu = 0.360790
obj = -740.402424, rho = 0.431026
nSV = 84, nBSV = 55
Total nSV = 84
*.*
optimization finished, #iter = 253
nu = 0.369775
obj = -746.055839, rho = 0.740243
nSV = 84, nBSV = 58
Total nSV = 84
.*.*
optimization finished, #iter = 418
nu = 0.365913
obj = -752.201117, rho = 0.826335
nSV = 86, nBSV = 56
Total nSV = 86
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 382
nu = 0.366746
obj = -838.332712, rho = 1.014450
nSV = 86, nBSV = 56
Total nSV = 86
.*.*
optimization finished, #iter = 400
nu = 0.357489
obj = -832.863893, rho = 1.074938
nSV = 87, nBSV = 54
Total nSV = 87
.*
optimization finished, #iter = 355
nu = 0.355526
obj = -834.523701, rho = 0.350162
nSV = 84, nBSV = 52
Total nSV = 84
.*
optimization finished, #iter = 332
nu = 0.363836
obj = -838.558487, rho = 0.834539
nSV = 83, nBSV = 57
Total nSV = 83
.*.*
optimization finished, #iter = 427
nu = 0.362532
obj = -848.452835, rho = 0.879594
nSV = 87, nBSV = 56
Total nSV = 87
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 459
nu = 0.360164
obj = -939.242439, rho = 1.125336
nSV = 87, nBSV = 54
Total nSV = 87
.*.*
optimization finished, #iter = 492
nu = 0.352284
obj = -936.842756, rho = 1.212758
nSV = 84, nBSV = 51
Total nSV = 84
.*.*
optimization finished, #iter = 445
nu = 0.350534
obj = -939.866343, rho = 0.277415
nSV = 84, nBSV = 50
Total nSV = 84
.*
optimization finished, #iter = 337
nu = 0.358679
obj = -941.458363, rho = 0.936351
nSV = 83, nBSV = 56
Total nSV = 83
..*
optimization finished, #iter = 531
nu = 0.357711
obj = -955.852488, rho = 0.982911
nSV = 87, nBSV = 53
Total nSV = 87
Cross Validation Accuracy = 81.6667%
.*.*
optimization finished, #iter = 445
nu = 0.354069
obj = -1050.934437, rho = 1.265185
nSV = 86, nBSV = 53
Total nSV = 86
.*.*
optimization finished, #iter = 499
nu = 0.346754
obj = -1052.675954, rho = 1.326122
nSV = 85, nBSV = 49
Total nSV = 85
.*.*
optimization finished, #iter = 466
nu = 0.345970
obj = -1057.427878, rho = 0.259236
nSV = 84, nBSV = 50
Total nSV = 84
.*.*
optimization finished, #iter = 484
nu = 0.352437
obj = -1055.582251, rho = 1.039634
nSV = 86, nBSV = 53
Total nSV = 86
..*.*
optimization finished, #iter = 599
nu = 0.353092
obj = -1075.684305, rho = 1.147187
nSV = 88, nBSV = 51
Total nSV = 88
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 613
nu = 0.348086
obj = -1173.916368, rho = 1.345440
nSV = 84, nBSV = 52
Total nSV = 84
..*.*
optimization finished, #iter = 637
nu = 0.341063
obj = -1181.715714, rho = 1.513945
nSV = 83, nBSV = 47
Total nSV = 83
.*.*
optimization finished, #iter = 482
nu = 0.341460
obj = -1188.034230, rho = 0.306282
nSV = 82, nBSV = 47
Total nSV = 82
..*.*
optimization finished, #iter = 602
nu = 0.345851
obj = -1182.391205, rho = 1.166433
nSV = 87, nBSV = 51
Total nSV = 87
..*.*
optimization finished, #iter = 724
nu = 0.348582
obj = -1208.977917, rho = 1.334822
nSV = 90, nBSV = 48
Total nSV = 90
Cross Validation Accuracy = 82.9167%
..*.*
optimization finished, #iter = 625
nu = 0.340577
obj = -1309.277732, rho = 1.319724
nSV = 84, nBSV = 49
Total nSV = 84
..*.*
optimization finished, #iter = 651
nu = 0.335037
obj = -1325.194960, rho = 1.678397
nSV = 85, nBSV = 46
Total nSV = 85
..*.*
optimization finished, #iter = 659
nu = 0.336815
obj = -1332.775861, rho = 0.329569
nSV = 82, nBSV = 46
Total nSV = 82
..*.*
optimization finished, #iter = 645
nu = 0.339231
obj = -1322.945583, rho = 1.189893
nSV = 88, nBSV = 48
Total nSV = 88
..*..*
optimization finished, #iter = 767
nu = 0.343989
obj = -1356.731004, rho = 1.590785
nSV = 91, nBSV = 48
Total nSV = 91
Cross Validation Accuracy = 81.25%
..*.*
optimization finished, #iter = 662
nu = 0.333496
obj = -1458.110571, rho = 1.362451
nSV = 85, nBSV = 48
Total nSV = 85
..*.*
optimization finished, #iter = 667
nu = 0.329428
obj = -1484.343923, rho = 1.804677
nSV = 85, nBSV = 44
Total nSV = 85
..*.*
optimization finished, #iter = 618
nu = 0.332671
obj = -1492.396384, rho = 0.349075
nSV = 81, nBSV = 45
Total nSV = 81
..*.*
optimization finished, #iter = 612
nu = 0.333183
obj = -1478.180711, rho = 1.242856
nSV = 85, nBSV = 46
Total nSV = 85
..*..*
optimization finished, #iter = 769
nu = 0.339334
obj = -1519.814149, rho = 1.917071
nSV = 91, nBSV = 46
Total nSV = 91
Cross Validation Accuracy = 81.6667%
..*..*
optimization finished, #iter = 787
nu = 0.326309
obj = -1620.869010, rho = 1.465606
nSV = 84, nBSV = 45
Total nSV = 84
..*.*
optimization finished, #iter = 761
nu = 0.323134
obj = -1660.487108, rho = 1.941787
nSV = 84, nBSV = 43
Total nSV = 84
..*.*
optimization finished, #iter = 766
nu = 0.328582
obj = -1666.956046, rho = 0.434581
nSV = 81, nBSV = 42
Total nSV = 81
..*.*
optimization finished, #iter = 628
nu = 0.327463
obj = -1648.638751, rho = 1.255117
nSV = 83, nBSV = 46
Total nSV = 83
...*.*
optimization finished, #iter = 928
nu = 0.333172
obj = -1699.651699, rho = 2.038887
nSV = 94, nBSV = 44
Total nSV = 94
Cross Validation Accuracy = 80.8333%
..*.*
optimization finished, #iter = 677
nu = 0.318692
obj = -1798.295636, rho = 1.555336
nSV = 82, nBSV = 43
Total nSV = 82
..*..*
optimization finished, #iter = 806
nu = 0.317136
obj = -1854.922314, rho = 2.090705
nSV = 83, nBSV = 40
Total nSV = 83
..*.*
optimization finished, #iter = 762
nu = 0.320681
obj = -1858.641483, rho = 0.648612
nSV = 80, nBSV = 37
Total nSV = 80
...*.*
optimization finished, #iter = 848
nu = 0.321469
obj = -1834.659047, rho = 1.150729
nSV = 81, nBSV = 41
Total nSV = 81
..*..*
optimization finished, #iter = 854
nu = 0.327056
obj = -1897.976555, rho = 2.117183
nSV = 92, nBSV = 43
Total nSV = 92
Cross Validation Accuracy = 80.8333%
..*..*
optimization finished, #iter = 840
nu = 0.310975
obj = -1991.424403, rho = 1.562614
nSV = 82, nBSV = 41
Total nSV = 82
..*..*
optimization finished, #iter = 904
nu = 0.311244
obj = -2068.706029, rho = 2.221117
nSV = 86, nBSV = 39
Total nSV = 86
...*.*
optimization finished, #iter = 901
nu = 0.312842
obj = -2070.570624, rho = 0.873757
nSV = 81, nBSV = 36
Total nSV = 81
...*.*
optimization finished, #iter = 937
nu = 0.313443
obj = -2037.928207, rho = 1.090500
nSV = 85, nBSV = 39
Total nSV = 85
...*..*
optimization finished, #iter = 1069
nu = 0.321584
obj = -2115.291740, rho = 2.229046
nSV = 91, nBSV = 40
Total nSV = 91
Cross Validation Accuracy = 80.8333%
...*.*
optimization finished, #iter = 899
nu = 0.304314
obj = -2199.425535, rho = 1.446316
nSV = 83, nBSV = 39
Total nSV = 83
..*...*
optimization finished, #iter = 975
nu = 0.305201
obj = -2302.890263, rho = 2.371817
nSV = 84, nBSV = 38
Total nSV = 84
...*..*
optimization finished, #iter = 1133
nu = 0.305399
obj = -2303.987662, rho = 1.083364
nSV = 81, nBSV = 35
Total nSV = 81
...*..*
optimization finished, #iter = 1012
nu = 0.304403
obj = -2261.219826, rho = 0.871361
nSV = 85, nBSV = 38
Total nSV = 85
...*..*
optimization finished, #iter = 1069
nu = 0.314128
obj = -2353.269223, rho = 2.486226
nSV = 89, nBSV = 39
Total nSV = 89
Cross Validation Accuracy = 79.5833%
...*..*
optimization finished, #iter = 1073
nu = 0.298131
obj = -2420.292234, rho = 1.302053
nSV = 80, nBSV = 36
Total nSV = 80
...*.*
optimization finished, #iter = 914
nu = 0.300315
obj = -2557.056584, rho = 2.687862
nSV = 80, nBSV = 36
Total nSV = 80
...*..*
optimization finished, #iter = 996
nu = 0.298693
obj = -2559.666081, rho = 1.330616
nSV = 82, nBSV = 35
Total nSV = 82
....*..*
optimization finished, #iter = 1333
nu = 0.296038
obj = -2506.025258, rho = 0.565918
nSV = 86, nBSV = 36
Total nSV = 86
...*...*
optimization finished, #iter = 1166
nu = 0.307925
obj = -2612.862416, rho = 2.854080
nSV = 88, nBSV = 37
Total nSV = 88
Cross Validation Accuracy = 79.1667%
....*.*
optimization finished, #iter = 1133
nu = 0.289799
obj = -2652.946117, rho = 1.151619
nSV = 82, nBSV = 33
Total nSV = 82
...*..*
optimization finished, #iter = 1011
nu = 0.294889
obj = -2830.010765, rho = 3.053942
nSV = 80, nBSV = 35
Total nSV = 80
....*.*
optimization finished, #iter = 1150
nu = 0.292588
obj = -2837.130155, rho = 1.579250
nSV = 84, nBSV = 33
Total nSV = 84
...*..*
optimization finished, #iter = 1131
nu = 0.288156
obj = -2772.826007, rho = 0.266413
nSV = 87, nBSV = 36
Total nSV = 87
....*..*
optimization finished, #iter = 1256
nu = 0.299923
obj = -2894.906742, rho = 3.099539
nSV = 88, nBSV = 34
Total nSV = 88
Cross Validation Accuracy = 80.4167%
....*...*
optimization finished, #iter = 1529
nu = 0.279567
obj = -2898.950475, rho = 0.960561
nSV = 84, nBSV = 28
Total nSV = 84
....*..*
optimization finished, #iter = 1270
nu = 0.287512
obj = -3122.540211, rho = 3.203365
nSV = 79, nBSV = 31
Total nSV = 79
...*..*
optimization finished, #iter = 1042
nu = 0.286364
obj = -3136.154812, rho = 1.869935
nSV = 84, nBSV = 32
Total nSV = 84
...*...*
optimization finished, #iter = 1193
nu = 0.280232
obj = -3062.316096, rho = 0.123310
nSV = 85, nBSV = 35
Total nSV = 85
....*..*
optimization finished, #iter = 1276
nu = 0.290816
obj = -3202.895552, rho = 3.344327
nSV = 87, nBSV = 32
Total nSV = 87
Cross Validation Accuracy = 79.5833%
.....*..*
optimization finished, #iter = 1532
nu = 0.267497
obj = -3162.206644, rho = 0.720680
nSV = 84, nBSV = 27
Total nSV = 84
....*..*
optimization finished, #iter = 1309
nu = 0.279951
obj = -3435.686720, rho = 3.369554
nSV = 79, nBSV = 27
Total nSV = 79
.....*..*
optimization finished, #iter = 1446
nu = 0.280551
obj = -3454.469393, rho = 2.336630
nSV = 84, nBSV = 31
Total nSV = 84
....*..*
optimization finished, #iter = 1317
nu = 0.273276
obj = -3373.274661, rho = 0.163438
nSV = 85, nBSV = 32
Total nSV = 85
.....*...*
optimization finished, #iter = 1561
nu = 0.282021
obj = -3538.719223, rho = 3.653067
nSV = 85, nBSV = 30
Total nSV = 85
Cross Validation Accuracy = 79.5833%
......*....*
optimization finished, #iter = 2006
nu = 0.255889
obj = -3443.263018, rho = 0.612379
nSV = 85, nBSV = 25
Total nSV = 85
....*...*
optimization finished, #iter = 1391
nu = 0.272628
obj = -3768.127400, rho = 3.637148
nSV = 81, nBSV = 26
Total nSV = 81
.....*..*
optimization finished, #iter = 1480
nu = 0.273142
obj = -3791.149627, rho = 2.770397
nSV = 83, nBSV = 29
Total nSV = 83
....*...*
optimization finished, #iter = 1372
nu = 0.266177
obj = -3703.805878, rho = 0.243378
nSV = 86, nBSV = 31
Total nSV = 86
.....*...*
optimization finished, #iter = 1568
nu = 0.273322
obj = -3904.485767, rho = 3.938084
nSV = 82, nBSV = 29
Total nSV = 82
Cross Validation Accuracy = 78.75%
.....*....*
optimization finished, #iter = 1742
nu = 0.244486
obj = -3743.229139, rho = 0.606392
nSV = 82, nBSV = 23
Total nSV = 82
.......*...*
optimization finished, #iter = 2040
nu = 0.263762
obj = -4117.058252, rho = 3.816639
nSV = 82, nBSV = 23
Total nSV = 82
.....*..*
optimization finished, #iter = 1457
nu = 0.264606
obj = -4146.500926, rho = 2.943837
nSV = 83, nBSV = 26
Total nSV = 83
.....*....*
optimization finished, #iter = 1739
nu = 0.258603
obj = -4051.707689, rho = 0.414002
nSV = 85, nBSV = 28
Total nSV = 85
......*...*
optimization finished, #iter = 1777
nu = 0.264711
obj = -4300.198081, rho = 4.094240
nSV = 83, nBSV = 28
Total nSV = 83
Cross Validation Accuracy = 79.1667%
.....*...*
optimization finished, #iter = 1669
nu = 0.235069
obj = -4058.458974, rho = 0.777501
nSV = 80, nBSV = 22
Total nSV = 80
......*...*
optimization finished, #iter = 1812
nu = 0.253495
obj = -4487.168100, rho = 3.986109
nSV = 83, nBSV = 22
Total nSV = 83
......*...*
optimization finished, #iter = 1795
nu = 0.256325
obj = -4519.203594, rho = 3.043180
nSV = 85, nBSV = 26
Total nSV = 85
.....*...*
optimization finished, #iter = 1545
nu = 0.251005
obj = -4414.720834, rho = 0.679747
nSV = 84, nBSV = 26
Total nSV = 84
......*...*
optimization finished, #iter = 1750
nu = 0.256168
obj = -4726.953169, rho = 4.271748
nSV = 82, nBSV = 27
Total nSV = 82
Cross Validation Accuracy = 79.1667%
......*...*
optimization finished, #iter = 1911
nu = 0.225745
obj = -4382.284690, rho = 0.985103
nSV = 79, nBSV = 21
Total nSV = 79
......*...*
optimization finished, #iter = 1885
nu = 0.243474
obj = -4878.065566, rho = 3.925659
nSV = 81, nBSV = 21
Total nSV = 81
.......*...*
optimization finished, #iter = 2009
nu = 0.247253
obj = -4905.351813, rho = 3.350025
nSV = 83, nBSV = 22
Total nSV = 83
.....*...*
optimization finished, #iter = 1718
nu = 0.242219
obj = -4789.838800, rho = 1.053685
nSV = 84, nBSV = 25
Total nSV = 84
......*...*
optimization finished, #iter = 1884
nu = 0.247606
obj = -5184.814113, rho = 4.437375
nSV = 85, nBSV = 25
Total nSV = 85
Cross Validation Accuracy = 79.5833%
......*..*
optimization finished, #iter = 1704
nu = 0.216864
obj = -4709.615294, rho = 0.913909
nSV = 76, nBSV = 21
Total nSV = 76
.......*....*
optimization finished, #iter = 2178
nu = 0.233911
obj = -5284.286109, rho = 3.734814
nSV = 81, nBSV = 19
Total nSV = 81
.........*...*
optimization finished, #iter = 2367
nu = 0.238464
obj = -5301.400478, rho = 3.711673
nSV = 82, nBSV = 23
Total nSV = 82
.......*.....*
optimization finished, #iter = 2415
nu = 0.230132
obj = -5178.828252, rho = 1.365423
nSV = 85, nBSV = 20
Total nSV = 85
.......*...*
optimization finished, #iter = 2021
nu = 0.238867
obj = -5673.841397, rho = 4.468738
nSV = 88, nBSV = 23
Total nSV = 88
Cross Validation Accuracy = 80%
......*...*
optimization finished, #iter = 1790
nu = 0.209183
obj = -5027.973603, rho = 0.730421
nSV = 76, nBSV = 21
Total nSV = 76
.......*....*
optimization finished, #iter = 2129
nu = 0.222273
obj = -5707.010291, rho = 3.683687
nSV = 82, nBSV = 17
Total nSV = 82
.........*...*
optimization finished, #iter = 2395
nu = 0.227797
obj = -5700.629438, rho = 4.003405
nSV = 80, nBSV = 19
Total nSV = 80
.......*....*
optimization finished, #iter = 2206
nu = 0.218060
obj = -5591.371144, rho = 1.552591
nSV = 82, nBSV = 17
Total nSV = 82
.......*...*
optimization finished, #iter = 1992
nu = 0.230879
obj = -6192.641012, rho = 4.524246
nSV = 85, nBSV = 22
Total nSV = 85
Cross Validation Accuracy = 79.5833%
.......*...*
optimization finished, #iter = 1989
nu = 0.200880
obj = -5322.350015, rho = 0.963775
nSV = 75, nBSV = 19
Total nSV = 75
........*...*
optimization finished, #iter = 2175
nu = 0.209687
obj = -6155.158885, rho = 3.864417
nSV = 83, nBSV = 16
Total nSV = 83
.........*.....*
optimization finished, #iter = 2781
nu = 0.215860
obj = -6109.326343, rho = 4.195758
nSV = 81, nBSV = 17
Total nSV = 81
........*.....*
optimization finished, #iter = 2497
nu = 0.205850
obj = -6028.336379, rho = 1.882233
nSV = 80, nBSV = 15
Total nSV = 80
........*.....*
optimization finished, #iter = 2495
nu = 0.223509
obj = -6732.008520, rho = 4.628207
nSV = 87, nBSV = 20
Total nSV = 87
Cross Validation Accuracy = 79.1667%
.......*...*
optimization finished, #iter = 2083
nu = 0.189743
obj = -5586.256481, rho = 1.337655
nSV = 73, nBSV = 15
Total nSV = 73
........*....*
optimization finished, #iter = 2344
nu = 0.198672
obj = -6630.351257, rho = 4.140094
nSV = 81, nBSV = 16
Total nSV = 81
.........*.....*
optimization finished, #iter = 2868
nu = 0.202495
obj = -6529.214373, rho = 4.415884
nSV = 81, nBSV = 15
Total nSV = 81
........*....*
optimization finished, #iter = 2369
nu = 0.194158
obj = -6491.220531, rho = 2.228949
nSV = 78, nBSV = 14
Total nSV = 78
........*....*
optimization finished, #iter = 2460
nu = 0.215168
obj = -7287.247023, rho = 4.629708
nSV = 86, nBSV = 19
Total nSV = 86
Cross Validation Accuracy = 79.1667%
........*...*
optimization finished, #iter = 2180
nu = 0.176823
obj = -5823.874731, rho = 1.581478
nSV = 74, nBSV = 13
Total nSV = 74
.........*.....*
optimization finished, #iter = 2688
nu = 0.187321
obj = -7127.008927, rho = 4.359819
nSV = 83, nBSV = 13
Total nSV = 83
..........*....*
optimization finished, #iter = 2739
nu = 0.189018
obj = -6970.766749, rho = 4.659746
nSV = 78, nBSV = 15
Total nSV = 78
.........*...*
optimization finished, #iter = 2466
nu = 0.183168
obj = -6981.148118, rho = 2.579701
nSV = 78, nBSV = 13
Total nSV = 78
..........*...*
optimization finished, #iter = 2670
nu = 0.206492
obj = -7853.829931, rho = 4.943361
nSV = 85, nBSV = 16
Total nSV = 85
Cross Validation Accuracy = 77.5%
.........*....*
optimization finished, #iter = 2657
nu = 0.162751
obj = -6035.479221, rho = 1.433333
nSV = 73, nBSV = 10
Total nSV = 73
..........*......*
optimization finished, #iter = 3168
nu = 0.175845
obj = -7651.499655, rho = 4.416945
nSV = 84, nBSV = 10
Total nSV = 84
.........*.....*
optimization finished, #iter = 2769
nu = 0.176752
obj = -7433.360141, rho = 4.822386
nSV = 78, nBSV = 12
Total nSV = 78
.........*....*
optimization finished, #iter = 2647
nu = 0.172242
obj = -7497.574625, rho = 2.534688
nSV = 78, nBSV = 12
Total nSV = 78
...........*......*
optimization finished, #iter = 3302
nu = 0.196741
obj = -8426.476690, rho = 5.429010
nSV = 85, nBSV = 14
Total nSV = 85
Cross Validation Accuracy = 77.9167%
.........*....*
optimization finished, #iter = 2569
nu = 0.148631
obj = -6227.730736, rho = 1.091147
nSV = 72, nBSV = 8
Total nSV = 72
..........*.....*
optimization finished, #iter = 3019
nu = 0.165115
obj = -8206.040689, rho = 4.825304
nSV = 84, nBSV = 9
Total nSV = 84
...........*......*
optimization finished, #iter = 3421
nu = 0.163909
obj = -7919.235479, rho = 4.565961
nSV = 80, nBSV = 11
Total nSV = 80
.........*.....*
optimization finished, #iter = 2756
nu = 0.162626
obj = -8038.055076, rho = 2.493793
nSV = 77, nBSV = 11
Total nSV = 77
..........*.....*
optimization finished, #iter = 2985
nu = 0.185859
obj = -9010.021841, rho = 5.370522
nSV = 84, nBSV = 12
Total nSV = 84
Cross Validation Accuracy = 77.5%
.........*...*
optimization finished, #iter = 2482
nu = 0.135134
obj = -6399.957849, rho = 0.598042
nSV = 69, nBSV = 5
Total nSV = 69
.........*....*
optimization finished, #iter = 2651
nu = 0.154573
obj = -8791.959298, rho = 5.056057
nSV = 80, nBSV = 8
Total nSV = 80
..........*......*
optimization finished, #iter = 3085
nu = 0.152012
obj = -8439.331546, rho = 4.115468
nSV = 79, nBSV = 11
Total nSV = 79
..........*...*
optimization finished, #iter = 2633
nu = 0.154163
obj = -8590.370678, rho = 2.477534
nSV = 77, nBSV = 11
Total nSV = 77
...........*.....*
optimization finished, #iter = 3112
nu = 0.175240
obj = -9600.999114, rho = 5.145671
nSV = 86, nBSV = 11
Total nSV = 86
Cross Validation Accuracy = 77.0833%
..........*...*
optimization finished, #iter = 2584
nu = 0.121726
obj = -6556.395926, rho = 0.272502
nSV = 71, nBSV = 4
Total nSV = 71
..........*....*
optimization finished, #iter = 2826
nu = 0.144397
obj = -9413.281882, rho = 5.214541
nSV = 79, nBSV = 6
Total nSV = 79
............*.....*
optimization finished, #iter = 3302
nu = 0.141181
obj = -8991.033050, rho = 3.609922
nSV = 78, nBSV = 8
Total nSV = 78
...........*....*
optimization finished, #iter = 3002
nu = 0.145402
obj = -9145.228842, rho = 1.919060
nSV = 78, nBSV = 10
Total nSV = 78
.............*.....*
optimization finished, #iter = 3453
nu = 0.164297
obj = -10197.366339, rho = 5.100774
nSV = 84, nBSV = 9
Total nSV = 84
Cross Validation Accuracy = 77.0833%
.........*...*
optimization finished, #iter = 2472
nu = 0.109311
obj = -6698.776236, rho = 0.074669
nSV = 73, nBSV = 3
Total nSV = 73
.........*....*
optimization finished, #iter = 2617
nu = 0.134274
obj = -10081.463470, rho = 5.288154
nSV = 79, nBSV = 6
Total nSV = 79
...........*......*
optimization finished, #iter = 3290
nu = 0.131081
obj = -9577.403697, rho = 3.084472
nSV = 79, nBSV = 7
Total nSV = 79
...........*.....*
optimization finished, #iter = 3140
nu = 0.136665
obj = -9696.706464, rho = 1.400850
nSV = 78, nBSV = 9
Total nSV = 78
.............*.....*
optimization finished, #iter = 3597
nu = 0.152583
obj = -10806.211838, rho = 5.052114
nSV = 82, nBSV = 7
Total nSV = 82
Cross Validation Accuracy = 77.5%
.........*.....*
optimization finished, #iter = 2769
nu = 0.098146
obj = -6828.844376, rho = -0.013248
nSV = 72, nBSV = 3
Total nSV = 72
...........*....*
optimization finished, #iter = 2912
nu = 0.125659
obj = -10795.308588, rho = 5.404671
nSV = 81, nBSV = 6
Total nSV = 81
...........*.....*
optimization finished, #iter = 3121
nu = 0.122115
obj = -10195.554456, rho = 2.453177
nSV = 79, nBSV = 7
Total nSV = 79
...........*....*
optimization finished, #iter = 3043
nu = 0.127651
obj = -10244.862432, rho = 0.869621
nSV = 76, nBSV = 8
Total nSV = 76
............*.....*
optimization finished, #iter = 3401
nu = 0.140848
obj = -11441.839793, rho = 4.854176
nSV = 84, nBSV = 5
Total nSV = 84
Cross Validation Accuracy = 77.0833%
.........*.....*
optimization finished, #iter = 2786
nu = 0.089010
obj = -6929.007682, rho = -0.093889
nSV = 70, nBSV = 3
Total nSV = 70
...........*.....*
optimization finished, #iter = 3084
nu = 0.117374
obj = -11550.186720, rho = 5.423992
nSV = 81, nBSV = 6
Total nSV = 81
............*.....*
optimization finished, #iter = 3379
nu = 0.114187
obj = -10834.804509, rho = 1.712729
nSV = 79, nBSV = 6
Total nSV = 79
...........*........*
optimization finished, #iter = 3660
nu = 0.117047
obj = -10803.341598, rho = 0.347535
nSV = 75, nBSV = 6
Total nSV = 75
..............*.....*
optimization finished, #iter = 3740
nu = 0.130146
obj = -12110.442770, rho = 4.672002
nSV = 84, nBSV = 6
Total nSV = 84
Cross Validation Accuracy = 77.9167%
.........*......*
optimization finished, #iter = 2992
nu = 0.080270
obj = -6968.204288, rho = -0.206043
nSV = 70, nBSV = 1
Total nSV = 70
...........*........*.*
optimization finished, #iter = 3727
nu = 0.110100
obj = -12347.247989, rho = 5.479323
nSV = 78, nBSV = 6
Total nSV = 78
...............*.....*
optimization finished, #iter = 3948
nu = 0.106930
obj = -11481.957259, rho = 0.664085
nSV = 77, nBSV = 5
Total nSV = 77
...........*.....*
optimization finished, #iter = 3185
nu = 0.107692
obj = -11397.711279, rho = 0.001598
nSV = 72, nBSV = 6
Total nSV = 72
...............*.....*
optimization finished, #iter = 3930
nu = 0.120812
obj = -12803.401107, rho = 4.554515
nSV = 82, nBSV = 5
Total nSV = 82
Cross Validation Accuracy = 77.5%
...........*.....*
optimization finished, #iter = 3269
nu = 0.070574
obj = -6974.327267, rho = -0.337989
nSV = 69, nBSV = 0
Total nSV = 69
...........*.....*
optimization finished, #iter = 3097
nu = 0.104001
obj = -13162.328748, rho = 5.673874
nSV = 76, nBSV = 6
Total nSV = 76
.................*......*
optimization finished, #iter = 4504
nu = 0.099563
obj = -12127.732294, rho = -0.357754
nSV = 76, nBSV = 3
Total nSV = 76
............*.....*
optimization finished, #iter = 3329
nu = 0.098933
obj = -12015.954581, rho = -0.193070
nSV = 70, nBSV = 5
Total nSV = 70
...............*.......*
optimization finished, #iter = 4261
nu = 0.111652
obj = -13510.777898, rho = 4.498080
nSV = 83, nBSV = 4
Total nSV = 83
Cross Validation Accuracy = 77.9167%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165678, rho = 0.990611
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165660, rho = 0.990551
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165644, rho = 0.989832
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165683, rho = 0.990360
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.163688, rho = 0.990340
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.190262, rho = 0.989215
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190237, rho = 0.989146
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190216, rho = 0.988319
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190268, rho = 0.989128
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.187969, rho = 0.988903
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.218477, rho = 0.987445
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218443, rho = 0.987532
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218416, rho = 0.986375
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218485, rho = 0.987512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.215834, rho = 0.987253
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.250863, rho = 0.985503
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250817, rho = 0.985678
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250782, rho = 0.984349
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250872, rho = 0.985655
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.247815, rho = 0.985358
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.288033, rho = 0.983348
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.287973, rho = 0.983548
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.287927, rho = 0.982022
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288046, rho = 0.983522
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.284518, rho = 0.983181
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.330684, rho = 0.980872
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.330605, rho = 0.981102
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.330544, rho = 0.979349
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.330700, rho = 0.981072
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.326626, rho = 0.980680
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.379640, rho = 0.978027
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.379535, rho = 0.978291
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.379456, rho = 0.976067
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.379661, rho = 0.978257
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.374952, rho = 0.977806
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.435786, rho = 0.974759
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.435647, rho = 0.975063
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435545, rho = 0.972522
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.435814, rho = 0.975024
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.430368, rho = 0.974506
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.500183, rho = 0.971006
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.500002, rho = 0.971235
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.499865, rho = 0.968436
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.500220, rho = 0.971310
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.493915, rho = 0.970716
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.574031, rho = 0.966695
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.573793, rho = 0.966958
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.573612, rho = 0.963742
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.574080, rho = 0.967044
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.566772, rho = 0.966361
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.658699, rho = 0.961742
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.658384, rho = 0.962045
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.658146, rho = 0.958351
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.658764, rho = 0.962143
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.650282, rho = 0.961359
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.755720, rho = 0.956054
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.755304, rho = 0.956401
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.754989, rho = 0.952158
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.755805, rho = 0.956515
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.745947, rho = 0.955613
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.866880, rho = 0.949520
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.866331, rho = 0.949918
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.865915, rho = 0.945044
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.866992, rho = 0.950049
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.855517, rho = 0.949013
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.994197, rho = 0.942013
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.993472, rho = 0.942471
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.992924, rho = 0.936872
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.994345, rho = 0.942621
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.980965, rho = 0.941431
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.139922, rho = 0.933390
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.138966, rho = 0.933916
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.138243, rho = 0.927485
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.140118, rho = 0.934089
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.124485, rho = 0.932722
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.306642, rho = 0.923486
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.305380, rho = 0.924090
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.304426, rho = 0.916702
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.306899, rho = 0.924288
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.288595, rho = 0.922718
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.497266, rho = 0.912108
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.495601, rho = 0.912802
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.494343, rho = 0.904316
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.497608, rho = 0.913030
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.476124, rho = 0.910838
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.715123, rho = 0.899035
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.712925, rho = 0.899833
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.711265, rho = 0.890084
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.715574, rho = 0.900094
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.690290, rho = 0.897577
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.963777, rho = 0.883660
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.960881, rho = 0.884938
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.958689, rho = 0.873739
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.964375, rho = 0.885238
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.934535, rho = 0.882346
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.247218, rho = 0.866784
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.243392, rho = 0.867837
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.240501, rho = 0.854974
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.248003, rho = 0.868181
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.212677, rho = 0.864860
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.570316, rho = 0.846971
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.565269, rho = 0.848180
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.561453, rho = 0.833404
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.571352, rho = 0.848576
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.529385, rho = 0.844760
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.937775, rho = 0.824220
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.931116, rho = 0.825609
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.926081, rho = 0.808636
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.939142, rho = 0.826063
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.889106, rho = 0.821698
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -3.355276, rho = 0.798074
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.346488, rho = 0.799676
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.339844, rho = 0.780179
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.357079, rho = 0.800198
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -3.297187, rho = 0.795183
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -3.828688, rho = 0.768045
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.817092, rho = 0.769885
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.808326, rho = 0.747489
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.831067, rho = 0.770485
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -3.759081, rho = 0.764725
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -4.364343, rho = 0.733550
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.349042, rho = 0.735664
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.337474, rho = 0.709937
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.367482, rho = 0.736353
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -4.280585, rho = 0.729736
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -4.968766, rho = 0.693933
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.948577, rho = 0.696360
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.933313, rho = 0.666809
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.972908, rho = 0.697152
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -4.867542, rho = 0.689551
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -5.648926, rho = 0.648419
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.622286, rho = 0.651208
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.602145, rho = 0.617262
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.654392, rho = 0.652117
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -5.526035, rho = 0.643386
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -6.411464, rho = 0.596138
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.376312, rho = 0.599341
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.349735, rho = 0.560348
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.418676, rho = 0.600386
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -6.261572, rho = 0.590364
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -7.262528, rho = 0.536105
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.216149, rho = 0.539770
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.181083, rho = 0.494978
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.272048, rho = 0.540969
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -7.078838, rho = 0.529458
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 59.5833%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -8.207535, rho = 0.467127
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.146338, rho = 0.471337
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.100068, rho = 0.419885
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.220096, rho = 0.472715
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -7.981337, rho = 0.459491
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 66.25%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -9.250059, rho = 0.387886
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.169308, rho = 0.392721
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -9.108253, rho = 0.333618
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.266633, rho = 0.394304
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -8.970172, rho = 0.379114
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 72.9167%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -10.390716, rho = 0.296862
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -10.284163, rho = 0.302170
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -10.203600, rho = 0.234524
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.412586, rho = 0.304234
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -10.042753, rho = 0.286802
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 78.3333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -11.625832, rho = 0.192313
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -11.485238, rho = 0.198693
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.885417
obj = -11.378935, rho = 0.120706
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -11.654690, rho = 0.200781
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -11.191223, rho = 0.180749
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.870466
obj = -12.953501, rho = 0.105012
nSV = 171, nBSV = 166
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.860226
obj = -12.789167, rho = 0.164915
nSV = 167, nBSV = 163
Total nSV = 167
*
optimization finished, #iter = 88
nu = 0.853827
obj = -12.660109, rho = 0.092357
nSV = 166, nBSV = 161
Total nSV = 166
*
optimization finished, #iter = 88
nu = 0.871154
obj = -12.996124, rho = 0.144050
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 83
nu = 0.848168
obj = -12.437946, rho = 0.160047
nSV = 163, nBSV = 161
Total nSV = 163
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.840598
obj = -14.417550, rho = 0.088132
nSV = 165, nBSV = 159
Total nSV = 165
*
optimization finished, #iter = 80
nu = 0.833333
obj = -14.252702, rho = 0.143703
nSV = 160, nBSV = 160
Total nSV = 160
*
optimization finished, #iter = 84
nu = 0.823133
obj = -14.101840, rho = 0.068857
nSV = 162, nBSV = 157
Total nSV = 162
*
optimization finished, #iter = 85
nu = 0.843750
obj = -14.490357, rho = 0.116606
nSV = 163, nBSV = 161
Total nSV = 163
*
optimization finished, #iter = 85
nu = 0.822178
obj = -13.835483, rho = 0.117873
nSV = 159, nBSV = 156
Total nSV = 159
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 91
nu = 0.814211
obj = -16.044905, rho = 0.050747
nSV = 161, nBSV = 154
Total nSV = 161
*
optimization finished, #iter = 79
nu = 0.812500
obj = -15.871985, rho = 0.105010
nSV = 157, nBSV = 155
Total nSV = 157
*
optimization finished, #iter = 85
nu = 0.796512
obj = -15.710014, rho = 0.038084
nSV = 157, nBSV = 151
Total nSV = 157
*
optimization finished, #iter = 86
nu = 0.817208
obj = -16.155360, rho = 0.095475
nSV = 158, nBSV = 155
Total nSV = 158
*
optimization finished, #iter = 82
nu = 0.795812
obj = -15.379259, rho = 0.115693
nSV = 154, nBSV = 151
Total nSV = 154
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.788203
obj = -17.871392, rho = 0.041903
nSV = 154, nBSV = 150
Total nSV = 154
*
optimization finished, #iter = 81
nu = 0.784879
obj = -17.665539, rho = 0.095202
nSV = 152, nBSV = 149
Total nSV = 152
*
optimization finished, #iter = 78
nu = 0.767335
obj = -17.521144, rho = 0.039291
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 82
nu = 0.794120
obj = -18.013778, rho = 0.095663
nSV = 154, nBSV = 151
Total nSV = 154
*
optimization finished, #iter = 84
nu = 0.768953
obj = -17.097241, rho = 0.089483
nSV = 150, nBSV = 145
Total nSV = 150
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 80
nu = 0.763512
obj = -19.903858, rho = 0.005696
nSV = 150, nBSV = 145
Total nSV = 150
*
optimization finished, #iter = 76
nu = 0.760417
obj = -19.675680, rho = 0.078619
nSV = 147, nBSV = 145
Total nSV = 147
*
optimization finished, #iter = 82
nu = 0.747768
obj = -19.547002, rho = 0.015335
nSV = 147, nBSV = 141
Total nSV = 147
*
optimization finished, #iter = 88
nu = 0.768859
obj = -20.083339, rho = 0.092712
nSV = 150, nBSV = 144
Total nSV = 150
*
optimization finished, #iter = 83
nu = 0.742326
obj = -19.015374, rho = 0.078317
nSV = 144, nBSV = 140
Total nSV = 144
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 86
nu = 0.737687
obj = -22.181953, rho = 0.024916
nSV = 145, nBSV = 136
Total nSV = 145
*
optimization finished, #iter = 82
nu = 0.736773
obj = -21.911502, rho = 0.068433
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 79
nu = 0.724181
obj = -21.808938, rho = 0.019225
nSV = 141, nBSV = 138
Total nSV = 141
*
optimization finished, #iter = 76
nu = 0.742571
obj = -22.413311, rho = 0.099139
nSV = 144, nBSV = 142
Total nSV = 144
*
optimization finished, #iter = 90
nu = 0.714867
obj = -21.164756, rho = 0.091162
nSV = 141, nBSV = 133
Total nSV = 141
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.708887
obj = -24.754976, rho = 0.043799
nSV = 140, nBSV = 134
Total nSV = 140
*
optimization finished, #iter = 82
nu = 0.709314
obj = -24.420637, rho = 0.070141
nSV = 139, nBSV = 133
Total nSV = 139
*
optimization finished, #iter = 78
nu = 0.701621
obj = -24.344359, rho = 0.015253
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 84
nu = 0.721541
obj = -25.021893, rho = 0.067491
nSV = 141, nBSV = 134
Total nSV = 141
*
optimization finished, #iter = 79
nu = 0.690552
obj = -23.585412, rho = 0.110173
nSV = 136, nBSV = 129
Total nSV = 136
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 74
nu = 0.687677
obj = -27.656814, rho = 0.053257
nSV = 135, nBSV = 132
Total nSV = 135
*
optimization finished, #iter = 86
nu = 0.686907
obj = -27.236139, rho = 0.078804
nSV = 136, nBSV = 127
Total nSV = 136
*
optimization finished, #iter = 79
nu = 0.680880
obj = -27.186668, rho = 0.022371
nSV = 133, nBSV = 127
Total nSV = 133
*
optimization finished, #iter = 79
nu = 0.702118
obj = -27.939550, rho = 0.075945
nSV = 136, nBSV = 132
Total nSV = 136
*
optimization finished, #iter = 90
nu = 0.666167
obj = -26.297891, rho = 0.137148
nSV = 131, nBSV = 124
Total nSV = 131
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.666277
obj = -30.903389, rho = 0.049996
nSV = 132, nBSV = 124
Total nSV = 132
*
optimization finished, #iter = 78
nu = 0.663505
obj = -30.405770, rho = 0.102141
nSV = 131, nBSV = 125
Total nSV = 131
*
optimization finished, #iter = 80
nu = 0.658840
obj = -30.381970, rho = 0.021889
nSV = 131, nBSV = 123
Total nSV = 131
*
optimization finished, #iter = 86
nu = 0.683671
obj = -31.184408, rho = 0.109325
nSV = 134, nBSV = 126
Total nSV = 134
*
optimization finished, #iter = 88
nu = 0.645817
obj = -29.345975, rho = 0.136618
nSV = 127, nBSV = 120
Total nSV = 127
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 78
nu = 0.644868
obj = -34.570154, rho = 0.077955
nSV = 129, nBSV = 121
Total nSV = 129
*
optimization finished, #iter = 78
nu = 0.642824
obj = -33.971322, rho = 0.111551
nSV = 126, nBSV = 120
Total nSV = 126
*
optimization finished, #iter = 75
nu = 0.638669
obj = -33.985768, rho = -0.001297
nSV = 127, nBSV = 120
Total nSV = 127
*
optimization finished, #iter = 99
nu = 0.660249
obj = -34.820271, rho = 0.143480
nSV = 132, nBSV = 122
Total nSV = 132
*
optimization finished, #iter = 81
nu = 0.623262
obj = -32.772453, rho = 0.139182
nSV = 124, nBSV = 115
Total nSV = 124
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.626422
obj = -38.701847, rho = 0.123206
nSV = 125, nBSV = 117
Total nSV = 125
*
optimization finished, #iter = 80
nu = 0.623329
obj = -37.969838, rho = 0.132707
nSV = 123, nBSV = 117
Total nSV = 123
*
optimization finished, #iter = 75
nu = 0.622322
obj = -38.019044, rho = -0.023433
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 86
nu = 0.639241
obj = -38.914435, rho = 0.185131
nSV = 128, nBSV = 118
Total nSV = 128
*
optimization finished, #iter = 77
nu = 0.604317
obj = -36.638929, rho = 0.147854
nSV = 119, nBSV = 111
Total nSV = 119
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.607625
obj = -43.355927, rho = 0.130652
nSV = 122, nBSV = 113
Total nSV = 122
*
optimization finished, #iter = 76
nu = 0.606661
obj = -42.465442, rho = 0.138292
nSV = 120, nBSV = 114
Total nSV = 120
*
optimization finished, #iter = 75
nu = 0.603060
obj = -42.553762, rho = -0.036414
nSV = 120, nBSV = 112
Total nSV = 120
*
optimization finished, #iter = 90
nu = 0.618878
obj = -43.528030, rho = 0.233484
nSV = 124, nBSV = 114
Total nSV = 124
*
optimization finished, #iter = 78
nu = 0.585292
obj = -40.989318, rho = 0.174447
nSV = 117, nBSV = 109
Total nSV = 117
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.591893
obj = -48.607090, rho = 0.141060
nSV = 119, nBSV = 112
Total nSV = 119
*
optimization finished, #iter = 74
nu = 0.590616
obj = -47.485776, rho = 0.124539
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 76
nu = 0.586488
obj = -47.661947, rho = -0.008240
nSV = 116, nBSV = 109
Total nSV = 116
*
optimization finished, #iter = 84
nu = 0.599228
obj = -48.744819, rho = 0.228738
nSV = 120, nBSV = 113
Total nSV = 120
*
optimization finished, #iter = 78
nu = 0.566883
obj = -45.904281, rho = 0.199298
nSV = 112, nBSV = 104
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.576719
obj = -54.487713, rho = 0.131416
nSV = 116, nBSV = 105
Total nSV = 116
*
optimization finished, #iter = 88
nu = 0.574161
obj = -53.107666, rho = 0.113664
nSV = 115, nBSV = 106
Total nSV = 115
*
optimization finished, #iter = 78
nu = 0.571180
obj = -53.397297, rho = 0.020153
nSV = 114, nBSV = 105
Total nSV = 114
*
optimization finished, #iter = 97
nu = 0.583331
obj = -54.623337, rho = 0.208349
nSV = 118, nBSV = 106
Total nSV = 118
*
optimization finished, #iter = 87
nu = 0.550117
obj = -51.458548, rho = 0.250683
nSV = 112, nBSV = 102
Total nSV = 112
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 100
nu = 0.558284
obj = -61.148705, rho = 0.159071
nSV = 113, nBSV = 102
Total nSV = 113
*
optimization finished, #iter = 92
nu = 0.554791
obj = -59.440267, rho = 0.124525
nSV = 113, nBSV = 103
Total nSV = 113
*
optimization finished, #iter = 104
nu = 0.555380
obj = -59.837273, rho = 0.019530
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 96
nu = 0.567032
obj = -61.241998, rho = 0.200981
nSV = 115, nBSV = 103
Total nSV = 115
*
optimization finished, #iter = 87
nu = 0.534747
obj = -57.734937, rho = 0.268090
nSV = 106, nBSV = 96
Total nSV = 106
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 106
nu = 0.542684
obj = -68.711596, rho = 0.190507
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 89
nu = 0.538018
obj = -66.609838, rho = 0.137942
nSV = 108, nBSV = 98
Total nSV = 108
*
optimization finished, #iter = 101
nu = 0.538667
obj = -67.118969, rho = 0.047044
nSV = 110, nBSV = 97
Total nSV = 110
*
optimization finished, #iter = 95
nu = 0.549237
obj = -68.731541, rho = 0.211920
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 95
nu = 0.521755
obj = -64.817485, rho = 0.251959
nSV = 104, nBSV = 93
Total nSV = 104
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.530297
obj = -77.264722, rho = 0.223375
nSV = 107, nBSV = 98
Total nSV = 107
*
optimization finished, #iter = 103
nu = 0.523097
obj = -74.698036, rho = 0.160187
nSV = 106, nBSV = 94
Total nSV = 106
*
optimization finished, #iter = 94
nu = 0.525023
obj = -75.346651, rho = 0.063405
nSV = 106, nBSV = 95
Total nSV = 106
*
optimization finished, #iter = 98
nu = 0.535752
obj = -77.218938, rho = 0.220865
nSV = 109, nBSV = 97
Total nSV = 109
*
optimization finished, #iter = 95
nu = 0.507642
obj = -72.797763, rho = 0.262271
nSV = 102, nBSV = 90
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.517264
obj = -86.915259, rho = 0.259467
nSV = 106, nBSV = 96
Total nSV = 106
*
optimization finished, #iter = 119
nu = 0.507538
obj = -83.848956, rho = 0.178833
nSV = 104, nBSV = 89
Total nSV = 104
*
optimization finished, #iter = 102
nu = 0.511072
obj = -84.623869, rho = 0.082740
nSV = 105, nBSV = 90
Total nSV = 105
*
optimization finished, #iter = 85
nu = 0.524465
obj = -86.760018, rho = 0.216232
nSV = 106, nBSV = 96
Total nSV = 106
*
optimization finished, #iter = 120
nu = 0.495235
obj = -81.820973, rho = 0.295348
nSV = 100, nBSV = 88
Total nSV = 100
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 75
nu = 0.504753
obj = -97.831013, rho = 0.294359
nSV = 101, nBSV = 93
Total nSV = 101
*
optimization finished, #iter = 117
nu = 0.493093
obj = -94.229724, rho = 0.199492
nSV = 104, nBSV = 88
Total nSV = 104
*
optimization finished, #iter = 103
nu = 0.498822
obj = -95.111666, rho = 0.104818
nSV = 101, nBSV = 89
Total nSV = 101
*
optimization finished, #iter = 103
nu = 0.511511
obj = -97.483934, rho = 0.242007
nSV = 103, nBSV = 91
Total nSV = 103
*
optimization finished, #iter = 132
nu = 0.482445
obj = -92.015290, rho = 0.349863
nSV = 99, nBSV = 84
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.492737
obj = -110.195206, rho = 0.296122
nSV = 98, nBSV = 89
Total nSV = 98
*
optimization finished, #iter = 108
nu = 0.481711
obj = -105.981620, rho = 0.219485
nSV = 100, nBSV = 86
Total nSV = 100
*
optimization finished, #iter = 122
nu = 0.488146
obj = -106.895062, rho = 0.113273
nSV = 100, nBSV = 85
Total nSV = 100
*
optimization finished, #iter = 116
nu = 0.498000
obj = -109.610123, rho = 0.272668
nSV = 101, nBSV = 88
Total nSV = 101
*
optimization finished, #iter = 150
nu = 0.468825
obj = -103.580115, rho = 0.389437
nSV = 99, nBSV = 80
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 92
nu = 0.481464
obj = -124.209740, rho = 0.306768
nSV = 100, nBSV = 88
Total nSV = 100
*
optimization finished, #iter = 120
nu = 0.470958
obj = -119.231760, rho = 0.244071
nSV = 97, nBSV = 85
Total nSV = 97
*
optimization finished, #iter = 143
nu = 0.475262
obj = -120.188723, rho = 0.136983
nSV = 99, nBSV = 80
Total nSV = 99
*
optimization finished, #iter = 104
nu = 0.485181
obj = -123.353650, rho = 0.304382
nSV = 101, nBSV = 86
Total nSV = 101
*
optimization finished, #iter = 143
nu = 0.456314
obj = -116.761924, rho = 0.427325
nSV = 97, nBSV = 79
Total nSV = 97
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.472648
obj = -140.069204, rho = 0.342298
nSV = 95, nBSV = 87
Total nSV = 95
*
optimization finished, #iter = 125
nu = 0.459917
obj = -134.189110, rho = 0.264621
nSV = 96, nBSV = 81
Total nSV = 96
*
optimization finished, #iter = 153
nu = 0.463222
obj = -135.265043, rho = 0.175077
nSV = 97, nBSV = 79
Total nSV = 97
*
optimization finished, #iter = 108
nu = 0.473978
obj = -138.928787, rho = 0.347049
nSV = 99, nBSV = 86
Total nSV = 99
*
optimization finished, #iter = 154
nu = 0.445445
obj = -131.765484, rho = 0.462973
nSV = 97, nBSV = 76
Total nSV = 97
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 94
nu = 0.465664
obj = -157.895206, rho = 0.346022
nSV = 94, nBSV = 81
Total nSV = 94
*
optimization finished, #iter = 153
nu = 0.449356
obj = -151.103249, rho = 0.285129
nSV = 93, nBSV = 75
Total nSV = 93
*
optimization finished, #iter = 128
nu = 0.452509
obj = -152.332123, rho = 0.233310
nSV = 96, nBSV = 77
Total nSV = 96
*
optimization finished, #iter = 128
nu = 0.463787
obj = -156.538661, rho = 0.394500
nSV = 97, nBSV = 82
Total nSV = 97
*
optimization finished, #iter = 150
nu = 0.435984
obj = -148.843447, rho = 0.500016
nSV = 94, nBSV = 76
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 122
nu = 0.456629
obj = -177.933577, rho = 0.298612
nSV = 94, nBSV = 79
Total nSV = 94
*
optimization finished, #iter = 161
nu = 0.440036
obj = -170.195429, rho = 0.290461
nSV = 93, nBSV = 72
Total nSV = 93
*
optimization finished, #iter = 126
nu = 0.442523
obj = -171.645862, rho = 0.273490
nSV = 93, nBSV = 76
Total nSV = 93
*
optimization finished, #iter = 137
nu = 0.456268
obj = -176.365171, rho = 0.413832
nSV = 97, nBSV = 79
Total nSV = 97
*
optimization finished, #iter = 148
nu = 0.427744
obj = -168.213943, rho = 0.537378
nSV = 93, nBSV = 71
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 112
nu = 0.447364
obj = -200.550365, rho = 0.229795
nSV = 94, nBSV = 79
Total nSV = 94
*
optimization finished, #iter = 157
nu = 0.430270
obj = -191.788721, rho = 0.281450
nSV = 93, nBSV = 72
Total nSV = 93
*
optimization finished, #iter = 129
nu = 0.433901
obj = -193.471851, rho = 0.295809
nSV = 93, nBSV = 73
Total nSV = 93
*
optimization finished, #iter = 130
nu = 0.448115
obj = -198.640669, rho = 0.404230
nSV = 96, nBSV = 78
Total nSV = 96
*
optimization finished, #iter = 165
nu = 0.420072
obj = -190.189816, rho = 0.559198
nSV = 92, nBSV = 69
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 118
nu = 0.439753
obj = -226.049565, rho = 0.175959
nSV = 92, nBSV = 78
Total nSV = 92
*
optimization finished, #iter = 170
nu = 0.421587
obj = -216.196155, rho = 0.280999
nSV = 92, nBSV = 70
Total nSV = 92
*
optimization finished, #iter = 150
nu = 0.425562
obj = -218.084734, rho = 0.296053
nSV = 91, nBSV = 71
Total nSV = 91
*
optimization finished, #iter = 140
nu = 0.440738
obj = -223.639402, rho = 0.354224
nSV = 93, nBSV = 76
Total nSV = 93
*
optimization finished, #iter = 172
nu = 0.413519
obj = -215.083987, rho = 0.561493
nSV = 90, nBSV = 68
Total nSV = 90
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 134
nu = 0.433708
obj = -254.631475, rho = 0.149897
nSV = 90, nBSV = 75
Total nSV = 90
*
optimization finished, #iter = 187
nu = 0.412251
obj = -243.819141, rho = 0.313745
nSV = 91, nBSV = 68
Total nSV = 91
*
optimization finished, #iter = 171
nu = 0.417895
obj = -245.820390, rho = 0.308295
nSV = 90, nBSV = 68
Total nSV = 90
*
optimization finished, #iter = 144
nu = 0.432679
obj = -251.670735, rho = 0.316625
nSV = 92, nBSV = 73
Total nSV = 92
*
optimization finished, #iter = 185
nu = 0.406587
obj = -243.238411, rho = 0.547066
nSV = 90, nBSV = 65
Total nSV = 90
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 157
nu = 0.426767
obj = -286.573469, rho = 0.198410
nSV = 89, nBSV = 71
Total nSV = 89
*.*
optimization finished, #iter = 195
nu = 0.403765
obj = -275.122996, rho = 0.365644
nSV = 92, nBSV = 67
Total nSV = 92
*
optimization finished, #iter = 173
nu = 0.410327
obj = -277.065119, rho = 0.323675
nSV = 87, nBSV = 63
Total nSV = 87
*
optimization finished, #iter = 185
nu = 0.424613
obj = -283.113755, rho = 0.296653
nSV = 89, nBSV = 69
Total nSV = 89
*.*
optimization finished, #iter = 207
nu = 0.399764
obj = -275.153130, rho = 0.525723
nSV = 89, nBSV = 64
Total nSV = 89
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 159
nu = 0.419612
obj = -322.324753, rho = 0.264855
nSV = 89, nBSV = 70
Total nSV = 89
*.*
optimization finished, #iter = 196
nu = 0.396207
obj = -310.557963, rho = 0.425073
nSV = 91, nBSV = 66
Total nSV = 91
*.*
optimization finished, #iter = 232
nu = 0.402959
obj = -312.239855, rho = 0.375083
nSV = 86, nBSV = 61
Total nSV = 86
*
optimization finished, #iter = 186
nu = 0.416277
obj = -318.395054, rho = 0.326941
nSV = 88, nBSV = 66
Total nSV = 88
*.*
optimization finished, #iter = 211
nu = 0.393732
obj = -311.288067, rho = 0.518888
nSV = 88, nBSV = 62
Total nSV = 88
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 187
nu = 0.412305
obj = -362.280309, rho = 0.348222
nSV = 88, nBSV = 67
Total nSV = 88
*.*
optimization finished, #iter = 204
nu = 0.389877
obj = -350.554698, rho = 0.479861
nSV = 90, nBSV = 66
Total nSV = 90
*.*
optimization finished, #iter = 242
nu = 0.395590
obj = -351.813220, rho = 0.447680
nSV = 86, nBSV = 60
Total nSV = 86
*.*
optimization finished, #iter = 234
nu = 0.407540
obj = -358.037560, rho = 0.334574
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 274
nu = 0.388066
obj = -352.144983, rho = 0.541184
nSV = 88, nBSV = 61
Total nSV = 88
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 216
nu = 0.405245
obj = -406.879956, rho = 0.466684
nSV = 87, nBSV = 63
Total nSV = 87
*.*
optimization finished, #iter = 231
nu = 0.384350
obj = -395.557540, rho = 0.550260
nSV = 88, nBSV = 65
Total nSV = 88
.*
optimization finished, #iter = 302
nu = 0.387307
obj = -396.449319, rho = 0.462322
nSV = 85, nBSV = 57
Total nSV = 85
*.*
optimization finished, #iter = 231
nu = 0.398660
obj = -402.660595, rho = 0.380038
nSV = 86, nBSV = 63
Total nSV = 86
*.*
optimization finished, #iter = 280
nu = 0.382694
obj = -398.294076, rho = 0.550238
nSV = 89, nBSV = 60
Total nSV = 89
Cross Validation Accuracy = 82.0833%
*.*
optimization finished, #iter = 268
nu = 0.397106
obj = -456.667593, rho = 0.573512
nSV = 87, nBSV = 61
Total nSV = 87
.*
optimization finished, #iter = 273
nu = 0.378904
obj = -446.032443, rho = 0.627440
nSV = 88, nBSV = 61
Total nSV = 88
.*
optimization finished, #iter = 308
nu = 0.379910
obj = -446.843311, rho = 0.447267
nSV = 84, nBSV = 58
Total nSV = 84
*.*
optimization finished, #iter = 274
nu = 0.390824
obj = -452.816799, rho = 0.447238
nSV = 86, nBSV = 60
Total nSV = 86
*.*
optimization finished, #iter = 294
nu = 0.377877
obj = -450.321235, rho = 0.598526
nSV = 89, nBSV = 58
Total nSV = 89
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 328
nu = 0.389232
obj = -512.273164, rho = 0.680394
nSV = 87, nBSV = 58
Total nSV = 87
.*
optimization finished, #iter = 304
nu = 0.373091
obj = -502.629383, rho = 0.697782
nSV = 88, nBSV = 58
Total nSV = 88
.*
optimization finished, #iter = 275
nu = 0.372694
obj = -503.661211, rho = 0.434339
nSV = 85, nBSV = 57
Total nSV = 85
*.*
optimization finished, #iter = 240
nu = 0.383410
obj = -509.058201, rho = 0.509371
nSV = 84, nBSV = 58
Total nSV = 84
.*
optimization finished, #iter = 290
nu = 0.373302
obj = -508.859939, rho = 0.680444
nSV = 89, nBSV = 56
Total nSV = 89
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 348
nu = 0.381086
obj = -574.363518, rho = 0.745872
nSV = 87, nBSV = 57
Total nSV = 87
.*.*
optimization finished, #iter = 414
nu = 0.367303
obj = -566.090282, rho = 0.773559
nSV = 88, nBSV = 56
Total nSV = 88
.*
optimization finished, #iter = 313
nu = 0.366337
obj = -567.633118, rho = 0.410925
nSV = 87, nBSV = 58
Total nSV = 87
.*
optimization finished, #iter = 275
nu = 0.376240
obj = -572.046340, rho = 0.572171
nSV = 86, nBSV = 57
Total nSV = 86
.*
optimization finished, #iter = 366
nu = 0.369266
obj = -574.548245, rho = 0.743385
nSV = 88, nBSV = 55
Total nSV = 88
Cross Validation Accuracy = 81.6667%
.*
optimization finished, #iter = 324
nu = 0.373453
obj = -643.558253, rho = 0.828125
nSV = 87, nBSV = 57
Total nSV = 87
.*
optimization finished, #iter = 362
nu = 0.361900
obj = -637.054428, rho = 0.877667
nSV = 87, nBSV = 54
Total nSV = 87
.*
optimization finished, #iter = 345
nu = 0.360362
obj = -639.496397, rho = 0.345482
nSV = 84, nBSV = 56
Total nSV = 84
*.*
optimization finished, #iter = 256
nu = 0.369343
obj = -642.471685, rho = 0.636491
nSV = 83, nBSV = 57
Total nSV = 83
.*.*
optimization finished, #iter = 431
nu = 0.365481
obj = -647.981998, rho = 0.782990
nSV = 90, nBSV = 55
Total nSV = 90
Cross Validation Accuracy = 81.6667%
.*
optimization finished, #iter = 384
nu = 0.366224
obj = -720.442572, rho = 0.911473
nSV = 88, nBSV = 56
Total nSV = 88
.*.*
optimization finished, #iter = 393
nu = 0.356516
obj = -716.216441, rho = 0.999376
nSV = 86, nBSV = 54
Total nSV = 86
.*
optimization finished, #iter = 341
nu = 0.355306
obj = -719.915737, rho = 0.282154
nSV = 83, nBSV = 52
Total nSV = 83
.*
optimization finished, #iter = 329
nu = 0.363440
obj = -720.901868, rho = 0.721654
nSV = 83, nBSV = 57
Total nSV = 83
.*.*
optimization finished, #iter = 453
nu = 0.361428
obj = -729.752611, rho = 0.842098
nSV = 90, nBSV = 52
Total nSV = 90
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 470
nu = 0.359363
obj = -805.561377, rho = 1.023447
nSV = 87, nBSV = 55
Total nSV = 87
.*
optimization finished, #iter = 377
nu = 0.350830
obj = -804.335254, rho = 1.107805
nSV = 86, nBSV = 50
Total nSV = 86
.*.*
optimization finished, #iter = 388
nu = 0.350306
obj = -809.619870, rho = 0.225461
nSV = 84, nBSV = 50
Total nSV = 84
.*.*
optimization finished, #iter = 454
nu = 0.357217
obj = -807.903271, rho = 0.814473
nSV = 87, nBSV = 55
Total nSV = 87
..*
optimization finished, #iter = 542
nu = 0.356450
obj = -820.917148, rho = 0.963724
nSV = 90, nBSV = 52
Total nSV = 90
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 508
nu = 0.352753
obj = -899.381338, rho = 1.100810
nSV = 85, nBSV = 52
Total nSV = 85
.*.*
optimization finished, #iter = 496
nu = 0.344620
obj = -902.479216, rho = 1.253356
nSV = 85, nBSV = 48
Total nSV = 85
.*.*
optimization finished, #iter = 508
nu = 0.345641
obj = -909.329773, rho = 0.224192
nSV = 85, nBSV = 48
Total nSV = 85
.*.*
optimization finished, #iter = 468
nu = 0.350097
obj = -904.453163, rho = 0.889569
nSV = 89, nBSV = 52
Total nSV = 89
..*.*
optimization finished, #iter = 620
nu = 0.351401
obj = -922.358857, rho = 1.148266
nSV = 91, nBSV = 49
Total nSV = 91
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 566
nu = 0.345057
obj = -1002.558088, rho = 1.117736
nSV = 86, nBSV = 49
Total nSV = 86
.*.*
optimization finished, #iter = 425
nu = 0.338299
obj = -1011.595023, rho = 1.405854
nSV = 85, nBSV = 47
Total nSV = 85
.*.*
optimization finished, #iter = 457
nu = 0.340488
obj = -1019.786348, rho = 0.252320
nSV = 82, nBSV = 45
Total nSV = 82
.*.*
optimization finished, #iter = 513
nu = 0.343177
obj = -1011.499337, rho = 0.914992
nSV = 89, nBSV = 49
Total nSV = 89
..*.*
optimization finished, #iter = 627
nu = 0.346818
obj = -1034.803519, rho = 1.342718
nSV = 90, nBSV = 48
Total nSV = 90
Cross Validation Accuracy = 82.5%
..*.*
optimization finished, #iter = 627
nu = 0.337374
obj = -1116.145402, rho = 1.142708
nSV = 87, nBSV = 48
Total nSV = 87
..*.*
optimization finished, #iter = 587
nu = 0.332396
obj = -1132.649016, rho = 1.517059
nSV = 85, nBSV = 46
Total nSV = 85
.*.*
optimization finished, #iter = 445
nu = 0.335864
obj = -1141.773570, rho = 0.263703
nSV = 81, nBSV = 45
Total nSV = 81
..*.*
optimization finished, #iter = 691
nu = 0.336434
obj = -1129.851925, rho = 0.937129
nSV = 87, nBSV = 48
Total nSV = 87
..*.*
optimization finished, #iter = 660
nu = 0.342257
obj = -1158.785691, rho = 1.573449
nSV = 92, nBSV = 47
Total nSV = 92
Cross Validation Accuracy = 81.25%
..*.*
optimization finished, #iter = 699
nu = 0.330176
obj = -1240.408756, rho = 1.205321
nSV = 83, nBSV = 46
Total nSV = 83
..*.*
optimization finished, #iter = 639
nu = 0.325997
obj = -1266.520781, rho = 1.623422
nSV = 85, nBSV = 45
Total nSV = 85
..*.*
optimization finished, #iter = 584
nu = 0.331851
obj = -1275.414074, rho = 0.318757
nSV = 80, nBSV = 44
Total nSV = 80
..*.*
optimization finished, #iter = 634
nu = 0.330401
obj = -1259.991906, rho = 0.976527
nSV = 85, nBSV = 47
Total nSV = 85
..*..*
optimization finished, #iter = 773
nu = 0.336236
obj = -1295.159807, rho = 1.713693
nSV = 93, nBSV = 44
Total nSV = 93
Cross Validation Accuracy = 80.8333%
..*.*
optimization finished, #iter = 664
nu = 0.322777
obj = -1375.679943, rho = 1.314920
nSV = 84, nBSV = 44
Total nSV = 84
..*.*
optimization finished, #iter = 699
nu = 0.320123
obj = -1414.208095, rho = 1.741531
nSV = 84, nBSV = 43
Total nSV = 84
..*.*
optimization finished, #iter = 579
nu = 0.325176
obj = -1421.331713, rho = 0.450121
nSV = 80, nBSV = 40
Total nSV = 80
..*.*
optimization finished, #iter = 688
nu = 0.324452
obj = -1402.031919, rho = 0.889482
nSV = 83, nBSV = 42
Total nSV = 83
...*.*
optimization finished, #iter = 858
nu = 0.329767
obj = -1445.415345, rho = 1.781562
nSV = 94, nBSV = 43
Total nSV = 94
Cross Validation Accuracy = 81.25%
..*..*
optimization finished, #iter = 802
nu = 0.314392
obj = -1522.532312, rho = 1.332079
nSV = 85, nBSV = 41
Total nSV = 85
..*.*
optimization finished, #iter = 729
nu = 0.314293
obj = -1576.203028, rho = 1.861562
nSV = 85, nBSV = 40
Total nSV = 85
..*.*
optimization finished, #iter = 735
nu = 0.317042
obj = -1582.045817, rho = 0.631648
nSV = 82, nBSV = 39
Total nSV = 82
..*..*
optimization finished, #iter = 828
nu = 0.316649
obj = -1557.056410, rho = 0.870510
nSV = 84, nBSV = 40
Total nSV = 84
...*.*
optimization finished, #iter = 929
nu = 0.324062
obj = -1610.137427, rho = 1.864409
nSV = 92, nBSV = 41
Total nSV = 92
Cross Validation Accuracy = 80.8333%
...*.*
optimization finished, #iter = 806
nu = 0.307269
obj = -1681.098297, rho = 1.261505
nSV = 84, nBSV = 39
Total nSV = 84
..*..*
optimization finished, #iter = 831
nu = 0.307966
obj = -1753.187873, rho = 1.959540
nSV = 86, nBSV = 37
Total nSV = 86
..*..*
optimization finished, #iter = 854
nu = 0.309214
obj = -1758.798026, rho = 0.807860
nSV = 82, nBSV = 35
Total nSV = 82
...*.*
optimization finished, #iter = 881
nu = 0.307713
obj = -1726.712885, rho = 0.707719
nSV = 85, nBSV = 38
Total nSV = 85
...*..*
optimization finished, #iter = 1016
nu = 0.316525
obj = -1790.022616, rho = 2.037287
nSV = 92, nBSV = 39
Total nSV = 92
Cross Validation Accuracy = 80.4167%
...*..*
optimization finished, #iter = 978
nu = 0.300812
obj = -1849.634884, rho = 1.139148
nSV = 83, nBSV = 36
Total nSV = 83
...*.*
optimization finished, #iter = 871
nu = 0.302403
obj = -1945.481836, rho = 2.114633
nSV = 83, nBSV = 36
Total nSV = 83
...*..*
optimization finished, #iter = 980
nu = 0.301997
obj = -1952.339153, rho = 1.004698
nSV = 82, nBSV = 35
Total nSV = 82
...*..*
optimization finished, #iter = 990
nu = 0.299190
obj = -1912.540653, rho = 0.475131
nSV = 84, nBSV = 37
Total nSV = 84
....*.*
optimization finished, #iter = 1132
nu = 0.309884
obj = -1986.295687, rho = 2.330878
nSV = 91, nBSV = 37
Total nSV = 91
Cross Validation Accuracy = 79.1667%
...*..*
optimization finished, #iter = 1055
nu = 0.292428
obj = -2027.222672, rho = 0.982215
nSV = 83, nBSV = 33
Total nSV = 83
...*.*
optimization finished, #iter = 873
nu = 0.296639
obj = -2152.144017, rho = 2.425539
nSV = 80, nBSV = 35
Total nSV = 80
...*..*
optimization finished, #iter = 977
nu = 0.295580
obj = -2162.304686, rho = 1.221151
nSV = 82, nBSV = 33
Total nSV = 82
...*..*
optimization finished, #iter = 993
nu = 0.291140
obj = -2114.760311, rho = 0.213730
nSV = 87, nBSV = 36
Total nSV = 87
...*..*
optimization finished, #iter = 1048
nu = 0.301869
obj = -2199.315019, rho = 2.549025
nSV = 89, nBSV = 34
Total nSV = 89
Cross Validation Accuracy = 80.4167%
....*.*
optimization finished, #iter = 1135
nu = 0.282948
obj = -2214.736253, rho = 0.855146
nSV = 83, nBSV = 32
Total nSV = 83
....*.*
optimization finished, #iter = 1115
nu = 0.289820
obj = -2372.871371, rho = 2.658999
nSV = 79, nBSV = 32
Total nSV = 79
...*..*
optimization finished, #iter = 976
nu = 0.288698
obj = -2388.510345, rho = 1.416978
nSV = 83, nBSV = 33
Total nSV = 83
...*.*
optimization finished, #iter = 956
nu = 0.282693
obj = -2334.032582, rho = 0.074864
nSV = 85, nBSV = 35
Total nSV = 85
....*..*
optimization finished, #iter = 1193
nu = 0.292601
obj = -2431.462249, rho = 2.734856
nSV = 87, nBSV = 33
Total nSV = 87
Cross Validation Accuracy = 79.5833%
....*...*
optimization finished, #iter = 1420
nu = 0.270916
obj = -2413.285437, rho = 0.661473
nSV = 86, nBSV = 27
Total nSV = 86
...*..*
optimization finished, #iter = 996
nu = 0.281636
obj = -2608.712033, rho = 2.780904
nSV = 80, nBSV = 27
Total nSV = 80
....*.*
optimization finished, #iter = 1075
nu = 0.282541
obj = -2629.649197, rho = 1.841507
nSV = 83, nBSV = 31
Total nSV = 83
...*..*
optimization finished, #iter = 1016
nu = 0.275487
obj = -2569.715530, rho = 0.117790
nSV = 85, nBSV = 32
Total nSV = 85
....*..*
optimization finished, #iter = 1206
nu = 0.283195
obj = -2684.755444, rho = 2.936715
nSV = 85, nBSV = 30
Total nSV = 85
Cross Validation Accuracy = 80%
....*...*
optimization finished, #iter = 1491
nu = 0.258693
obj = -2625.158621, rho = 0.592952
nSV = 86, nBSV = 25
Total nSV = 86
....*..*
optimization finished, #iter = 1197
nu = 0.273992
obj = -2859.034108, rho = 2.962173
nSV = 80, nBSV = 26
Total nSV = 80
....*..*
optimization finished, #iter = 1228
nu = 0.275007
obj = -2884.440301, rho = 2.217055
nSV = 84, nBSV = 28
Total nSV = 84
...*..*
optimization finished, #iter = 1091
nu = 0.268364
obj = -2819.757966, rho = 0.185385
nSV = 86, nBSV = 31
Total nSV = 86
.....*..*
optimization finished, #iter = 1385
nu = 0.274313
obj = -2960.589396, rho = 3.178551
nSV = 83, nBSV = 30
Total nSV = 83
Cross Validation Accuracy = 78.75%
....*...*
optimization finished, #iter = 1525
nu = 0.247028
obj = -2851.089876, rho = 0.602262
nSV = 83, nBSV = 23
Total nSV = 83
....*...*
optimization finished, #iter = 1367
nu = 0.264872
obj = -3121.602786, rho = 3.064155
nSV = 82, nBSV = 23
Total nSV = 82
....*...*
optimization finished, #iter = 1393
nu = 0.266810
obj = -3152.224210, rho = 2.356226
nSV = 83, nBSV = 26
Total nSV = 83
....*..*
optimization finished, #iter = 1172
nu = 0.260732
obj = -3082.248458, rho = 0.299263
nSV = 85, nBSV = 28
Total nSV = 85
.....*..*
optimization finished, #iter = 1465
nu = 0.265488
obj = -3259.002607, rho = 3.328382
nSV = 82, nBSV = 28
Total nSV = 82
Cross Validation Accuracy = 79.1667%
.....*...*
optimization finished, #iter = 1577
nu = 0.237091
obj = -3088.201625, rho = 0.704514
nSV = 80, nBSV = 22
Total nSV = 80
.....*..*
optimization finished, #iter = 1495
nu = 0.254387
obj = -3399.732276, rho = 3.190874
nSV = 83, nBSV = 22
Total nSV = 83
....*....*
optimization finished, #iter = 1627
nu = 0.258086
obj = -3432.141726, rho = 2.437574
nSV = 85, nBSV = 25
Total nSV = 85
.....*..*
optimization finished, #iter = 1382
nu = 0.252863
obj = -3355.634262, rho = 0.500404
nSV = 83, nBSV = 26
Total nSV = 83
.....*..*
optimization finished, #iter = 1525
nu = 0.256831
obj = -3580.418766, rho = 3.461702
nSV = 83, nBSV = 27
Total nSV = 83
Cross Validation Accuracy = 79.1667%
.....*...*
optimization finished, #iter = 1654
nu = 0.227672
obj = -3331.203090, rho = 0.892344
nSV = 79, nBSV = 21
Total nSV = 79
.....*...*
optimization finished, #iter = 1669
nu = 0.244295
obj = -3692.845701, rho = 3.175670
nSV = 82, nBSV = 21
Total nSV = 82
......*...*
optimization finished, #iter = 1882
nu = 0.248234
obj = -3722.953209, rho = 2.670620
nSV = 84, nBSV = 22
Total nSV = 84
.....*..*
optimization finished, #iter = 1449
nu = 0.243551
obj = -3637.728804, rho = 0.874885
nSV = 83, nBSV = 23
Total nSV = 83
.....*..*
optimization finished, #iter = 1523
nu = 0.248229
obj = -3924.776547, rho = 3.611349
nSV = 88, nBSV = 25
Total nSV = 88
Cross Validation Accuracy = 80%
.....*..*
optimization finished, #iter = 1454
nu = 0.218412
obj = -3575.979937, rho = 0.848521
nSV = 76, nBSV = 21
Total nSV = 76
......*..*
optimization finished, #iter = 1709
nu = 0.234322
obj = -3997.537897, rho = 2.969115
nSV = 83, nBSV = 20
Total nSV = 83
.......*...*
optimization finished, #iter = 2032
nu = 0.239149
obj = -4021.870374, rho = 2.980787
nSV = 82, nBSV = 23
Total nSV = 82
......*..*
optimization finished, #iter = 1622
nu = 0.231120
obj = -3931.238748, rho = 1.140883
nSV = 85, nBSV = 21
Total nSV = 85
......*...*
optimization finished, #iter = 1732
nu = 0.239488
obj = -4291.660538, rho = 3.687138
nSV = 88, nBSV = 23
Total nSV = 88
Cross Validation Accuracy = 80%
.....*...*
optimization finished, #iter = 1573
nu = 0.210208
obj = -3813.369825, rho = 0.723588
nSV = 77, nBSV = 20
Total nSV = 77
......*....*
optimization finished, #iter = 1937
nu = 0.222597
obj = -4314.181076, rho = 2.882899
nSV = 83, nBSV = 17
Total nSV = 83
.......*...*
optimization finished, #iter = 2073
nu = 0.228381
obj = -4323.014999, rho = 3.287594
nSV = 82, nBSV = 19
Total nSV = 82
.......*...*
optimization finished, #iter = 1938
nu = 0.218869
obj = -4242.519375, rho = 1.347600
nSV = 83, nBSV = 17
Total nSV = 83
......*...*
optimization finished, #iter = 1787
nu = 0.231340
obj = -4679.799871, rho = 3.714916
nSV = 88, nBSV = 23
Total nSV = 88
Cross Validation Accuracy = 79.5833%
......*...*
optimization finished, #iter = 1771
nu = 0.201520
obj = -4033.349780, rho = 0.936741
nSV = 77, nBSV = 19
Total nSV = 77
......*...*
optimization finished, #iter = 1757
nu = 0.209730
obj = -4649.796159, rho = 3.037785
nSV = 83, nBSV = 16
Total nSV = 83
.......*....*
optimization finished, #iter = 2188
nu = 0.216325
obj = -4631.173308, rho = 3.470046
nSV = 80, nBSV = 17
Total nSV = 80
.......*....*
optimization finished, #iter = 2112
nu = 0.206624
obj = -4571.615331, rho = 1.599389
nSV = 80, nBSV = 15
Total nSV = 80
.......*....*
optimization finished, #iter = 2185
nu = 0.223917
obj = -5082.188169, rho = 3.835198
nSV = 87, nBSV = 20
Total nSV = 87
Cross Validation Accuracy = 79.1667%
......*....*
optimization finished, #iter = 2038
nu = 0.189715
obj = -4231.544629, rho = 1.152506
nSV = 75, nBSV = 15
Total nSV = 75
.......*..*
optimization finished, #iter = 1858
nu = 0.198701
obj = -5004.859427, rho = 3.269323
nSV = 82, nBSV = 15
Total nSV = 82
.......*...*
optimization finished, #iter = 2083
nu = 0.203079
obj = -4946.684513, rho = 3.643832
nSV = 80, nBSV = 15
Total nSV = 80
.......*...*
optimization finished, #iter = 2037
nu = 0.194677
obj = -4919.797573, rho = 1.859641
nSV = 79, nBSV = 14
Total nSV = 79
.......*....*
optimization finished, #iter = 2129
nu = 0.215160
obj = -5495.351961, rho = 3.841596
nSV = 86, nBSV = 18
Total nSV = 86
Cross Validation Accuracy = 79.1667%
......*....*
optimization finished, #iter = 2076
nu = 0.176776
obj = -4411.038842, rho = 1.383992
nSV = 75, nBSV = 13
Total nSV = 75
........*.....*
optimization finished, #iter = 2573
nu = 0.187193
obj = -5375.002817, rho = 3.523395
nSV = 85, nBSV = 12
Total nSV = 85
........*...*
optimization finished, #iter = 2259
nu = 0.189304
obj = -5278.365220, rho = 3.835354
nSV = 79, nBSV = 14
Total nSV = 79
........*..*
optimization finished, #iter = 2079
nu = 0.183454
obj = -5288.104118, rho = 2.144195
nSV = 78, nBSV = 13
Total nSV = 78
........*...*
optimization finished, #iter = 2225
nu = 0.206397
obj = -5916.497491, rho = 4.056311
nSV = 85, nBSV = 17
Total nSV = 85
Cross Validation Accuracy = 77.9167%
.......*...*
optimization finished, #iter = 2044
nu = 0.162587
obj = -4571.129822, rho = 1.300786
nSV = 75, nBSV = 10
Total nSV = 75
........*....*
optimization finished, #iter = 2353
nu = 0.175488
obj = -5766.819819, rho = 3.642991
nSV = 85, nBSV = 10
Total nSV = 85
........*......*
optimization finished, #iter = 2749
nu = 0.176995
obj = -5625.745345, rho = 3.947922
nSV = 79, nBSV = 12
Total nSV = 79
.......*....*
optimization finished, #iter = 2174
nu = 0.172507
obj = -5676.243921, rho = 2.116306
nSV = 78, nBSV = 11
Total nSV = 78
........*.....*
optimization finished, #iter = 2591
nu = 0.196247
obj = -6340.178737, rho = 4.417190
nSV = 87, nBSV = 13
Total nSV = 87
Cross Validation Accuracy = 78.3333%
.......*...*
optimization finished, #iter = 1960
nu = 0.148776
obj = -4716.507111, rho = 0.958154
nSV = 74, nBSV = 8
Total nSV = 74
........*....*
optimization finished, #iter = 2434
nu = 0.164746
obj = -6180.230342, rho = 3.980383
nSV = 82, nBSV = 9
Total nSV = 82
.........*.....*
optimization finished, #iter = 2745
nu = 0.164410
obj = -5988.683875, rho = 3.651297
nSV = 78, nBSV = 11
Total nSV = 78
........*...*
optimization finished, #iter = 2203
nu = 0.162793
obj = -6082.323028, rho = 2.082061
nSV = 77, nBSV = 11
Total nSV = 77
.........*....*
optimization finished, #iter = 2587
nu = 0.185289
obj = -6771.523522, rho = 4.341330
nSV = 86, nBSV = 12
Total nSV = 86
Cross Validation Accuracy = 77.9167%
.......*...*
optimization finished, #iter = 2053
nu = 0.135104
obj = -4845.056949, rho = 0.555022
nSV = 72, nBSV = 5
Total nSV = 72
.........*...*
optimization finished, #iter = 2306
nu = 0.153939
obj = -6617.498963, rho = 4.026774
nSV = 80, nBSV = 8
Total nSV = 80
........*.....*
optimization finished, #iter = 2678
nu = 0.152445
obj = -6374.109854, rho = 3.256519
nSV = 78, nBSV = 10
Total nSV = 78
.......*....*
optimization finished, #iter = 2142
nu = 0.154048
obj = -6496.748861, rho = 2.010502
nSV = 78, nBSV = 10
Total nSV = 78
..........*....*
optimization finished, #iter = 2835
nu = 0.174530
obj = -7207.289176, rho = 4.191321
nSV = 86, nBSV = 11
Total nSV = 86
Cross Validation Accuracy = 76.6667%
........*....*
optimization finished, #iter = 2477
nu = 0.121911
obj = -4960.383953, rho = 0.266409
nSV = 74, nBSV = 4
Total nSV = 74
.........*...*
optimization finished, #iter = 2444
nu = 0.143693
obj = -7081.883774, rho = 4.092632
nSV = 80, nBSV = 6
Total nSV = 80
........*....*
optimization finished, #iter = 2362
nu = 0.141613
obj = -6780.620104, rho = 2.819159
nSV = 77, nBSV = 7
Total nSV = 77
.......*.....*
optimization finished, #iter = 2344
nu = 0.145251
obj = -6914.697751, rho = 1.539605
nSV = 78, nBSV = 10
Total nSV = 78
..........*.....*
optimization finished, #iter = 2992
nu = 0.163648
obj = -7644.791045, rho = 4.120230
nSV = 86, nBSV = 9
Total nSV = 86
Cross Validation Accuracy = 77.0833%
.......*.....*
optimization finished, #iter = 2320
nu = 0.109251
obj = -5064.721866, rho = 0.168442
nSV = 73, nBSV = 3
Total nSV = 73
........*...*
optimization finished, #iter = 2224
nu = 0.133687
obj = -7580.161355, rho = 4.122738
nSV = 80, nBSV = 6
Total nSV = 80
.........*....*
optimization finished, #iter = 2528
nu = 0.131276
obj = -7210.583781, rho = 2.324392
nSV = 78, nBSV = 7
Total nSV = 78
.........*.....*
optimization finished, #iter = 2702
nu = 0.136764
obj = -7327.555445, rho = 1.026602
nSV = 78, nBSV = 9
Total nSV = 78
...........*.....*
optimization finished, #iter = 3057
nu = 0.151675
obj = -8089.628405, rho = 4.033439
nSV = 84, nBSV = 6
Total nSV = 84
Cross Validation Accuracy = 77.5%
.......*....*
optimization finished, #iter = 2233
nu = 0.098164
obj = -5159.451910, rho = 0.054884
nSV = 71, nBSV = 3
Total nSV = 71
.........*...*
optimization finished, #iter = 2455
nu = 0.124978
obj = -8110.416891, rho = 4.111234
nSV = 81, nBSV = 6
Total nSV = 81
.........*....*
optimization finished, #iter = 2639
nu = 0.122239
obj = -7661.481482, rho = 1.760465
nSV = 78, nBSV = 7
Total nSV = 78
.........*....*
optimization finished, #iter = 2624
nu = 0.127677
obj = -7735.470380, rho = 0.563629
nSV = 77, nBSV = 7
Total nSV = 77
............*....*
optimization finished, #iter = 3208
nu = 0.139511
obj = -8556.273661, rho = 3.824843
nSV = 84, nBSV = 6
Total nSV = 84
Cross Validation Accuracy = 77.9167%
........*....*
optimization finished, #iter = 2342
nu = 0.089096
obj = -5229.016192, rho = -0.027048
nSV = 69, nBSV = 3
Total nSV = 69
.........*...*
optimization finished, #iter = 2475
nu = 0.116505
obj = -8674.080340, rho = 4.112045
nSV = 79, nBSV = 6
Total nSV = 79
..........*.....*
optimization finished, #iter = 2884
nu = 0.114283
obj = -8123.402006, rho = 1.111509
nSV = 79, nBSV = 6
Total nSV = 79
..........*....*
optimization finished, #iter = 2760
nu = 0.116716
obj = -8154.919573, rho = 0.089627
nSV = 76, nBSV = 6
Total nSV = 76
............*....*
optimization finished, #iter = 3207
nu = 0.128836
obj = -9048.451515, rho = 3.727448
nSV = 84, nBSV = 6
Total nSV = 84
Cross Validation Accuracy = 78.3333%
.........*....*
optimization finished, #iter = 2551
nu = 0.080102
obj = -5252.839644, rho = -0.154112
nSV = 69, nBSV = 1
Total nSV = 69
..........*...*
optimization finished, #iter = 2664
nu = 0.109375
obj = -9268.256283, rho = 4.173853
nSV = 77, nBSV = 6
Total nSV = 77
.............*.....*
optimization finished, #iter = 3536
nu = 0.106579
obj = -8585.725749, rho = 0.279201
nSV = 78, nBSV = 4
Total nSV = 78
.........*....*
optimization finished, #iter = 2610
nu = 0.107491
obj = -8600.175037, rho = -0.215822
nSV = 73, nBSV = 6
Total nSV = 73
............*.....*
optimization finished, #iter = 3253
nu = 0.119692
obj = -9555.122268, rho = 3.613383
nSV = 82, nBSV = 5
Total nSV = 82
Cross Validation Accuracy = 77.5%
..........*.....*
optimization finished, #iter = 2912
nu = 0.070163
obj = -5254.750063, rho = -0.229855
nSV = 69, nBSV = 0
Total nSV = 69
..........*...*
optimization finished, #iter = 2585
nu = 0.103315
obj = -9873.393556, rho = 4.403479
nSV = 74, nBSV = 6
Total nSV = 74
...............*......*
optimization finished, #iter = 4090
nu = 0.098690
obj = -9052.009330, rho = -0.425431
nSV = 80, nBSV = 3
Total nSV = 80
...........*....*
optimization finished, #iter = 2994
nu = 0.098776
obj = -9059.440703, rho = -0.349060
nSV = 72, nBSV = 4
Total nSV = 72
.............*.....*
optimization finished, #iter = 3500
nu = 0.110645
obj = -10067.094627, rho = 3.494640
nSV = 83, nBSV = 4
Total nSV = 83
Cross Validation Accuracy = 77.9167%
..........*.....*
optimization finished, #iter = 2912
nu = 0.061080
obj = -5254.750063, rho = -0.229855
nSV = 69, nBSV = 0
Total nSV = 69
...........*....*
optimization finished, #iter = 2928
nu = 0.098063
obj = -10464.901125, rho = 4.588973
nSV = 75, nBSV = 5
Total nSV = 75
..............*......*
optimization finished, #iter = 3998
nu = 0.091200
obj = -9527.837658, rho = -0.856297
nSV = 79, nBSV = 3
Total nSV = 79
...........*.....*
optimization finished, #iter = 3111
nu = 0.090676
obj = -9542.999488, rho = -0.375915
nSV = 72, nBSV = 4
Total nSV = 72
.............*......*
optimization finished, #iter = 3747
nu = 0.102256
obj = -10585.747363, rho = 3.361704
nSV = 83, nBSV = 3
Total nSV = 83
Cross Validation Accuracy = 77.9167%
..........*.....*
optimization finished, #iter = 2912
nu = 0.053173
obj = -5254.750063, rho = -0.229855
nSV = 69, nBSV = 0
Total nSV = 69
............*.....*
optimization finished, #iter = 3291
nu = 0.090748
obj = -11044.536876, rho = 4.759226
nSV = 78, nBSV = 4
Total nSV = 78
..............*......*
optimization finished, #iter = 3967
nu = 0.083832
obj = -10006.206514, rho = -1.008599
nSV = 77, nBSV = 2
Total nSV = 77
.............*.....*
optimization finished, #iter = 3583
nu = 0.083425
obj = -10045.364956, rho = -0.382290
nSV = 72, nBSV = 3
Total nSV = 72
.............*.....*
optimization finished, #iter = 3594
nu = 0.094239
obj = -11110.423576, rho = 3.358390
nSV = 82, nBSV = 3
Total nSV = 82
Cross Validation Accuracy = 77.9167%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.165651, rho = 0.989725
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165630, rho = 0.989776
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165613, rho = 0.989017
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.165656, rho = 0.989745
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.163657, rho = 0.989639
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.190226, rho = 0.988130
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190197, rho = 0.988255
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190175, rho = 0.987384
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190232, rho = 0.988220
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.187928, rho = 0.988098
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.218429, rho = 0.986365
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218391, rho = 0.986509
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218363, rho = 0.985255
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218436, rho = 0.986469
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.215780, rho = 0.986328
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.250799, rho = 0.984338
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250748, rho = 0.984503
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250711, rho = 0.983063
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250808, rho = 0.984457
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.247745, rho = 0.984063
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.287949, rho = 0.982009
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.287882, rho = 0.982199
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.287833, rho = 0.980544
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.287961, rho = 0.982146
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.284425, rho = 0.981693
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.330573, rho = 0.979334
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.330485, rho = 0.979552
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.330421, rho = 0.977552
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.330589, rho = 0.979491
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.326503, rho = 0.978972
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.379494, rho = 0.976260
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379378, rho = 0.976313
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.379293, rho = 0.974213
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.379514, rho = 0.976441
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.374790, rho = 0.975844
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.435593, rho = 0.972730
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435440, rho = 0.972790
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435330, rho = 0.970251
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.435620, rho = 0.972937
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.430153, rho = 0.972252
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.499929, rho = 0.968675
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.499727, rho = 0.968745
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.499581, rho = 0.965827
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.499964, rho = 0.968914
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.493631, rho = 0.968126
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.573696, rho = 0.964017
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.573429, rho = 0.964097
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.573237, rho = 0.960746
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.573743, rho = 0.964291
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.566398, rho = 0.963387
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.658258, rho = 0.958719
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.657905, rho = 0.958758
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.657652, rho = 0.954908
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.658319, rho = 0.958981
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.649788, rho = 0.957942
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.755136, rho = 0.952581
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.754671, rho = 0.952626
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.754337, rho = 0.948204
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.755217, rho = 0.952882
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.745296, rho = 0.951689
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.866110, rho = 0.945530
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.865496, rho = 0.945582
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.865055, rho = 0.940502
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.866216, rho = 0.945876
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.854659, rho = 0.944505
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.993181, rho = 0.937430
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.992371, rho = 0.937489
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.991789, rho = 0.931654
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.993322, rho = 0.937827
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.979832, rho = 0.936253
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.138581, rho = 0.928126
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.137513, rho = 0.928194
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.136745, rho = 0.921492
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.138768, rho = 0.928582
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.122990, rho = 0.926774
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.304872, rho = 0.917439
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.303464, rho = 0.917517
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.302449, rho = 0.909818
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.305119, rho = 0.917963
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.286623, rho = 0.915885
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.494932, rho = 0.905162
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.493073, rho = 0.905252
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.491734, rho = 0.896408
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.495257, rho = 0.905764
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.473521, rho = 0.903378
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.712042, rho = 0.891062
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.709589, rho = 0.891160
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.707822, rho = 0.881000
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.712471, rho = 0.891748
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.686855, rho = 0.889006
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.959715, rho = 0.874862
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.956478, rho = 0.874975
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.954147, rho = 0.863304
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.960281, rho = 0.875650
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.930002, rho = 0.872501
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.241855, rho = 0.856264
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.237584, rho = 0.856393
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.234509, rho = 0.842988
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.242602, rho = 0.857169
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.206696, rho = 0.853552
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.563239, rho = 0.834877
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.557604, rho = 0.835034
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.553546, rho = 0.819636
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.564225, rho = 0.835926
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.521492, rho = 0.831770
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.928437, rho = 0.810338
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.921002, rho = 0.810509
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.915647, rho = 0.792821
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.929738, rho = 0.811533
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.878691, rho = 0.806759
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -3.342954, rho = 0.782134
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.333143, rho = 0.782330
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.326078, rho = 0.762012
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.344670, rho = 0.783506
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -3.283444, rho = 0.778023
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -3.812429, rho = 0.749735
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.799483, rho = 0.749960
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.790160, rho = 0.726620
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.814694, rho = 0.751311
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -3.740948, rho = 0.745013
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.342886, rho = 0.712501
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.325805, rho = 0.712775
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.313504, rho = 0.685964
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.345877, rho = 0.714327
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -4.256657, rho = 0.707092
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.940454, rho = 0.669754
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.917917, rho = 0.670069
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.901686, rho = 0.639272
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.944401, rho = 0.671852
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.835970, rho = 0.663541
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -5.611572, rho = 0.620666
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.581829, rho = 0.621007
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.560412, rho = 0.585630
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.616775, rho = 0.623055
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.484375, rho = 0.613508
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -6.362159, rho = 0.563681
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.322928, rho = 0.564649
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.294667, rho = 0.524012
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.369040, rho = 0.567002
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.206599, rho = 0.556036
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 57.9167%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.197488, rho = 0.499442
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.145711, rho = 0.499920
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.108422, rho = 0.453240
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.206555, rho = 0.502622
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.006302, rho = 0.490025
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 63.75%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -8.121714, rho = 0.425013
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.053396, rho = 0.425561
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -8.004192, rho = 0.371940
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.133679, rho = 0.428665
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.885626, rho = 0.414195
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 68.75%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -9.136830, rho = 0.339501
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.046667, rho = 0.340138
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.981742, rho = 0.278544
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -9.152603, rho = 0.343704
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -8.843881, rho = 0.327396
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -10.241290, rho = 0.241290
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -10.122337, rho = 0.242014
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.036667, rho = 0.171260
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -10.262122, rho = 0.246110
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -9.876108, rho = 0.227377
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 89
nu = 0.880414
obj = -11.428697, rho = 0.129821
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.874072
obj = -11.279347, rho = 0.171989
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 92
nu = 0.867984
obj = -11.169621, rho = 0.106213
nSV = 169, nBSV = 163
Total nSV = 169
*
optimization finished, #iter = 90
nu = 0.879798
obj = -11.457146, rho = 0.154282
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.862724
obj = -10.981244, rho = 0.168440
nSV = 166, nBSV = 164
Total nSV = 166
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.855563
obj = -12.722073, rho = 0.082387
nSV = 168, nBSV = 164
Total nSV = 168
*
optimization finished, #iter = 85
nu = 0.841410
obj = -12.563141, rho = 0.167129
nSV = 163, nBSV = 160
Total nSV = 163
*
optimization finished, #iter = 85
nu = 0.833333
obj = -12.437042, rho = 0.085393
nSV = 161, nBSV = 158
Total nSV = 161
*
optimization finished, #iter = 91
nu = 0.851239
obj = -12.771793, rho = 0.137201
nSV = 166, nBSV = 162
Total nSV = 166
*
optimization finished, #iter = 85
nu = 0.828949
obj = -12.213352, rho = 0.159278
nSV = 161, nBSV = 157
Total nSV = 161
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 83
nu = 0.829016
obj = -14.158504, rho = 0.053450
nSV = 161, nBSV = 159
Total nSV = 161
*
optimization finished, #iter = 82
nu = 0.820707
obj = -13.996090, rho = 0.129701
nSV = 159, nBSV = 156
Total nSV = 159
*
optimization finished, #iter = 84
nu = 0.811714
obj = -13.854398, rho = 0.035579
nSV = 158, nBSV = 153
Total nSV = 158
*
optimization finished, #iter = 87
nu = 0.827855
obj = -14.241744, rho = 0.103094
nSV = 161, nBSV = 158
Total nSV = 161
*
optimization finished, #iter = 84
nu = 0.810542
obj = -13.577061, rho = 0.119972
nSV = 156, nBSV = 153
Total nSV = 156
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.800159
obj = -15.762876, rho = 0.054469
nSV = 156, nBSV = 152
Total nSV = 156
*
optimization finished, #iter = 84
nu = 0.796897
obj = -15.576667, rho = 0.100315
nSV = 156, nBSV = 151
Total nSV = 156
*
optimization finished, #iter = 84
nu = 0.781372
obj = -15.438694, rho = 0.039047
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 84
nu = 0.805693
obj = -15.874571, rho = 0.083749
nSV = 157, nBSV = 154
Total nSV = 157
*
optimization finished, #iter = 84
nu = 0.780178
obj = -15.090028, rho = 0.103199
nSV = 151, nBSV = 146
Total nSV = 151
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.775655
obj = -17.554532, rho = 0.013926
nSV = 153, nBSV = 147
Total nSV = 153
*
optimization finished, #iter = 81
nu = 0.769718
obj = -17.346778, rho = 0.083534
nSV = 150, nBSV = 145
Total nSV = 150
*
optimization finished, #iter = 79
nu = 0.759211
obj = -17.224131, rho = 0.009984
nSV = 147, nBSV = 143
Total nSV = 147
*
optimization finished, #iter = 80
nu = 0.781250
obj = -17.695829, rho = 0.083058
nSV = 151, nBSV = 148
Total nSV = 151
*
optimization finished, #iter = 79
nu = 0.754197
obj = -16.777982, rho = 0.081249
nSV = 146, nBSV = 142
Total nSV = 146
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 78
nu = 0.748151
obj = -19.554256, rho = -0.003484
nSV = 147, nBSV = 142
Total nSV = 147
*
optimization finished, #iter = 81
nu = 0.748546
obj = -19.318238, rho = 0.055978
nSV = 145, nBSV = 140
Total nSV = 145
*
optimization finished, #iter = 79
nu = 0.735236
obj = -19.210714, rho = 0.013622
nSV = 144, nBSV = 139
Total nSV = 144
*
optimization finished, #iter = 90
nu = 0.753288
obj = -19.734959, rho = 0.082464
nSV = 148, nBSV = 142
Total nSV = 148
*
optimization finished, #iter = 84
nu = 0.727606
obj = -18.667111, rho = 0.076244
nSV = 142, nBSV = 135
Total nSV = 142
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 91
nu = 0.720658
obj = -21.801769, rho = 0.023519
nSV = 144, nBSV = 135
Total nSV = 144
*
optimization finished, #iter = 81
nu = 0.719557
obj = -21.514104, rho = 0.063208
nSV = 142, nBSV = 135
Total nSV = 142
*
optimization finished, #iter = 78
nu = 0.711380
obj = -21.438231, rho = 0.017153
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 79
nu = 0.729526
obj = -22.029124, rho = 0.083587
nSV = 143, nBSV = 138
Total nSV = 143
*
optimization finished, #iter = 91
nu = 0.700998
obj = -20.787547, rho = 0.090513
nSV = 138, nBSV = 131
Total nSV = 138
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.695713
obj = -24.345109, rho = 0.042195
nSV = 139, nBSV = 132
Total nSV = 139
*
optimization finished, #iter = 79
nu = 0.697081
obj = -23.988693, rho = 0.067267
nSV = 138, nBSV = 131
Total nSV = 138
*
optimization finished, #iter = 78
nu = 0.690101
obj = -23.935535, rho = 0.015939
nSV = 135, nBSV = 128
Total nSV = 135
*
optimization finished, #iter = 77
nu = 0.709685
obj = -24.593573, rho = 0.065751
nSV = 139, nBSV = 135
Total nSV = 139
*
optimization finished, #iter = 89
nu = 0.677693
obj = -23.166285, rho = 0.114386
nSV = 134, nBSV = 125
Total nSV = 134
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 81
nu = 0.675829
obj = -27.200083, rho = 0.039635
nSV = 134, nBSV = 128
Total nSV = 134
*
optimization finished, #iter = 88
nu = 0.672476
obj = -26.758584, rho = 0.080395
nSV = 134, nBSV = 125
Total nSV = 134
*
optimization finished, #iter = 84
nu = 0.667975
obj = -26.732295, rho = 0.020010
nSV = 132, nBSV = 124
Total nSV = 132
*
optimization finished, #iter = 78
nu = 0.690153
obj = -27.452126, rho = 0.081385
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 84
nu = 0.655958
obj = -25.840347, rho = 0.125371
nSV = 128, nBSV = 122
Total nSV = 128
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.654383
obj = -30.411011, rho = 0.048591
nSV = 130, nBSV = 123
Total nSV = 130
*
optimization finished, #iter = 78
nu = 0.651189
obj = -29.883604, rho = 0.108647
nSV = 128, nBSV = 122
Total nSV = 128
*
optimization finished, #iter = 75
nu = 0.645318
obj = -29.885723, rho = 0.011710
nSV = 128, nBSV = 121
Total nSV = 128
*
optimization finished, #iter = 84
nu = 0.670507
obj = -30.636259, rho = 0.119768
nSV = 132, nBSV = 124
Total nSV = 132
*
optimization finished, #iter = 83
nu = 0.632943
obj = -28.837471, rho = 0.141739
nSV = 125, nBSV = 118
Total nSV = 125
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.634493
obj = -34.029109, rho = 0.090291
nSV = 126, nBSV = 118
Total nSV = 126
*
optimization finished, #iter = 83
nu = 0.631808
obj = -33.387710, rho = 0.118405
nSV = 125, nBSV = 117
Total nSV = 125
*
optimization finished, #iter = 74
nu = 0.630065
obj = -33.422703, rho = -0.008499
nSV = 124, nBSV = 118
Total nSV = 124
*
optimization finished, #iter = 83
nu = 0.648645
obj = -34.213117, rho = 0.158210
nSV = 128, nBSV = 120
Total nSV = 128
*
optimization finished, #iter = 77
nu = 0.613225
obj = -32.220657, rho = 0.139110
nSV = 120, nBSV = 114
Total nSV = 120
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.616054
obj = -38.099267, rho = 0.115910
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 77
nu = 0.613302
obj = -37.322737, rho = 0.143917
nSV = 122, nBSV = 116
Total nSV = 122
*
optimization finished, #iter = 83
nu = 0.610352
obj = -37.389138, rho = -0.022630
nSV = 122, nBSV = 113
Total nSV = 122
*
optimization finished, #iter = 85
nu = 0.627416
obj = -38.235332, rho = 0.204188
nSV = 126, nBSV = 115
Total nSV = 126
*
optimization finished, #iter = 80
nu = 0.593202
obj = -36.023166, rho = 0.160148
nSV = 117, nBSV = 109
Total nSV = 117
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 73
nu = 0.599138
obj = -42.686677, rho = 0.132109
nSV = 120, nBSV = 113
Total nSV = 120
*
optimization finished, #iter = 72
nu = 0.596708
obj = -41.724836, rho = 0.130554
nSV = 116, nBSV = 112
Total nSV = 116
*
optimization finished, #iter = 82
nu = 0.592722
obj = -41.857945, rho = -0.009386
nSV = 118, nBSV = 110
Total nSV = 118
*
optimization finished, #iter = 92
nu = 0.606133
obj = -42.786180, rho = 0.218247
nSV = 125, nBSV = 113
Total nSV = 125
*
optimization finished, #iter = 87
nu = 0.574814
obj = -40.313352, rho = 0.182423
nSV = 115, nBSV = 105
Total nSV = 115
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.583824
obj = -47.828245, rho = 0.135589
nSV = 118, nBSV = 106
Total nSV = 118
*
optimization finished, #iter = 74
nu = 0.580934
obj = -46.646989, rho = 0.123681
nSV = 114, nBSV = 108
Total nSV = 114
*
optimization finished, #iter = 79
nu = 0.577248
obj = -46.880293, rho = 0.039260
nSV = 115, nBSV = 108
Total nSV = 115
*
optimization finished, #iter = 82
nu = 0.588771
obj = -47.928508, rho = 0.211511
nSV = 118, nBSV = 109
Total nSV = 118
*
optimization finished, #iter = 100
nu = 0.557180
obj = -45.155519, rho = 0.221121
nSV = 112, nBSV = 101
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 100
nu = 0.565234
obj = -53.633963, rho = 0.162596
nSV = 114, nBSV = 103
Total nSV = 114
*
optimization finished, #iter = 88
nu = 0.562887
obj = -52.161126, rho = 0.128325
nSV = 113, nBSV = 103
Total nSV = 113
*
optimization finished, #iter = 100
nu = 0.562908
obj = -52.509824, rho = 0.035044
nSV = 112, nBSV = 100
Total nSV = 112
*
optimization finished, #iter = 88
nu = 0.573368
obj = -53.710356, rho = 0.202281
nSV = 116, nBSV = 105
Total nSV = 116
*
optimization finished, #iter = 86
nu = 0.540675
obj = -50.631974, rho = 0.255141
nSV = 109, nBSV = 97
Total nSV = 109
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.548973
obj = -60.225195, rho = 0.190942
nSV = 112, nBSV = 101
Total nSV = 112
*
optimization finished, #iter = 97
nu = 0.544571
obj = -58.397082, rho = 0.134345
nSV = 110, nBSV = 99
Total nSV = 110
*
optimization finished, #iter = 104
nu = 0.545663
obj = -58.846447, rho = 0.048670
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 94
nu = 0.555521
obj = -60.228706, rho = 0.204649
nSV = 114, nBSV = 100
Total nSV = 114
*
optimization finished, #iter = 92
nu = 0.526389
obj = -56.817485, rho = 0.252111
nSV = 105, nBSV = 95
Total nSV = 105
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 90
nu = 0.536135
obj = -67.676294, rho = 0.218184
nSV = 108, nBSV = 99
Total nSV = 108
*
optimization finished, #iter = 92
nu = 0.528406
obj = -65.447056, rho = 0.148731
nSV = 107, nBSV = 96
Total nSV = 107
*
optimization finished, #iter = 96
nu = 0.531029
obj = -66.004733, rho = 0.053306
nSV = 109, nBSV = 96
Total nSV = 109
*
optimization finished, #iter = 88
nu = 0.540522
obj = -67.622553, rho = 0.218973
nSV = 110, nBSV = 98
Total nSV = 110
*
optimization finished, #iter = 106
nu = 0.512523
obj = -63.781364, rho = 0.245532
nSV = 104, nBSV = 91
Total nSV = 104
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 93
nu = 0.522746
obj = -76.066419, rho = 0.246296
nSV = 108, nBSV = 96
Total nSV = 108
*
optimization finished, #iter = 114
nu = 0.512935
obj = -73.410933, rho = 0.171033
nSV = 106, nBSV = 91
Total nSV = 106
*
optimization finished, #iter = 103
nu = 0.516422
obj = -74.071291, rho = 0.069498
nSV = 106, nBSV = 91
Total nSV = 106
*
optimization finished, #iter = 83
nu = 0.528579
obj = -75.936570, rho = 0.222111
nSV = 107, nBSV = 97
Total nSV = 107
*
optimization finished, #iter = 96
nu = 0.499518
obj = -71.651139, rho = 0.269677
nSV = 101, nBSV = 89
Total nSV = 101
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 97
nu = 0.509281
obj = -85.551735, rho = 0.271617
nSV = 107, nBSV = 92
Total nSV = 107
*
optimization finished, #iter = 109
nu = 0.498026
obj = -82.432582, rho = 0.197234
nSV = 105, nBSV = 88
Total nSV = 105
*
optimization finished, #iter = 110
nu = 0.502470
obj = -83.200999, rho = 0.098284
nSV = 102, nBSV = 90
Total nSV = 102
*
optimization finished, #iter = 90
nu = 0.516437
obj = -85.268811, rho = 0.226758
nSV = 104, nBSV = 94
Total nSV = 104
*
optimization finished, #iter = 116
nu = 0.487283
obj = -80.523486, rho = 0.320207
nSV = 99, nBSV = 86
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.496545
obj = -96.304588, rho = 0.289523
nSV = 102, nBSV = 90
Total nSV = 102
*
optimization finished, #iter = 103
nu = 0.485693
obj = -92.641748, rho = 0.223185
nSV = 100, nBSV = 87
Total nSV = 100
*
optimization finished, #iter = 107
nu = 0.492492
obj = -93.453617, rho = 0.115334
nSV = 100, nBSV = 86
Total nSV = 100
*
optimization finished, #iter = 108
nu = 0.502463
obj = -95.799869, rho = 0.249836
nSV = 101, nBSV = 88
Total nSV = 101
*
optimization finished, #iter = 146
nu = 0.473539
obj = -90.569557, rho = 0.354798
nSV = 99, nBSV = 81
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 103
nu = 0.484990
obj = -108.488711, rho = 0.307294
nSV = 101, nBSV = 89
Total nSV = 101
*
optimization finished, #iter = 105
nu = 0.474537
obj = -104.157876, rho = 0.250785
nSV = 99, nBSV = 86
Total nSV = 99
*
optimization finished, #iter = 122
nu = 0.478812
obj = -105.003506, rho = 0.127183
nSV = 100, nBSV = 82
Total nSV = 100
*
optimization finished, #iter = 97
nu = 0.489183
obj = -107.725866, rho = 0.279221
nSV = 100, nBSV = 86
Total nSV = 100
*
optimization finished, #iter = 142
nu = 0.460418
obj = -102.003929, rho = 0.392799
nSV = 99, nBSV = 79
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 76
nu = 0.475259
obj = -122.273815, rho = 0.336610
nSV = 97, nBSV = 87
Total nSV = 97
*
optimization finished, #iter = 125
nu = 0.463409
obj = -117.137286, rho = 0.265736
nSV = 95, nBSV = 82
Total nSV = 95
*
optimization finished, #iter = 135
nu = 0.466624
obj = -118.095874, rho = 0.168116
nSV = 97, nBSV = 79
Total nSV = 97
*
optimization finished, #iter = 107
nu = 0.477749
obj = -121.226520, rho = 0.322648
nSV = 99, nBSV = 85
Total nSV = 99
*
optimization finished, #iter = 163
nu = 0.449252
obj = -115.008828, rho = 0.436417
nSV = 98, nBSV = 76
Total nSV = 98
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 100
nu = 0.468255
obj = -137.783977, rho = 0.351363
nSV = 94, nBSV = 82
Total nSV = 94
*
optimization finished, #iter = 140
nu = 0.452154
obj = -131.800629, rho = 0.282740
nSV = 95, nBSV = 75
Total nSV = 95
*
optimization finished, #iter = 139
nu = 0.455486
obj = -132.905404, rho = 0.219384
nSV = 96, nBSV = 77
Total nSV = 96
*
optimization finished, #iter = 123
nu = 0.466786
obj = -136.476013, rho = 0.366812
nSV = 99, nBSV = 82
Total nSV = 99
*
optimization finished, #iter = 142
nu = 0.439125
obj = -129.798365, rho = 0.466825
nSV = 94, nBSV = 75
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 96
nu = 0.459507
obj = -155.177465, rho = 0.305594
nSV = 94, nBSV = 81
Total nSV = 94
*
optimization finished, #iter = 137
nu = 0.442135
obj = -148.382643, rho = 0.293948
nSV = 94, nBSV = 75
Total nSV = 94
*
optimization finished, #iter = 148
nu = 0.444915
obj = -149.656558, rho = 0.255082
nSV = 97, nBSV = 76
Total nSV = 97
*
optimization finished, #iter = 121
nu = 0.458749
obj = -153.664805, rho = 0.385557
nSV = 97, nBSV = 80
Total nSV = 97
*
optimization finished, #iter = 145
nu = 0.430614
obj = -146.560489, rho = 0.498993
nSV = 93, nBSV = 71
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 104
nu = 0.450193
obj = -174.765854, rho = 0.243026
nSV = 94, nBSV = 80
Total nSV = 94
*
optimization finished, #iter = 137
nu = 0.432601
obj = -167.099284, rho = 0.284492
nSV = 93, nBSV = 75
Total nSV = 93
*
optimization finished, #iter = 152
nu = 0.435829
obj = -168.590188, rho = 0.285476
nSV = 93, nBSV = 73
Total nSV = 93
*
optimization finished, #iter = 117
nu = 0.450416
obj = -172.938444, rho = 0.377651
nSV = 96, nBSV = 77
Total nSV = 96
*
optimization finished, #iter = 170
nu = 0.422440
obj = -165.555786, rho = 0.525370
nSV = 92, nBSV = 69
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 104
nu = 0.442133
obj = -196.816784, rho = 0.185683
nSV = 92, nBSV = 78
Total nSV = 92
*
optimization finished, #iter = 171
nu = 0.423867
obj = -188.217337, rho = 0.275839
nSV = 93, nBSV = 71
Total nSV = 93
*
optimization finished, #iter = 156
nu = 0.427418
obj = -189.937129, rho = 0.284041
nSV = 91, nBSV = 71
Total nSV = 91
*
optimization finished, #iter = 136
nu = 0.441837
obj = -194.559629, rho = 0.339940
nSV = 95, nBSV = 74
Total nSV = 95
*
optimization finished, #iter = 156
nu = 0.415175
obj = -187.061604, rho = 0.525710
nSV = 91, nBSV = 68
Total nSV = 91
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 110
nu = 0.435980
obj = -221.505449, rho = 0.162461
nSV = 90, nBSV = 75
Total nSV = 90
*
optimization finished, #iter = 173
nu = 0.414424
obj = -212.067526, rho = 0.301947
nSV = 92, nBSV = 69
Total nSV = 92
*
optimization finished, #iter = 149
nu = 0.420002
obj = -213.952109, rho = 0.295339
nSV = 88, nBSV = 67
Total nSV = 88
*
optimization finished, #iter = 139
nu = 0.434035
obj = -218.816165, rho = 0.300594
nSV = 93, nBSV = 73
Total nSV = 93
*.*
optimization finished, #iter = 211
nu = 0.408163
obj = -211.366897, rho = 0.506245
nSV = 90, nBSV = 65
Total nSV = 90
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 146
nu = 0.428704
obj = -249.045784, rho = 0.199118
nSV = 89, nBSV = 71
Total nSV = 89
*
optimization finished, #iter = 188
nu = 0.405635
obj = -239.057707, rho = 0.353027
nSV = 93, nBSV = 67
Total nSV = 93
*
optimization finished, #iter = 185
nu = 0.412325
obj = -240.932843, rho = 0.298123
nSV = 87, nBSV = 64
Total nSV = 87
*
optimization finished, #iter = 149
nu = 0.426301
obj = -245.949529, rho = 0.273097
nSV = 90, nBSV = 70
Total nSV = 90
*.*
optimization finished, #iter = 202
nu = 0.401232
obj = -238.875788, rho = 0.486749
nSV = 90, nBSV = 64
Total nSV = 90
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 161
nu = 0.421622
obj = -279.807876, rho = 0.265946
nSV = 90, nBSV = 70
Total nSV = 90
*.*
optimization finished, #iter = 198
nu = 0.397869
obj = -269.560442, rho = 0.404289
nSV = 91, nBSV = 67
Total nSV = 91
*
optimization finished, #iter = 190
nu = 0.404572
obj = -271.263975, rho = 0.349319
nSV = 86, nBSV = 62
Total nSV = 86
*
optimization finished, #iter = 184
nu = 0.417760
obj = -276.306509, rho = 0.288862
nSV = 89, nBSV = 65
Total nSV = 89
*.*
optimization finished, #iter = 237
nu = 0.394828
obj = -269.978083, rho = 0.491205
nSV = 91, nBSV = 62
Total nSV = 91
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 176
nu = 0.413671
obj = -314.108598, rho = 0.328225
nSV = 88, nBSV = 67
Total nSV = 88
*.*
optimization finished, #iter = 219
nu = 0.391437
obj = -303.916526, rho = 0.457797
nSV = 90, nBSV = 66
Total nSV = 90
*.*
optimization finished, #iter = 246
nu = 0.396749
obj = -305.333852, rho = 0.404486
nSV = 87, nBSV = 59
Total nSV = 87
*.*
optimization finished, #iter = 227
nu = 0.408541
obj = -310.370709, rho = 0.293092
nSV = 88, nBSV = 64
Total nSV = 88
*.*
optimization finished, #iter = 262
nu = 0.388773
obj = -305.100083, rho = 0.498988
nSV = 90, nBSV = 60
Total nSV = 90
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 220
nu = 0.406290
obj = -352.334388, rho = 0.431241
nSV = 87, nBSV = 64
Total nSV = 87
*.*
optimization finished, #iter = 202
nu = 0.385571
obj = -342.466047, rho = 0.521301
nSV = 88, nBSV = 63
Total nSV = 88
.*
optimization finished, #iter = 285
nu = 0.388078
obj = -343.750936, rho = 0.401343
nSV = 87, nBSV = 57
Total nSV = 87
*.*
optimization finished, #iter = 217
nu = 0.399599
obj = -348.643585, rho = 0.332848
nSV = 88, nBSV = 63
Total nSV = 88
*.*
optimization finished, #iter = 243
nu = 0.383261
obj = -344.716035, rho = 0.523358
nSV = 90, nBSV = 59
Total nSV = 90
Cross Validation Accuracy = 82.5%
*.*
optimization finished, #iter = 227
nu = 0.398095
obj = -394.914664, rho = 0.527839
nSV = 87, nBSV = 61
Total nSV = 87
*.*
optimization finished, #iter = 239
nu = 0.379529
obj = -385.652137, rho = 0.582701
nSV = 89, nBSV = 59
Total nSV = 89
*.*
optimization finished, #iter = 264
nu = 0.380097
obj = -387.086639, rho = 0.393725
nSV = 86, nBSV = 57
Total nSV = 86
*.*
optimization finished, #iter = 259
nu = 0.391597
obj = -391.557520, rho = 0.390658
nSV = 86, nBSV = 60
Total nSV = 86
.*
optimization finished, #iter = 273
nu = 0.378182
obj = -389.297421, rho = 0.592675
nSV = 90, nBSV = 58
Total nSV = 90
Cross Validation Accuracy = 82.5%
.*
optimization finished, #iter = 252
nu = 0.389728
obj = -442.318950, rho = 0.604157
nSV = 88, nBSV = 59
Total nSV = 88
.*
optimization finished, #iter = 300
nu = 0.373287
obj = -434.009513, rho = 0.637891
nSV = 90, nBSV = 57
Total nSV = 90
.*
optimization finished, #iter = 278
nu = 0.372892
obj = -435.901266, rho = 0.376504
nSV = 86, nBSV = 58
Total nSV = 86
*.*
optimization finished, #iter = 250
nu = 0.383730
obj = -439.542824, rho = 0.435468
nSV = 86, nBSV = 57
Total nSV = 86
*.*
optimization finished, #iter = 265
nu = 0.373344
obj = -439.342376, rho = 0.670254
nSV = 90, nBSV = 56
Total nSV = 90
Cross Validation Accuracy = 81.6667%
.*
optimization finished, #iter = 303
nu = 0.381323
obj = -495.120081, rho = 0.672054
nSV = 88, nBSV = 57
Total nSV = 88
.*
optimization finished, #iter = 367
nu = 0.367420
obj = -488.089948, rho = 0.705623
nSV = 90, nBSV = 56
Total nSV = 90
.*
optimization finished, #iter = 304
nu = 0.366331
obj = -490.737773, rho = 0.336420
nSV = 87, nBSV = 57
Total nSV = 87
*.*
optimization finished, #iter = 261
nu = 0.376113
obj = -493.188091, rho = 0.479581
nSV = 86, nBSV = 57
Total nSV = 86
.*.*
optimization finished, #iter = 412
nu = 0.368987
obj = -495.389773, rho = 0.717987
nSV = 90, nBSV = 55
Total nSV = 90
Cross Validation Accuracy = 81.6667%
.*
optimization finished, #iter = 333
nu = 0.373408
obj = -553.772672, rho = 0.743041
nSV = 89, nBSV = 57
Total nSV = 89
.*
optimization finished, #iter = 318
nu = 0.361481
obj = -548.427887, rho = 0.803465
nSV = 87, nBSV = 54
Total nSV = 87
.*
optimization finished, #iter = 289
nu = 0.360293
obj = -552.212055, rho = 0.279131
nSV = 83, nBSV = 55
Total nSV = 83
.*
optimization finished, #iter = 288
nu = 0.369247
obj = -553.002187, rho = 0.541419
nSV = 84, nBSV = 57
Total nSV = 84
.*.*
optimization finished, #iter = 383
nu = 0.365300
obj = -557.848259, rho = 0.758510
nSV = 90, nBSV = 55
Total nSV = 90
Cross Validation Accuracy = 81.25%
.*
optimization finished, #iter = 372
nu = 0.365871
obj = -618.705872, rho = 0.829307
nSV = 90, nBSV = 57
Total nSV = 90
.*
optimization finished, #iter = 370
nu = 0.355710
obj = -615.544344, rho = 0.905701
nSV = 86, nBSV = 50
Total nSV = 86
.*
optimization finished, #iter = 368
nu = 0.355436
obj = -620.769147, rho = 0.235049
nSV = 83, nBSV = 51
Total nSV = 83
.*
optimization finished, #iter = 340
nu = 0.362457
obj = -619.405813, rho = 0.614569
nSV = 87, nBSV = 56
Total nSV = 87
.*.*
optimization finished, #iter = 455
nu = 0.360301
obj = -627.270993, rho = 0.827035
nSV = 89, nBSV = 51
Total nSV = 89
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 427
nu = 0.358515
obj = -690.292403, rho = 0.901280
nSV = 86, nBSV = 53
Total nSV = 86
.*.*
optimization finished, #iter = 494
nu = 0.348940
obj = -690.220911, rho = 1.016061
nSV = 86, nBSV = 48
Total nSV = 86
.*.*
optimization finished, #iter = 391
nu = 0.350216
obj = -696.942731, rho = 0.200710
nSV = 84, nBSV = 49
Total nSV = 84
.*.*
optimization finished, #iter = 423
nu = 0.355129
obj = -693.035042, rho = 0.655826
nSV = 90, nBSV = 54
Total nSV = 90
.*.*
optimization finished, #iter = 524
nu = 0.354876
obj = -704.504151, rho = 0.966005
nSV = 91, nBSV = 49
Total nSV = 91
Cross Validation Accuracy = 82.5%
..*
optimization finished, #iter = 561
nu = 0.350644
obj = -769.000153, rho = 0.929794
nSV = 89, nBSV = 50
Total nSV = 89
.*.*
optimization finished, #iter = 552
nu = 0.342368
obj = -773.253645, rho = 1.153888
nSV = 87, nBSV = 47
Total nSV = 87
.*.*
optimization finished, #iter = 460
nu = 0.345159
obj = -781.305112, rho = 0.203632
nSV = 85, nBSV = 48
Total nSV = 85
.*.*
optimization finished, #iter = 458
nu = 0.347859
obj = -774.647359, rho = 0.691431
nSV = 88, nBSV = 50
Total nSV = 88
..*.*
optimization finished, #iter = 587
nu = 0.349894
obj = -790.199380, rho = 1.141721
nSV = 91, nBSV = 49
Total nSV = 91
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 505
nu = 0.342011
obj = -855.719904, rho = 0.956417
nSV = 88, nBSV = 49
Total nSV = 88
.*.*
optimization finished, #iter = 499
nu = 0.335922
obj = -865.376951, rho = 1.267358
nSV = 86, nBSV = 46
Total nSV = 86
.*.*
optimization finished, #iter = 441
nu = 0.339744
obj = -874.535942, rho = 0.218507
nSV = 83, nBSV = 45
Total nSV = 83
.*.*
optimization finished, #iter = 501
nu = 0.340646
obj = -864.874687, rho = 0.698847
nSV = 90, nBSV = 49
Total nSV = 90
..*.*
optimization finished, #iter = 611
nu = 0.345408
obj = -884.668403, rho = 1.321501
nSV = 91, nBSV = 48
Total nSV = 91
Cross Validation Accuracy = 81.25%
.*.*
optimization finished, #iter = 549
nu = 0.334502
obj = -950.711911, rho = 0.999620
nSV = 88, nBSV = 47
Total nSV = 88
..*
optimization finished, #iter = 570
nu = 0.329499
obj = -967.213755, rho = 1.351557
nSV = 87, nBSV = 45
Total nSV = 87
.*.*
optimization finished, #iter = 405
nu = 0.335141
obj = -976.874639, rho = 0.235125
nSV = 81, nBSV = 44
Total nSV = 81
..*.*
optimization finished, #iter = 601
nu = 0.333874
obj = -964.257865, rho = 0.699611
nSV = 88, nBSV = 47
Total nSV = 88
..*.*
optimization finished, #iter = 633
nu = 0.339857
obj = -988.310081, rho = 1.439464
nSV = 93, nBSV = 44
Total nSV = 93
Cross Validation Accuracy = 80.8333%
..*.*
optimization finished, #iter = 590
nu = 0.326829
obj = -1054.035517, rho = 1.091169
nSV = 85, nBSV = 44
Total nSV = 85
..*.*
optimization finished, #iter = 584
nu = 0.323249
obj = -1079.515712, rho = 1.452756
nSV = 86, nBSV = 44
Total nSV = 86
..*
optimization finished, #iter = 572
nu = 0.329751
obj = -1088.431289, rho = 0.308760
nSV = 80, nBSV = 42
Total nSV = 80
..*.*
optimization finished, #iter = 739
nu = 0.327837
obj = -1072.879242, rho = 0.682732
nSV = 86, nBSV = 45
Total nSV = 86
..*.*
optimization finished, #iter = 760
nu = 0.333037
obj = -1102.275652, rho = 1.485306
nSV = 94, nBSV = 43
Total nSV = 94
Cross Validation Accuracy = 80.8333%
..*.*
optimization finished, #iter = 616
nu = 0.318760
obj = -1165.982214, rho = 1.127908
nSV = 85, nBSV = 41
Total nSV = 85
..*.*
optimization finished, #iter = 623
nu = 0.317590
obj = -1202.551265, rho = 1.548986
nSV = 84, nBSV = 41
Total nSV = 84
..*
optimization finished, #iter = 529
nu = 0.321648
obj = -1210.549881, rho = 0.438250
nSV = 81, nBSV = 40
Total nSV = 81
..*.*
optimization finished, #iter = 645
nu = 0.319952
obj = -1191.261751, rho = 0.646242
nSV = 86, nBSV = 41
Total nSV = 86
...*.*
optimization finished, #iter = 860
nu = 0.326816
obj = -1227.261045, rho = 1.554346
nSV = 93, nBSV = 42
Total nSV = 93
Cross Validation Accuracy = 80.4167%
..*.*
optimization finished, #iter = 727
nu = 0.310808
obj = -1286.930211, rho = 1.093982
nSV = 84, nBSV = 39
Total nSV = 84
..*.*
optimization finished, #iter = 726
nu = 0.311389
obj = -1336.520947, rho = 1.625935
nSV = 86, nBSV = 37
Total nSV = 86
..*.*
optimization finished, #iter = 676
nu = 0.313504
obj = -1344.666250, rho = 0.580748
nSV = 82, nBSV = 37
Total nSV = 82
..*.*
optimization finished, #iter = 674
nu = 0.311682
obj = -1320.489492, rho = 0.560599
nSV = 85, nBSV = 39
Total nSV = 85
..*..*
optimization finished, #iter = 841
nu = 0.319605
obj = -1363.442918, rho = 1.683631
nSV = 92, nBSV = 39
Total nSV = 92
Cross Validation Accuracy = 80.8333%
...*.*
optimization finished, #iter = 862
nu = 0.303921
obj = -1415.737568, rho = 0.987701
nSV = 84, nBSV = 36
Total nSV = 84
..*.*
optimization finished, #iter = 722
nu = 0.305089
obj = -1481.903243, rho = 1.706888
nSV = 85, nBSV = 37
Total nSV = 85
..*..*
optimization finished, #iter = 772
nu = 0.305924
obj = -1491.296690, rho = 0.737874
nSV = 82, nBSV = 35
Total nSV = 82
..*.*
optimization finished, #iter = 711
nu = 0.302777
obj = -1461.675520, rho = 0.381674
nSV = 85, nBSV = 37
Total nSV = 85
...*..*
optimization finished, #iter = 1008
nu = 0.312357
obj = -1511.917645, rho = 1.888163
nSV = 92, nBSV = 37
Total nSV = 92
Cross Validation Accuracy = 80%
...*..*
optimization finished, #iter = 1028
nu = 0.295556
obj = -1551.515247, rho = 0.836200
nSV = 85, nBSV = 33
Total nSV = 85
...*.*
optimization finished, #iter = 854
nu = 0.298777
obj = -1638.320450, rho = 1.902293
nSV = 82, nBSV = 34
Total nSV = 82
..*..*
optimization finished, #iter = 846
nu = 0.299053
obj = -1650.317383, rho = 0.916945
nSV = 82, nBSV = 34
Total nSV = 82
..*.*
optimization finished, #iter = 750
nu = 0.294631
obj = -1615.150801, rho = 0.172638
nSV = 86, nBSV = 36
Total nSV = 86
...*..*
optimization finished, #iter = 1065
nu = 0.304139
obj = -1673.006576, rho = 2.064758
nSV = 91, nBSV = 35
Total nSV = 91
Cross Validation Accuracy = 80%
...*..*
optimization finished, #iter = 1094
nu = 0.285887
obj = -1694.807991, rho = 0.724732
nSV = 84, nBSV = 32
Total nSV = 84
...*.*
optimization finished, #iter = 851
nu = 0.292460
obj = -1805.393065, rho = 2.171330
nSV = 80, nBSV = 33
Total nSV = 80
..*..*
optimization finished, #iter = 822
nu = 0.291718
obj = -1821.431043, rho = 1.064556
nSV = 84, nBSV = 33
Total nSV = 84
...*.*
optimization finished, #iter = 833
nu = 0.285767
obj = -1781.337545, rho = 0.051722
nSV = 87, nBSV = 35
Total nSV = 87
...*..*
optimization finished, #iter = 995
nu = 0.294973
obj = -1848.110256, rho = 2.224474
nSV = 88, nBSV = 33
Total nSV = 88
Cross Validation Accuracy = 79.5833%
...*..*
optimization finished, #iter = 1032
nu = 0.274921
obj = -1845.352681, rho = 0.600923
nSV = 85, nBSV = 28
Total nSV = 85
...*..*
optimization finished, #iter = 1102
nu = 0.283791
obj = -1982.925969, rho = 2.282303
nSV = 81, nBSV = 26
Total nSV = 81
...*.*
optimization finished, #iter = 934
nu = 0.284808
obj = -2004.303710, rho = 1.413887
nSV = 83, nBSV = 31
Total nSV = 83
..*..*
optimization finished, #iter = 838
nu = 0.278034
obj = -1960.136037, rho = 0.079899
nSV = 85, nBSV = 33
Total nSV = 85
....*..*
optimization finished, #iter = 1234
nu = 0.284862
obj = -2038.845984, rho = 2.350542
nSV = 88, nBSV = 31
Total nSV = 88
Cross Validation Accuracy = 80%
....*..*
optimization finished, #iter = 1335
nu = 0.262177
obj = -2005.187268, rho = 0.571954
nSV = 86, nBSV = 25
Total nSV = 86
....*.*
optimization finished, #iter = 1117
nu = 0.275675
obj = -2171.543428, rho = 2.394270
nSV = 82, nBSV = 26
Total nSV = 82
...*..*
optimization finished, #iter = 1058
nu = 0.277294
obj = -2197.345061, rho = 1.750727
nSV = 84, nBSV = 28
Total nSV = 84
..*..*
optimization finished, #iter = 877
nu = 0.270981
obj = -2149.639975, rho = 0.138864
nSV = 86, nBSV = 31
Total nSV = 86
....*..*
optimization finished, #iter = 1159
nu = 0.275525
obj = -2246.988378, rho = 2.540678
nSV = 83, nBSV = 30
Total nSV = 83
Cross Validation Accuracy = 79.1667%
....*..*
optimization finished, #iter = 1243
nu = 0.250088
obj = -2175.390592, rho = 0.588947
nSV = 84, nBSV = 23
Total nSV = 84
....*..*
optimization finished, #iter = 1237
nu = 0.266359
obj = -2369.304658, rho = 2.458758
nSV = 83, nBSV = 23
Total nSV = 83
....*.*
optimization finished, #iter = 1127
nu = 0.269327
obj = -2399.686689, rho = 1.868245
nSV = 84, nBSV = 26
Total nSV = 84
...*.*
optimization finished, #iter = 955
nu = 0.263258
obj = -2347.946081, rho = 0.209233
nSV = 85, nBSV = 28
Total nSV = 85
....*..*
optimization finished, #iter = 1280
nu = 0.266591
obj = -2472.006614, rho = 2.682030
nSV = 83, nBSV = 28
Total nSV = 83
Cross Validation Accuracy = 78.75%
....*...*
optimization finished, #iter = 1380
nu = 0.239592
obj = -2353.778070, rho = 0.644140
nSV = 83, nBSV = 22
Total nSV = 83
....*..*
optimization finished, #iter = 1242
nu = 0.255657
obj = -2578.341804, rho = 2.554243
nSV = 84, nBSV = 22
Total nSV = 84
.....*..*
optimization finished, #iter = 1418
nu = 0.260197
obj = -2610.365227, rho = 1.940008
nSV = 85, nBSV = 24
Total nSV = 85
....*.*
optimization finished, #iter = 1073
nu = 0.254952
obj = -2554.054804, rho = 0.360346
nSV = 84, nBSV = 26
Total nSV = 84
....*..*
optimization finished, #iter = 1295
nu = 0.257699
obj = -2714.231014, rho = 2.785432
nSV = 84, nBSV = 26
Total nSV = 84
Cross Validation Accuracy = 78.75%
....*..*
optimization finished, #iter = 1227
nu = 0.229994
obj = -2536.420148, rho = 0.806141
nSV = 79, nBSV = 21
Total nSV = 79
......*.*
optimization finished, #iter = 1504
nu = 0.245222
obj = -2798.455227, rho = 2.511702
nSV = 84, nBSV = 22
Total nSV = 84
......*..*
optimization finished, #iter = 1708
nu = 0.249524
obj = -2829.820204, rho = 2.105642
nSV = 85, nBSV = 22
Total nSV = 85
....*..*
optimization finished, #iter = 1316
nu = 0.245179
obj = -2766.641968, rho = 0.693947
nSV = 84, nBSV = 22
Total nSV = 84
....*...*
optimization finished, #iter = 1458
nu = 0.249074
obj = -2973.429341, rho = 2.917868
nSV = 87, nBSV = 25
Total nSV = 87
Cross Validation Accuracy = 79.5833%
....*..*
optimization finished, #iter = 1284
nu = 0.220368
obj = -2719.666798, rho = 0.781121
nSV = 78, nBSV = 21
Total nSV = 78
.....*..*
optimization finished, #iter = 1527
nu = 0.234947
obj = -3027.216666, rho = 2.352159
nSV = 84, nBSV = 20
Total nSV = 84
......*..*
optimization finished, #iter = 1714
nu = 0.240087
obj = -3056.005505, rho = 2.328119
nSV = 83, nBSV = 22
Total nSV = 83
.....*..*
optimization finished, #iter = 1499
nu = 0.232361
obj = -2988.403529, rho = 0.937335
nSV = 84, nBSV = 20
Total nSV = 84
.....*...*
optimization finished, #iter = 1710
nu = 0.240355
obj = -3249.020454, rho = 3.024344
nSV = 89, nBSV = 23
Total nSV = 89
Cross Validation Accuracy = 80.4167%
.....*..*
optimization finished, #iter = 1379
nu = 0.211548
obj = -2897.310524, rho = 0.742602
nSV = 77, nBSV = 20
Total nSV = 77
.....*...*
optimization finished, #iter = 1588
nu = 0.223128
obj = -3264.685821, rho = 2.251370
nSV = 85, nBSV = 16
Total nSV = 85
......*..*
optimization finished, #iter = 1686
nu = 0.229297
obj = -3283.923015, rho = 2.631549
nSV = 82, nBSV = 19
Total nSV = 82
.....*....*
optimization finished, #iter = 1797
nu = 0.219886
obj = -3223.722426, rho = 1.143814
nSV = 83, nBSV = 18
Total nSV = 83
.....*...*
optimization finished, #iter = 1574
nu = 0.232077
obj = -3539.529299, rho = 3.037029
nSV = 90, nBSV = 23
Total nSV = 90
Cross Validation Accuracy = 80.4167%
.....*...*
optimization finished, #iter = 1597
nu = 0.202318
obj = -3062.282986, rho = 0.907078
nSV = 78, nBSV = 18
Total nSV = 78
.....*...*
optimization finished, #iter = 1597
nu = 0.210036
obj = -3516.234213, rho = 2.382931
nSV = 84, nBSV = 16
Total nSV = 84
......*...*
optimization finished, #iter = 1817
nu = 0.217177
obj = -3516.630057, rho = 2.814994
nSV = 82, nBSV = 17
Total nSV = 82
.....*...*
optimization finished, #iter = 1718
nu = 0.207704
obj = -3472.025545, rho = 1.343671
nSV = 81, nBSV = 15
Total nSV = 81
.....*....*
optimization finished, #iter = 1741
nu = 0.224449
obj = -3840.226648, rho = 3.124675
nSV = 86, nBSV = 21
Total nSV = 86
Cross Validation Accuracy = 79.5833%
.....*...*
optimization finished, #iter = 1670
nu = 0.190166
obj = -3211.703751, rho = 1.020563
nSV = 76, nBSV = 15
Total nSV = 76
......*...*
optimization finished, #iter = 1810
nu = 0.198757
obj = -3781.719126, rho = 2.562337
nSV = 84, nBSV = 15
Total nSV = 84
......*....*
optimization finished, #iter = 1954
nu = 0.204009
obj = -3754.135787, rho = 2.948336
nSV = 81, nBSV = 14
Total nSV = 81
.....*...*
optimization finished, #iter = 1714
nu = 0.195501
obj = -3734.333568, rho = 1.541992
nSV = 80, nBSV = 14
Total nSV = 80
.......*...*
optimization finished, #iter = 1964
nu = 0.215335
obj = -4148.058679, rho = 3.160816
nSV = 86, nBSV = 18
Total nSV = 86
Cross Validation Accuracy = 79.5833%
......*..*
optimization finished, #iter = 1606
nu = 0.177048
obj = -3347.573794, rho = 1.190665
nSV = 75, nBSV = 13
Total nSV = 75
.......*...*
optimization finished, #iter = 2044
nu = 0.187073
obj = -4058.318889, rho = 2.843653
nSV = 84, nBSV = 12
Total nSV = 84
......*....*
optimization finished, #iter = 1952
nu = 0.189965
obj = -4003.709345, rho = 3.098636
nSV = 81, nBSV = 14
Total nSV = 81
......*...*
optimization finished, #iter = 1919
nu = 0.184006
obj = -4011.845802, rho = 1.771216
nSV = 81, nBSV = 13
Total nSV = 81
......*...*
optimization finished, #iter = 1846
nu = 0.206458
obj = -4461.279565, rho = 3.319949
nSV = 88, nBSV = 17
Total nSV = 88
Cross Validation Accuracy = 78.75%
......*..*
optimization finished, #iter = 1722
nu = 0.162683
obj = -3469.238452, rho = 1.181564
nSV = 75, nBSV = 10
Total nSV = 75
.......*...*
optimization finished, #iter = 2043
nu = 0.175348
obj = -4351.075559, rho = 2.974004
nSV = 84, nBSV = 10
Total nSV = 84
.......*....*
optimization finished, #iter = 2225
nu = 0.177503
obj = -4264.771346, rho = 3.125380
nSV = 79, nBSV = 12
Total nSV = 79
......*...*
optimization finished, #iter = 1736
nu = 0.172975
obj = -4304.569655, rho = 1.762234
nSV = 78, nBSV = 11
Total nSV = 78
.......*....*
optimization finished, #iter = 2109
nu = 0.196042
obj = -4775.103697, rho = 3.569447
nSV = 85, nBSV = 14
Total nSV = 85
Cross Validation Accuracy = 77.9167%
......*..*
optimization finished, #iter = 1660
nu = 0.149360
obj = -3579.875051, rho = 0.843479
nSV = 73, nBSV = 8
Total nSV = 73
.......*....*
optimization finished, #iter = 2119
nu = 0.164525
obj = -4659.045593, rho = 3.190656
nSV = 82, nBSV = 8
Total nSV = 82
........*...*
optimization finished, #iter = 2303
nu = 0.165228
obj = -4536.333917, rho = 2.869588
nSV = 79, nBSV = 10
Total nSV = 79
......*...*
optimization finished, #iter = 1793
nu = 0.163178
obj = -4610.486173, rho = 1.726367
nSV = 77, nBSV = 11
Total nSV = 77
.......*....*
optimization finished, #iter = 2184
nu = 0.184901
obj = -5094.293296, rho = 3.491993
nSV = 87, nBSV = 13
Total nSV = 87
Cross Validation Accuracy = 78.3333%
......*...*
optimization finished, #iter = 1807
nu = 0.135375
obj = -3676.509149, rho = 0.558667
nSV = 73, nBSV = 5
Total nSV = 73
.......*...*
optimization finished, #iter = 1927
nu = 0.153518
obj = -4985.570234, rho = 3.162884
nSV = 80, nBSV = 8
Total nSV = 80
.......*...*
optimization finished, #iter = 2053
nu = 0.153156
obj = -4822.154163, rho = 2.542257
nSV = 79, nBSV = 10
Total nSV = 79
......*...*
optimization finished, #iter = 1803
nu = 0.154148
obj = -4922.691385, rho = 1.614661
nSV = 78, nBSV = 10
Total nSV = 78
........*...*
optimization finished, #iter = 2260
nu = 0.174034
obj = -5415.646563, rho = 3.389772
nSV = 87, nBSV = 11
Total nSV = 87
Cross Validation Accuracy = 77.5%
......*....*
optimization finished, #iter = 2052
nu = 0.122411
obj = -3762.146552, rho = 0.320115
nSV = 74, nBSV = 4
Total nSV = 74
.......*..*
optimization finished, #iter = 1915
nu = 0.143152
obj = -5332.877285, rho = 3.167701
nSV = 80, nBSV = 7
Total nSV = 80
........*...*
optimization finished, #iter = 2265
nu = 0.142260
obj = -5122.006034, rho = 2.122450
nSV = 77, nBSV = 8
Total nSV = 77
......*....*
optimization finished, #iter = 2036
nu = 0.145301
obj = -5238.499986, rho = 1.216126
nSV = 78, nBSV = 10
Total nSV = 78
.........*....*
optimization finished, #iter = 2636
nu = 0.163098
obj = -5736.356263, rho = 3.333191
nSV = 86, nBSV = 8
Total nSV = 86
Cross Validation Accuracy = 77.5%
......*...*
optimization finished, #iter = 1807
nu = 0.109534
obj = -3838.858713, rho = 0.245986
nSV = 73, nBSV = 3
Total nSV = 73
.......*...*
optimization finished, #iter = 1982
nu = 0.133360
obj = -5703.609747, rho = 3.166276
nSV = 80, nBSV = 6
Total nSV = 80
........*...*
optimization finished, #iter = 2156
nu = 0.131760
obj = -5437.134655, rho = 1.690909
nSV = 78, nBSV = 7
Total nSV = 78
........*...*
optimization finished, #iter = 2184
nu = 0.137045
obj = -5549.020309, rho = 0.737932
nSV = 77, nBSV = 9
Total nSV = 77
..........*......*
optimization finished, #iter = 3088
nu = 0.150622
obj = -6062.225419, rho = 3.197501
nSV = 87, nBSV = 6
Total nSV = 87
Cross Validation Accuracy = 78.3333%
.......*...*
optimization finished, #iter = 2008
nu = 0.098439
obj = -3907.420317, rho = 0.114247
nSV = 73, nBSV = 3
Total nSV = 73
.........*...*
optimization finished, #iter = 2339
nu = 0.124228
obj = -6097.756169, rho = 3.130741
nSV = 80, nBSV = 6
Total nSV = 80
........*....*
optimization finished, #iter = 2361
nu = 0.122600
obj = -5765.398944, rho = 1.195239
nSV = 79, nBSV = 7
Total nSV = 79
........*...*
optimization finished, #iter = 2201
nu = 0.127630
obj = -5854.102577, rho = 0.341372
nSV = 76, nBSV = 7
Total nSV = 76
..........*....*
optimization finished, #iter = 2735
nu = 0.138341
obj = -6406.810440, rho = 3.023050
nSV = 87, nBSV = 6
Total nSV = 87
Cross Validation Accuracy = 77.9167%
.......*...*
optimization finished, #iter = 2049
nu = 0.089413
obj = -3955.268423, rho = 0.043051
nSV = 71, nBSV = 3
Total nSV = 71
.........*....*
optimization finished, #iter = 2599
nu = 0.115774
obj = -6518.791741, rho = 3.122445
nSV = 80, nBSV = 6
Total nSV = 80
...........*...*
optimization finished, #iter = 2831
nu = 0.114514
obj = -6098.593165, rho = 0.626876
nSV = 79, nBSV = 6
Total nSV = 79
.........*...*
optimization finished, #iter = 2452
nu = 0.116700
obj = -6169.466170, rho = -0.054328
nSV = 77, nBSV = 6
Total nSV = 77
.........*.....*
optimization finished, #iter = 2763
nu = 0.127768
obj = -6769.573428, rho = 2.967093
nSV = 84, nBSV = 6
Total nSV = 84
Cross Validation Accuracy = 78.3333%
.......*...*
optimization finished, #iter = 1986
nu = 0.080108
obj = -3970.042834, rho = -0.091371
nSV = 69, nBSV = 1
Total nSV = 69
.........*....*
optimization finished, #iter = 2496
nu = 0.108679
obj = -6961.562051, rho = 3.236309
nSV = 79, nBSV = 6
Total nSV = 79
..........*.....*
optimization finished, #iter = 2985
nu = 0.106177
obj = -6432.367258, rho = -0.023058
nSV = 79, nBSV = 4
Total nSV = 79
.......*...*
optimization finished, #iter = 1926
nu = 0.107612
obj = -6503.009201, rho = -0.330060
nSV = 72, nBSV = 6
Total nSV = 72
.........*....*
optimization finished, #iter = 2646
nu = 0.118736
obj = -7140.136125, rho = 2.837716
nSV = 82, nBSV = 5
Total nSV = 82
Cross Validation Accuracy = 77.5%
.......*....*
optimization finished, #iter = 2232
nu = 0.069953
obj = -3970.423387, rho = -0.123850
nSV = 69, nBSV = 0
Total nSV = 69
.........*...*
optimization finished, #iter = 2495
nu = 0.102727
obj = -7410.993815, rho = 3.368828
nSV = 77, nBSV = 6
Total nSV = 77
..........*......*
optimization finished, #iter = 3082
nu = 0.098056
obj = -6770.527209, rho = -0.490479
nSV = 79, nBSV = 3
Total nSV = 79
.......*....*
optimization finished, #iter = 2143
nu = 0.098829
obj = -6844.572320, rho = -0.421416
nSV = 72, nBSV = 4
Total nSV = 72
..........*.....*
optimization finished, #iter = 2875
nu = 0.109815
obj = -7510.418659, rho = 2.680485
nSV = 83, nBSV = 4
Total nSV = 83
Cross Validation Accuracy = 77.9167%
.......*....*
optimization finished, #iter = 2232
nu = 0.060897
obj = -3970.423387, rho = -0.123850
nSV = 69, nBSV = 0
Total nSV = 69
..........*....*
optimization finished, #iter = 2759
nu = 0.097521
obj = -7847.445146, rho = 3.461004
nSV = 79, nBSV = 6
Total nSV = 79
...........*.....*
optimization finished, #iter = 3194
nu = 0.090593
obj = -7114.396660, rho = -0.804385
nSV = 79, nBSV = 3
Total nSV = 79
.........*...*
optimization finished, #iter = 2489
nu = 0.090725
obj = -7203.256356, rho = -0.441233
nSV = 72, nBSV = 4
Total nSV = 72
..........*......*
optimization finished, #iter = 3099
nu = 0.101114
obj = -7884.013573, rho = 2.578988
nSV = 83, nBSV = 3
Total nSV = 83
Cross Validation Accuracy = 77.9167%
.......*....*
optimization finished, #iter = 2232
nu = 0.053014
obj = -3970.423387, rho = -0.123850
nSV = 69, nBSV = 0
Total nSV = 69
...........*....*
optimization finished, #iter = 3012
nu = 0.090231
obj = -8271.532665, rho = 3.522976
nSV = 80, nBSV = 4
Total nSV = 80
.............*....*
optimization finished, #iter = 3419
nu = 0.082724
obj = -7463.871809, rho = -0.851487
nSV = 79, nBSV = 2
Total nSV = 79
..........*....*
optimization finished, #iter = 2788
nu = 0.083298
obj = -7575.643628, rho = -0.392671
nSV = 72, nBSV = 3
Total nSV = 72
...........*.....*
optimization finished, #iter = 3123
nu = 0.093225
obj = -8261.178749, rho = 2.563736
nSV = 83, nBSV = 3
Total nSV = 83
Cross Validation Accuracy = 77.9167%
.......*....*
optimization finished, #iter = 2232
nu = 0.046152
obj = -3970.423387, rho = -0.123850
nSV = 69, nBSV = 0
Total nSV = 69
............*....*
optimization finished, #iter = 3100
nu = 0.083343
obj = -8704.741086, rho = 3.563867
nSV = 80, nBSV = 2
Total nSV = 80
............*.....*
optimization finished, #iter = 3306
nu = 0.075543
obj = -7834.488269, rho = -0.798534
nSV = 77, nBSV = 2
Total nSV = 77
.........*.....*
optimization finished, #iter = 2788
nu = 0.076748
obj = -7959.340167, rho = -0.181480
nSV = 71, nBSV = 3
Total nSV = 71
.............*....*
optimization finished, #iter = 3308
nu = 0.086048
obj = -8629.077786, rho = 2.586287
nSV = 82, nBSV = 2
Total nSV = 82
Cross Validation Accuracy = 77.9167%
.......*....*
optimization finished, #iter = 2232
nu = 0.040177
obj = -3970.423387, rho = -0.123850
nSV = 69, nBSV = 0
Total nSV = 69
............*...*
optimization finished, #iter = 3036
nu = 0.076248
obj = -9152.983423, rho = 3.485325
nSV = 80, nBSV = 2
Total nSV = 80
............*.....*
optimization finished, #iter = 3289
nu = 0.069401
obj = -8218.928167, rho = -0.645064
nSV = 77, nBSV = 2
Total nSV = 77
..........*....*
optimization finished, #iter = 2777
nu = 0.070767
obj = -8343.110582, rho = 0.097439
nSV = 70, nBSV = 2
Total nSV = 70
............*.....*
optimization finished, #iter = 3302
nu = 0.078291
obj = -8996.205560, rho = 2.749940
nSV = 83, nBSV = 2
Total nSV = 83
Cross Validation Accuracy = 77.9167%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.165624, rho = 0.989005
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165600, rho = 0.989028
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.165584, rho = 0.988025
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165629, rho = 0.988977
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.163628, rho = 0.988719
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.190190, rho = 0.987370
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190159, rho = 0.987396
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190136, rho = 0.986244
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190196, rho = 0.987337
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.187889, rho = 0.987041
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.218381, rho = 0.985492
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218340, rho = 0.985522
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218310, rho = 0.984199
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218389, rho = 0.985454
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.215729, rho = 0.985114
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.250737, rho = 0.983246
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250681, rho = 0.983369
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250643, rho = 0.981878
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.250746, rho = 0.983291
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.247676, rho = 0.982901
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.287868, rho = 0.980755
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.287793, rho = 0.980896
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.287744, rho = 0.979183
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.287879, rho = 0.980807
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.284334, rho = 0.980358
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.330467, rho = 0.977894
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330369, rho = 0.977762
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.330302, rho = 0.976088
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.330480, rho = 0.977953
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.326384, rho = 0.977438
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.379353, rho = 0.974606
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379224, rho = 0.974455
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.379136, rho = 0.972532
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.379371, rho = 0.974674
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.374633, rho = 0.974082
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.435407, rho = 0.970830
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435237, rho = 0.970656
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.435120, rho = 0.968447
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.435431, rho = 0.970908
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.429945, rho = 0.970228
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.499683, rho = 0.966493
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.499458, rho = 0.966293
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.499305, rho = 0.963756
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.499715, rho = 0.966583
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.493357, rho = 0.965801
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.573372, rho = 0.961510
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.573075, rho = 0.961281
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.572874, rho = 0.958366
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.573413, rho = 0.961614
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.566036, rho = 0.960716
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.657829, rho = 0.955786
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.657437, rho = 0.955523
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.657172, rho = 0.952175
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.657884, rho = 0.955905
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.649312, rho = 0.954874
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.754571, rho = 0.949213
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.754055, rho = 0.948910
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.753704, rho = 0.945064
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.754645, rho = 0.949349
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.744667, rho = 0.948165
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.865364, rho = 0.941661
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.864683, rho = 0.941313
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.864221, rho = 0.936567
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.865461, rho = 0.941818
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.853828, rho = 0.940458
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.992196, rho = 0.932985
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.991298, rho = 0.932586
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.990688, rho = 0.927134
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.992325, rho = 0.933166
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.978735, rho = 0.931603
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.137283, rho = 0.923021
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.136097, rho = 0.922561
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.135292, rho = 0.916299
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.137452, rho = 0.923228
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.121543, rho = 0.921433
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.303158, rho = 0.911574
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.301594, rho = 0.911047
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.300532, rho = 0.903853
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.303382, rho = 0.911812
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.284713, rho = 0.909750
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.492670, rho = 0.898289
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.490606, rho = 0.897820
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.489205, rho = 0.889556
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.492965, rho = 0.898699
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.471001, rho = 0.896330
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.709057, rho = 0.883161
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.706334, rho = 0.882622
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.704485, rho = 0.873129
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.709447, rho = 0.883631
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.683530, rho = 0.880910
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.955777, rho = 0.865787
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.952183, rho = 0.865167
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.949744, rho = 0.854262
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.956291, rho = 0.866327
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.925614, rho = 0.863201
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.236659, rho = 0.846046
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.231917, rho = 0.845127
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.228699, rho = 0.832602
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.237337, rho = 0.846460
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.200907, rho = 0.842870
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.556383, rho = 0.822911
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.550126, rho = 0.822093
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.545880, rho = 0.807823
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.557278, rho = 0.823624
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.513854, rho = 0.819500
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.919391, rho = 0.796583
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.911135, rho = 0.795644
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.905533, rho = 0.779252
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.920572, rho = 0.797402
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.868612, rho = 0.792665
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -3.331018, rho = 0.766334
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.320123, rho = 0.765254
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.312733, rho = 0.746455
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.332575, rho = 0.767274
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -3.270145, rho = 0.761832
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.796678, rho = 0.731944
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.782303, rho = 0.730345
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.772551, rho = 0.708750
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.798733, rho = 0.732665
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -3.723399, rho = 0.726414
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.322094, rho = 0.691731
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.303135, rho = 0.690243
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.290264, rho = 0.665398
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.324816, rho = 0.692908
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.233500, rho = 0.685728
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.913020, rho = 0.645896
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.888004, rho = 0.644187
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.871027, rho = 0.615687
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.916612, rho = 0.647248
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.805416, rho = 0.639373
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.575367, rho = 0.593239
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.542359, rho = 0.591276
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.519961, rho = 0.558860
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.580107, rho = 0.594792
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.444058, rho = 0.585746
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -6.314426, rho = 0.532656
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.270847, rho = 0.530497
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.241292, rho = 0.493204
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.320656, rho = 0.534537
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.153400, rho = 0.524145
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -7.134493, rho = 0.463169
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.076991, rho = 0.460690
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.037994, rho = 0.417917
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.142714, rho = 0.465578
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.936108, rho = 0.453393
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 66.6667%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -8.038593, rho = 0.383346
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -7.962719, rho = 0.380498
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.911264, rho = 0.331289
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.049441, rho = 0.386113
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.793006, rho = 0.372116
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 72.9167%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -9.027137, rho = 0.291645
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -8.927017, rho = 0.288374
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -8.859121, rho = 0.231847
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -9.041452, rho = 0.294811
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.879581
obj = -8.721664, rho = 0.278746
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 78.75%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -10.096566, rho = 0.186310
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -9.964457, rho = 0.182571
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.883683
obj = -9.874944, rho = 0.123175
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -10.115455, rho = 0.189946
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.878933
obj = -9.714852, rho = 0.173271
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.868341
obj = -11.247559, rho = 0.102773
nSV = 169, nBSV = 165
Total nSV = 169
*
optimization finished, #iter = 83
nu = 0.856610
obj = -11.096180, rho = 0.178898
nSV = 166, nBSV = 164
Total nSV = 166
*
optimization finished, #iter = 85
nu = 0.849704
obj = -10.988273, rho = 0.096554
nSV = 166, nBSV = 161
Total nSV = 166
*
optimization finished, #iter = 89
nu = 0.865877
obj = -11.277607, rho = 0.150405
nSV = 168, nBSV = 164
Total nSV = 168
*
optimization finished, #iter = 86
nu = 0.845197
obj = -10.800710, rho = 0.171368
nSV = 162, nBSV = 160
Total nSV = 162
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.841214
obj = -12.517493, rho = 0.073486
nSV = 165, nBSV = 161
Total nSV = 165
*
optimization finished, #iter = 83
nu = 0.832772
obj = -12.362888, rho = 0.146215
nSV = 161, nBSV = 158
Total nSV = 161
*
optimization finished, #iter = 87
nu = 0.822123
obj = -12.239138, rho = 0.060221
nSV = 161, nBSV = 155
Total nSV = 161
*
optimization finished, #iter = 88
nu = 0.841770
obj = -12.576525, rho = 0.111969
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 85
nu = 0.823108
obj = -12.012368, rho = 0.131407
nSV = 159, nBSV = 156
Total nSV = 159
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.813114
obj = -13.931502, rho = 0.044604
nSV = 159, nBSV = 156
Total nSV = 159
*
optimization finished, #iter = 80
nu = 0.812500
obj = -13.765012, rho = 0.097143
nSV = 157, nBSV = 155
Total nSV = 157
*
optimization finished, #iter = 82
nu = 0.795714
obj = -13.635282, rho = 0.031113
nSV = 155, nBSV = 150
Total nSV = 155
*
optimization finished, #iter = 85
nu = 0.820125
obj = -14.020188, rho = 0.097699
nSV = 158, nBSV = 155
Total nSV = 158
*
optimization finished, #iter = 85
nu = 0.795214
obj = -13.345195, rho = 0.115875
nSV = 155, nBSV = 149
Total nSV = 155
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 95
nu = 0.786625
obj = -15.509192, rho = 0.051358
nSV = 156, nBSV = 147
Total nSV = 156
*
optimization finished, #iter = 88
nu = 0.780772
obj = -15.319532, rho = 0.096957
nSV = 153, nBSV = 146
Total nSV = 153
*
optimization finished, #iter = 79
nu = 0.766874
obj = -15.201245, rho = 0.033986
nSV = 150, nBSV = 145
Total nSV = 150
*
optimization finished, #iter = 81
nu = 0.792414
obj = -15.619873, rho = 0.082138
nSV = 155, nBSV = 150
Total nSV = 155
*
optimization finished, #iter = 83
nu = 0.769629
obj = -14.837242, rho = 0.080901
nSV = 149, nBSV = 144
Total nSV = 149
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 93
nu = 0.762954
obj = -17.275064, rho = -0.003528
nSV = 152, nBSV = 144
Total nSV = 152
*
optimization finished, #iter = 82
nu = 0.756877
obj = -17.061756, rho = 0.080112
nSV = 148, nBSV = 143
Total nSV = 148
*
optimization finished, #iter = 80
nu = 0.745747
obj = -16.953661, rho = 0.003700
nSV = 145, nBSV = 142
Total nSV = 145
*
optimization finished, #iter = 84
nu = 0.766101
obj = -17.412237, rho = 0.076760
nSV = 151, nBSV = 145
Total nSV = 151
*
optimization finished, #iter = 84
nu = 0.740683
obj = -16.500140, rho = 0.075868
nSV = 144, nBSV = 137
Total nSV = 144
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.735424
obj = -19.246033, rho = -0.005504
nSV = 144, nBSV = 137
Total nSV = 144
*
optimization finished, #iter = 84
nu = 0.734552
obj = -18.994467, rho = 0.047428
nSV = 146, nBSV = 136
Total nSV = 146
*
optimization finished, #iter = 77
nu = 0.721697
obj = -18.912662, rho = 0.005752
nSV = 141, nBSV = 137
Total nSV = 141
*
optimization finished, #iter = 82
nu = 0.740875
obj = -19.426175, rho = 0.075633
nSV = 144, nBSV = 139
Total nSV = 144
*
optimization finished, #iter = 87
nu = 0.713536
obj = -18.363106, rho = 0.076077
nSV = 142, nBSV = 133
Total nSV = 142
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.708273
obj = -21.472328, rho = 0.019578
nSV = 140, nBSV = 132
Total nSV = 140
*
optimization finished, #iter = 76
nu = 0.707508
obj = -21.165858, rho = 0.055385
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 75
nu = 0.699878
obj = -21.110651, rho = 0.002305
nSV = 136, nBSV = 133
Total nSV = 136
*
optimization finished, #iter = 80
nu = 0.719226
obj = -21.682423, rho = 0.066039
nSV = 142, nBSV = 136
Total nSV = 142
*
optimization finished, #iter = 82
nu = 0.690473
obj = -20.453530, rho = 0.088083
nSV = 136, nBSV = 129
Total nSV = 136
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 81
nu = 0.686140
obj = -23.982023, rho = 0.035583
nSV = 137, nBSV = 129
Total nSV = 137
*
optimization finished, #iter = 92
nu = 0.685368
obj = -23.596858, rho = 0.063177
nSV = 135, nBSV = 125
Total nSV = 135
*
optimization finished, #iter = 83
nu = 0.679782
obj = -23.565941, rho = 0.017183
nSV = 133, nBSV = 126
Total nSV = 133
*
optimization finished, #iter = 77
nu = 0.699549
obj = -24.200554, rho = 0.063607
nSV = 136, nBSV = 131
Total nSV = 136
*
optimization finished, #iter = 81
nu = 0.665688
obj = -22.799096, rho = 0.113909
nSV = 132, nBSV = 124
Total nSV = 132
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 80
nu = 0.664125
obj = -26.800280, rho = 0.031038
nSV = 131, nBSV = 123
Total nSV = 131
*
optimization finished, #iter = 79
nu = 0.660586
obj = -26.337878, rho = 0.076975
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 81
nu = 0.656072
obj = -26.324767, rho = 0.016173
nSV = 130, nBSV = 122
Total nSV = 130
*
optimization finished, #iter = 83
nu = 0.680231
obj = -27.008635, rho = 0.102057
nSV = 133, nBSV = 128
Total nSV = 133
*
optimization finished, #iter = 85
nu = 0.644032
obj = -25.424647, rho = 0.125481
nSV = 128, nBSV = 119
Total nSV = 128
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.643796
obj = -29.969076, rho = 0.052566
nSV = 129, nBSV = 120
Total nSV = 129
*
optimization finished, #iter = 81
nu = 0.641084
obj = -29.410098, rho = 0.115182
nSV = 128, nBSV = 119
Total nSV = 128
*
optimization finished, #iter = 77
nu = 0.639678
obj = -29.434945, rho = -0.005554
nSV = 126, nBSV = 119
Total nSV = 126
*
optimization finished, #iter = 84
nu = 0.659697
obj = -30.137012, rho = 0.135364
nSV = 131, nBSV = 122
Total nSV = 131
*
optimization finished, #iter = 71
nu = 0.622394
obj = -28.389340, rho = 0.139522
nSV = 122, nBSV = 117
Total nSV = 122
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.625300
obj = -33.539258, rho = 0.084002
nSV = 125, nBSV = 117
Total nSV = 125
*
optimization finished, #iter = 77
nu = 0.622295
obj = -32.859171, rho = 0.130549
nSV = 123, nBSV = 116
Total nSV = 123
*
optimization finished, #iter = 83
nu = 0.619236
obj = -32.907410, rho = -0.008551
nSV = 124, nBSV = 114
Total nSV = 124
*
optimization finished, #iter = 94
nu = 0.638080
obj = -33.651508, rho = 0.171488
nSV = 128, nBSV = 117
Total nSV = 128
*
optimization finished, #iter = 74
nu = 0.602669
obj = -31.716955, rho = 0.147969
nSV = 118, nBSV = 110
Total nSV = 118
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.607412
obj = -37.550777, rho = 0.113282
nSV = 122, nBSV = 114
Total nSV = 122
*
optimization finished, #iter = 73
nu = 0.604964
obj = -36.716582, rho = 0.140064
nSV = 120, nBSV = 114
Total nSV = 120
*
optimization finished, #iter = 82
nu = 0.601034
obj = -36.819633, rho = -0.002732
nSV = 120, nBSV = 110
Total nSV = 120
*
optimization finished, #iter = 90
nu = 0.615852
obj = -37.620756, rho = 0.194213
nSV = 125, nBSV = 114
Total nSV = 125
*
optimization finished, #iter = 77
nu = 0.583607
obj = -35.466385, rho = 0.165388
nSV = 116, nBSV = 107
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.591982
obj = -42.050940, rho = 0.128543
nSV = 120, nBSV = 109
Total nSV = 120
*
optimization finished, #iter = 72
nu = 0.588059
obj = -41.036700, rho = 0.133432
nSV = 115, nBSV = 110
Total nSV = 115
*
optimization finished, #iter = 76
nu = 0.583795
obj = -41.221706, rho = 0.033516
nSV = 117, nBSV = 109
Total nSV = 117
*
optimization finished, #iter = 86
nu = 0.596031
obj = -42.108786, rho = 0.212727
nSV = 122, nBSV = 110
Total nSV = 122
*
optimization finished, #iter = 86
nu = 0.565805
obj = -39.690022, rho = 0.202140
nSV = 113, nBSV = 102
Total nSV = 113
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 102
nu = 0.573439
obj = -47.117289, rho = 0.145662
nSV = 117, nBSV = 104
Total nSV = 117
*
optimization finished, #iter = 79
nu = 0.571977
obj = -45.858498, rho = 0.129192
nSV = 113, nBSV = 103
Total nSV = 113
*
optimization finished, #iter = 87
nu = 0.569190
obj = -46.157257, rho = 0.060785
nSV = 113, nBSV = 105
Total nSV = 113
*
optimization finished, #iter = 88
nu = 0.580387
obj = -47.171189, rho = 0.203283
nSV = 116, nBSV = 105
Total nSV = 116
*
optimization finished, #iter = 87
nu = 0.547726
obj = -44.466149, rho = 0.223524
nSV = 111, nBSV = 100
Total nSV = 111
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 96
nu = 0.556053
obj = -52.864333, rho = 0.186170
nSV = 114, nBSV = 102
Total nSV = 114
*
optimization finished, #iter = 94
nu = 0.552788
obj = -51.287544, rho = 0.135017
nSV = 112, nBSV = 101
Total nSV = 112
*
optimization finished, #iter = 97
nu = 0.553944
obj = -51.681277, rho = 0.054875
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 90
nu = 0.563549
obj = -52.854722, rho = 0.200406
nSV = 115, nBSV = 103
Total nSV = 115
*
optimization finished, #iter = 103
nu = 0.532154
obj = -49.863393, rho = 0.249770
nSV = 107, nBSV = 95
Total nSV = 107
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.541972
obj = -59.362238, rho = 0.220493
nSV = 108, nBSV = 99
Total nSV = 108
*
optimization finished, #iter = 95
nu = 0.534955
obj = -57.429833, rho = 0.149490
nSV = 108, nBSV = 97
Total nSV = 108
*
optimization finished, #iter = 101
nu = 0.537872
obj = -57.909874, rho = 0.063344
nSV = 109, nBSV = 98
Total nSV = 109
*
optimization finished, #iter = 87
nu = 0.546480
obj = -59.292378, rho = 0.209796
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 93
nu = 0.518697
obj = -55.945378, rho = 0.234216
nSV = 104, nBSV = 92
Total nSV = 104
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 97
nu = 0.529438
obj = -66.665782, rho = 0.243222
nSV = 108, nBSV = 96
Total nSV = 108
*
optimization finished, #iter = 101
nu = 0.519231
obj = -64.372350, rho = 0.164747
nSV = 106, nBSV = 91
Total nSV = 106
*
optimization finished, #iter = 110
nu = 0.522690
obj = -64.929612, rho = 0.074415
nSV = 109, nBSV = 92
Total nSV = 109
*
optimization finished, #iter = 85
nu = 0.534357
obj = -66.542027, rho = 0.214675
nSV = 108, nBSV = 97
Total nSV = 108
*
optimization finished, #iter = 107
nu = 0.504452
obj = -62.809196, rho = 0.244529
nSV = 103, nBSV = 89
Total nSV = 103
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 116
nu = 0.515246
obj = -74.908068, rho = 0.265157
nSV = 108, nBSV = 92
Total nSV = 108
*
optimization finished, #iter = 100
nu = 0.504203
obj = -72.221661, rho = 0.187966
nSV = 104, nBSV = 90
Total nSV = 104
*
optimization finished, #iter = 94
nu = 0.507460
obj = -72.873695, rho = 0.091413
nSV = 105, nBSV = 90
Total nSV = 105
*
optimization finished, #iter = 97
nu = 0.521775
obj = -74.670519, rho = 0.220563
nSV = 106, nBSV = 94
Total nSV = 106
*
optimization finished, #iter = 108
nu = 0.492625
obj = -70.543920, rho = 0.280570
nSV = 101, nBSV = 86
Total nSV = 101
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 96
nu = 0.501404
obj = -84.253645, rho = 0.289728
nSV = 104, nBSV = 91
Total nSV = 104
*
optimization finished, #iter = 120
nu = 0.490995
obj = -81.088223, rho = 0.215295
nSV = 104, nBSV = 86
Total nSV = 104
*
optimization finished, #iter = 102
nu = 0.497695
obj = -81.805510, rho = 0.115329
nSV = 101, nBSV = 87
Total nSV = 101
*
optimization finished, #iter = 106
nu = 0.507958
obj = -83.821798, rho = 0.231179
nSV = 104, nBSV = 91
Total nSV = 104
*
optimization finished, #iter = 135
nu = 0.479068
obj = -79.276666, rho = 0.322959
nSV = 100, nBSV = 81
Total nSV = 100
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 100
nu = 0.489191
obj = -94.846289, rho = 0.304256
nSV = 101, nBSV = 89
Total nSV = 101
*
optimization finished, #iter = 123
nu = 0.478701
obj = -91.099733, rho = 0.236194
nSV = 100, nBSV = 85
Total nSV = 100
*
optimization finished, #iter = 129
nu = 0.483452
obj = -91.846521, rho = 0.128340
nSV = 101, nBSV = 82
Total nSV = 101
*
optimization finished, #iter = 113
nu = 0.493911
obj = -94.171141, rho = 0.256073
nSV = 102, nBSV = 87
Total nSV = 102
*
optimization finished, #iter = 120
nu = 0.465310
obj = -89.199844, rho = 0.357834
nSV = 100, nBSV = 81
Total nSV = 100
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 93
nu = 0.478906
obj = -106.822403, rho = 0.330414
nSV = 99, nBSV = 88
Total nSV = 99
*
optimization finished, #iter = 127
nu = 0.467751
obj = -102.366989, rho = 0.259655
nSV = 98, nBSV = 81
Total nSV = 98
*
optimization finished, #iter = 146
nu = 0.470773
obj = -103.217791, rho = 0.159849
nSV = 98, nBSV = 79
Total nSV = 98
*
optimization finished, #iter = 108
nu = 0.481847
obj = -105.878284, rho = 0.295801
nSV = 101, nBSV = 85
Total nSV = 101
*
optimization finished, #iter = 125
nu = 0.453679
obj = -100.475799, rho = 0.399900
nSV = 98, nBSV = 77
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.470762
obj = -120.313142, rho = 0.351302
nSV = 95, nBSV = 85
Total nSV = 95
*
optimization finished, #iter = 140
nu = 0.455875
obj = -115.085783, rho = 0.276536
nSV = 97, nBSV = 77
Total nSV = 97
*
optimization finished, #iter = 138
nu = 0.459121
obj = -116.070085, rho = 0.205536
nSV = 97, nBSV = 77
Total nSV = 97
*
optimization finished, #iter = 129
nu = 0.470703
obj = -119.085956, rho = 0.336525
nSV = 100, nBSV = 82
Total nSV = 100
*
optimization finished, #iter = 136
nu = 0.443017
obj = -113.279018, rho = 0.434829
nSV = 95, nBSV = 75
Total nSV = 95
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 95
nu = 0.462576
obj = -135.422532, rho = 0.320521
nSV = 94, nBSV = 80
Total nSV = 94
*
optimization finished, #iter = 126
nu = 0.444763
obj = -129.475007, rho = 0.285634
nSV = 94, nBSV = 74
Total nSV = 94
*
optimization finished, #iter = 156
nu = 0.448288
obj = -130.602257, rho = 0.233927
nSV = 97, nBSV = 76
Total nSV = 97
*
optimization finished, #iter = 122
nu = 0.461408
obj = -133.988144, rho = 0.353978
nSV = 96, nBSV = 79
Total nSV = 96
*
optimization finished, #iter = 146
nu = 0.434119
obj = -127.782746, rho = 0.463444
nSV = 94, nBSV = 71
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 112
nu = 0.453455
obj = -152.391529, rho = 0.269652
nSV = 94, nBSV = 79
Total nSV = 94
*
optimization finished, #iter = 159
nu = 0.435513
obj = -145.712268, rho = 0.284646
nSV = 93, nBSV = 73
Total nSV = 93
*
optimization finished, #iter = 143
nu = 0.438311
obj = -147.020034, rho = 0.257455
nSV = 95, nBSV = 73
Total nSV = 95
*
optimization finished, #iter = 134
nu = 0.453232
obj = -150.674314, rho = 0.353784
nSV = 95, nBSV = 77
Total nSV = 95
*
optimization finished, #iter = 166
nu = 0.425336
obj = -144.194894, rho = 0.489375
nSV = 93, nBSV = 70
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 99
nu = 0.445216
obj = -171.456739, rho = 0.216937
nSV = 93, nBSV = 78
Total nSV = 93
*
optimization finished, #iter = 154
nu = 0.426581
obj = -163.995020, rho = 0.270481
nSV = 93, nBSV = 72
Total nSV = 93
*
optimization finished, #iter = 154
nu = 0.429529
obj = -165.533851, rho = 0.255422
nSV = 93, nBSV = 70
Total nSV = 93
*
optimization finished, #iter = 118
nu = 0.443950
obj = -169.378244, rho = 0.319269
nSV = 95, nBSV = 74
Total nSV = 95
*
optimization finished, #iter = 167
nu = 0.417762
obj = -162.762287, rho = 0.494323
nSV = 92, nBSV = 68
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 111
nu = 0.438451
obj = -192.782161, rho = 0.176864
nSV = 90, nBSV = 76
Total nSV = 90
*
optimization finished, #iter = 167
nu = 0.417326
obj = -184.583219, rho = 0.289560
nSV = 92, nBSV = 68
Total nSV = 92
*
optimization finished, #iter = 142
nu = 0.422369
obj = -186.329027, rho = 0.274389
nSV = 89, nBSV = 68
Total nSV = 89
*
optimization finished, #iter = 141
nu = 0.435712
obj = -190.362805, rho = 0.283271
nSV = 93, nBSV = 75
Total nSV = 93
*.*
optimization finished, #iter = 191
nu = 0.410171
obj = -183.727841, rho = 0.473185
nSV = 92, nBSV = 66
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 148
nu = 0.431238
obj = -216.516059, rho = 0.199977
nSV = 91, nBSV = 71
Total nSV = 91
*
optimization finished, #iter = 190
nu = 0.408127
obj = -207.835252, rho = 0.332560
nSV = 94, nBSV = 67
Total nSV = 94
*
optimization finished, #iter = 175
nu = 0.414456
obj = -209.628266, rho = 0.288829
nSV = 89, nBSV = 64
Total nSV = 89
*
optimization finished, #iter = 136
nu = 0.428321
obj = -213.789019, rho = 0.253321
nSV = 92, nBSV = 72
Total nSV = 92
*.*
optimization finished, #iter = 210
nu = 0.402860
obj = -207.424811, rho = 0.463956
nSV = 92, nBSV = 63
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 161
nu = 0.423700
obj = -242.971593, rho = 0.254116
nSV = 90, nBSV = 69
Total nSV = 90
*.*
optimization finished, #iter = 200
nu = 0.400083
obj = -234.069371, rho = 0.376999
nSV = 94, nBSV = 67
Total nSV = 94
*.*
optimization finished, #iter = 206
nu = 0.406584
obj = -235.791628, rho = 0.321408
nSV = 88, nBSV = 62
Total nSV = 88
*
optimization finished, #iter = 190
nu = 0.419750
obj = -239.914568, rho = 0.248215
nSV = 90, nBSV = 67
Total nSV = 90
*.*
optimization finished, #iter = 209
nu = 0.396124
obj = -234.184420, rho = 0.470121
nSV = 92, nBSV = 62
Total nSV = 92
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 219
nu = 0.415555
obj = -272.409050, rho = 0.309338
nSV = 89, nBSV = 67
Total nSV = 89
*
optimization finished, #iter = 185
nu = 0.393381
obj = -263.553644, rho = 0.426838
nSV = 90, nBSV = 65
Total nSV = 90
*
optimization finished, #iter = 191
nu = 0.398279
obj = -265.132917, rho = 0.348230
nSV = 87, nBSV = 59
Total nSV = 87
*.*
optimization finished, #iter = 210
nu = 0.410129
obj = -269.159408, rho = 0.257710
nSV = 89, nBSV = 64
Total nSV = 89
*.*
optimization finished, #iter = 257
nu = 0.389725
obj = -264.368109, rho = 0.480442
nSV = 92, nBSV = 61
Total nSV = 92
Cross Validation Accuracy = 80.8333%
*.*
optimization finished, #iter = 209
nu = 0.407701
obj = -305.156595, rho = 0.392984
nSV = 87, nBSV = 64
Total nSV = 87
.*
optimization finished, #iter = 242
nu = 0.386973
obj = -296.569046, rho = 0.476645
nSV = 90, nBSV = 61
Total nSV = 90
*.*
optimization finished, #iter = 260
nu = 0.389423
obj = -298.174345, rho = 0.341564
nSV = 87, nBSV = 56
Total nSV = 87
*.*
optimization finished, #iter = 209
nu = 0.401064
obj = -301.951790, rho = 0.288760
nSV = 89, nBSV = 63
Total nSV = 89
*.*
optimization finished, #iter = 238
nu = 0.384000
obj = -298.346170, rho = 0.523082
nSV = 91, nBSV = 59
Total nSV = 91
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 217
nu = 0.399437
obj = -341.507581, rho = 0.473296
nSV = 88, nBSV = 61
Total nSV = 88
*.*
optimization finished, #iter = 229
nu = 0.380367
obj = -333.498787, rho = 0.523740
nSV = 91, nBSV = 59
Total nSV = 91
*.*
optimization finished, #iter = 234
nu = 0.380878
obj = -335.402558, rho = 0.331547
nSV = 87, nBSV = 57
Total nSV = 87
*.*
optimization finished, #iter = 260
nu = 0.392856
obj = -338.598755, rho = 0.324138
nSV = 88, nBSV = 59
Total nSV = 88
.*
optimization finished, #iter = 308
nu = 0.378704
obj = -336.493100, rho = 0.585113
nSV = 92, nBSV = 58
Total nSV = 92
Cross Validation Accuracy = 81.6667%
.*
optimization finished, #iter = 289
nu = 0.390437
obj = -381.886735, rho = 0.526385
nSV = 88, nBSV = 58
Total nSV = 88
.*
optimization finished, #iter = 270
nu = 0.373874
obj = -374.767345, rho = 0.572977
nSV = 91, nBSV = 57
Total nSV = 91
*.*
optimization finished, #iter = 254
nu = 0.373501
obj = -377.282024, rho = 0.320828
nSV = 86, nBSV = 57
Total nSV = 86
.*
optimization finished, #iter = 261
nu = 0.384324
obj = -379.516491, rho = 0.356344
nSV = 88, nBSV = 58
Total nSV = 88
.*
optimization finished, #iter = 342
nu = 0.373544
obj = -379.235001, rho = 0.649573
nSV = 91, nBSV = 54
Total nSV = 91
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 279
nu = 0.381852
obj = -426.700407, rho = 0.578124
nSV = 90, nBSV = 56
Total nSV = 90
.*
optimization finished, #iter = 319
nu = 0.367490
obj = -420.775707, rho = 0.639608
nSV = 90, nBSV = 54
Total nSV = 90
*.*
optimization finished, #iter = 265
nu = 0.366754
obj = -424.227190, rho = 0.271242
nSV = 87, nBSV = 57
Total nSV = 87
.*
optimization finished, #iter = 285
nu = 0.376342
obj = -425.129288, rho = 0.399111
nSV = 87, nBSV = 57
Total nSV = 87
.*
optimization finished, #iter = 339
nu = 0.369041
obj = -426.973881, rho = 0.694060
nSV = 90, nBSV = 54
Total nSV = 90
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 343
nu = 0.373636
obj = -476.313533, rho = 0.677876
nSV = 89, nBSV = 58
Total nSV = 89
.*
optimization finished, #iter = 346
nu = 0.361379
obj = -471.970293, rho = 0.725690
nSV = 89, nBSV = 53
Total nSV = 89
.*
optimization finished, #iter = 296
nu = 0.360773
obj = -476.689280, rho = 0.233147
nSV = 85, nBSV = 55
Total nSV = 85
.*
optimization finished, #iter = 274
nu = 0.368625
obj = -475.865565, rho = 0.435823
nSV = 88, nBSV = 56
Total nSV = 88
.*.*
optimization finished, #iter = 392
nu = 0.364633
obj = -480.012652, rho = 0.723856
nSV = 91, nBSV = 52
Total nSV = 91
Cross Validation Accuracy = 81.6667%
.*.*
optimization finished, #iter = 387
nu = 0.365615
obj = -530.993066, rho = 0.740294
nSV = 88, nBSV = 55
Total nSV = 88
.*.*
optimization finished, #iter = 388
nu = 0.354283
obj = -528.836844, rho = 0.816075
nSV = 88, nBSV = 48
Total nSV = 88
.*.*
optimization finished, #iter = 393
nu = 0.355706
obj = -534.983698, rho = 0.204414
nSV = 84, nBSV = 51
Total nSV = 84
.*
optimization finished, #iter = 342
nu = 0.361171
obj = -532.137359, rho = 0.474425
nSV = 91, nBSV = 55
Total nSV = 91
.*.*
optimization finished, #iter = 489
nu = 0.359119
obj = -538.893744, rho = 0.821667
nSV = 91, nBSV = 50
Total nSV = 91
Cross Validation Accuracy = 80.8333%
.*.*
optimization finished, #iter = 434
nu = 0.357333
obj = -591.113850, rho = 0.758716
nSV = 89, nBSV = 50
Total nSV = 89
.*.*
optimization finished, #iter = 443
nu = 0.347234
obj = -592.077154, rho = 0.932977
nSV = 88, nBSV = 48
Total nSV = 88
.*
optimization finished, #iter = 352
nu = 0.350335
obj = -599.527026, rho = 0.177610
nSV = 84, nBSV = 50
Total nSV = 84
.*.*
optimization finished, #iter = 421
nu = 0.353490
obj = -594.430014, rho = 0.502992
nSV = 90, nBSV = 51
Total nSV = 90
.*.*
optimization finished, #iter = 493
nu = 0.353604
obj = -604.232681, rho = 0.957848
nSV = 92, nBSV = 49
Total nSV = 92
Cross Validation Accuracy = 82.0833%
.*.*
optimization finished, #iter = 463
nu = 0.347669
obj = -657.282965, rho = 0.798519
nSV = 90, nBSV = 49
Total nSV = 90
.*.*
optimization finished, #iter = 457
nu = 0.340350
obj = -662.208624, rho = 1.043074
nSV = 87, nBSV = 46
Total nSV = 87
.*.*
optimization finished, #iter = 401
nu = 0.344414
obj = -670.799179, rho = 0.164095
nSV = 83, nBSV = 48
Total nSV = 83
.*.*
optimization finished, #iter = 495
nu = 0.345737
obj = -663.283258, rho = 0.504426
nSV = 92, nBSV = 49
Total nSV = 92
.*.*
optimization finished, #iter = 491
nu = 0.348746
obj = -676.349404, rho = 1.114748
nSV = 92, nBSV = 49
Total nSV = 92
Cross Validation Accuracy = 82.5%
.*.*
optimization finished, #iter = 549
nu = 0.339375
obj = -729.978329, rho = 0.835071
nSV = 88, nBSV = 48
Total nSV = 88
.*.*
optimization finished, #iter = 452
nu = 0.333561
obj = -739.748873, rho = 1.116336
nSV = 87, nBSV = 45
Total nSV = 87
.*.*
optimization finished, #iter = 416
nu = 0.339273
obj = -749.168925, rho = 0.182841
nSV = 83, nBSV = 45
Total nSV = 83
.*.*
optimization finished, #iter = 556
nu = 0.338287
obj = -739.159059, rho = 0.490559
nSV = 90, nBSV = 47
Total nSV = 90
..*.*
optimization finished, #iter = 637
nu = 0.343827
obj = -755.423750, rho = 1.206773
nSV = 93, nBSV = 46
Total nSV = 93
Cross Validation Accuracy = 80.8333%
..*
optimization finished, #iter = 564
nu = 0.331678
obj = -809.048323, rho = 0.900643
nSV = 86, nBSV = 44
Total nSV = 86
.*.*
optimization finished, #iter = 461
nu = 0.326955
obj = -825.224233, rho = 1.195963
nSV = 86, nBSV = 45
Total nSV = 86
.*.*
optimization finished, #iter = 456
nu = 0.334088
obj = -834.669446, rho = 0.228752
nSV = 81, nBSV = 42
Total nSV = 81
.*.*
optimization finished, #iter = 520
nu = 0.331730
obj = -822.306017, rho = 0.504411
nSV = 88, nBSV = 44
Total nSV = 88
..*.*
optimization finished, #iter = 585
nu = 0.336933
obj = -842.009070, rho = 1.237066
nSV = 93, nBSV = 43
Total nSV = 93
Cross Validation Accuracy = 80.8333%
.*.*
optimization finished, #iter = 522
nu = 0.323571
obj = -894.701401, rho = 0.939108
nSV = 86, nBSV = 42
Total nSV = 86
.*.*
optimization finished, #iter = 505
nu = 0.321056
obj = -918.860261, rho = 1.283690
nSV = 86, nBSV = 44
Total nSV = 86
.*.*
optimization finished, #iter = 501
nu = 0.326963
obj = -927.776181, rho = 0.306252
nSV = 81, nBSV = 40
Total nSV = 81
..*.*
optimization finished, #iter = 604
nu = 0.324084
obj = -912.851731, rho = 0.475323
nSV = 88, nBSV = 42
Total nSV = 88
..*.*
optimization finished, #iter = 716
nu = 0.330068
obj = -936.936965, rho = 1.294568
nSV = 94, nBSV = 42
Total nSV = 94
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 559
nu = 0.314929
obj = -987.002107, rho = 0.928662
nSV = 85, nBSV = 40
Total nSV = 85
..*.*
optimization finished, #iter = 597
nu = 0.315297
obj = -1020.600633, rho = 1.342932
nSV = 86, nBSV = 39
Total nSV = 86
..*
optimization finished, #iter = 552
nu = 0.318266
obj = -1029.700150, rho = 0.396698
nSV = 81, nBSV = 38
Total nSV = 81
..*.*
optimization finished, #iter = 636
nu = 0.316049
obj = -1011.576810, rho = 0.434577
nSV = 86, nBSV = 40
Total nSV = 86
..*.*
optimization finished, #iter = 706
nu = 0.323100
obj = -1040.266463, rho = 1.389586
nSV = 93, nBSV = 40
Total nSV = 93
Cross Validation Accuracy = 80.4167%
..*.*
optimization finished, #iter = 673
nu = 0.307559
obj = -1085.642852, rho = 0.854506
nSV = 84, nBSV = 36
Total nSV = 84
..*.*
optimization finished, #iter = 652
nu = 0.308643
obj = -1130.612688, rho = 1.393578
nSV = 87, nBSV = 37
Total nSV = 87
.*.*
optimization finished, #iter = 574
nu = 0.310295
obj = -1141.091358, rho = 0.521629
nSV = 82, nBSV = 37
Total nSV = 82
..*.*
optimization finished, #iter = 617
nu = 0.307043
obj = -1118.979096, rho = 0.298951
nSV = 85, nBSV = 37
Total nSV = 85
...*.*
optimization finished, #iter = 910
nu = 0.315330
obj = -1152.700902, rho = 1.512237
nSV = 92, nBSV = 37
Total nSV = 92
Cross Validation Accuracy = 80.4167%
..*.*
optimization finished, #iter = 736
nu = 0.299264
obj = -1189.677777, rho = 0.727573
nSV = 87, nBSV = 33
Total nSV = 87
..*.*
optimization finished, #iter = 715
nu = 0.301749
obj = -1248.930000, rho = 1.480500
nSV = 85, nBSV = 34
Total nSV = 85
..*.*
optimization finished, #iter = 683
nu = 0.303093
obj = -1261.697662, rho = 0.662624
nSV = 82, nBSV = 34
Total nSV = 82
..*.*
optimization finished, #iter = 652
nu = 0.298547
obj = -1235.665520, rho = 0.133212
nSV = 86, nBSV = 37
Total nSV = 86
...*..*
optimization finished, #iter = 993
nu = 0.306975
obj = -1274.673281, rho = 1.648131
nSV = 92, nBSV = 35
Total nSV = 92
Cross Validation Accuracy = 80%
..*..*
optimization finished, #iter = 931
nu = 0.289454
obj = -1299.377157, rho = 0.615959
nSV = 87, nBSV = 32
Total nSV = 87
...*.*
optimization finished, #iter = 776
nu = 0.294729
obj = -1375.519217, rho = 1.689429
nSV = 83, nBSV = 33
Total nSV = 83
..*..*
optimization finished, #iter = 783
nu = 0.295275
obj = -1391.306953, rho = 0.805384
nSV = 84, nBSV = 32
Total nSV = 84
..*..*
optimization finished, #iter = 792
nu = 0.289455
obj = -1361.759806, rho = 0.027937
nSV = 87, nBSV = 35
Total nSV = 87
...*.*
optimization finished, #iter = 888
nu = 0.298016
obj = -1406.988026, rho = 1.795445
nSV = 90, nBSV = 33
Total nSV = 90
Cross Validation Accuracy = 80.4167%
...*.*
optimization finished, #iter = 929
nu = 0.279334
obj = -1414.259483, rho = 0.545012
nSV = 86, nBSV = 30
Total nSV = 86
...*.*
optimization finished, #iter = 881
nu = 0.286648
obj = -1509.568890, rho = 1.871787
nSV = 81, nBSV = 27
Total nSV = 81
..*..*
optimization finished, #iter = 772
nu = 0.287510
obj = -1529.998808, rho = 1.064493
nSV = 83, nBSV = 31
Total nSV = 83
..*.*
optimization finished, #iter = 707
nu = 0.281059
obj = -1497.522939, rho = 0.047083
nSV = 86, nBSV = 33
Total nSV = 86
...*..*
optimization finished, #iter = 1069
nu = 0.287401
obj = -1550.603500, rho = 1.892706
nSV = 88, nBSV = 30
Total nSV = 88
Cross Validation Accuracy = 80%
...*.*
optimization finished, #iter = 909
nu = 0.266414
obj = -1535.198125, rho = 0.542921
nSV = 85, nBSV = 26
Total nSV = 85
...*.*
optimization finished, #iter = 896
nu = 0.277677
obj = -1651.699630, rho = 1.930150
nSV = 82, nBSV = 27
Total nSV = 82
...*.*
optimization finished, #iter = 876
nu = 0.279954
obj = -1676.508174, rho = 1.358158
nSV = 85, nBSV = 29
Total nSV = 85
..*..*
optimization finished, #iter = 877
nu = 0.273809
obj = -1641.475763, rho = 0.098013
nSV = 86, nBSV = 32
Total nSV = 86
...*..*
optimization finished, #iter = 999
nu = 0.277259
obj = -1707.517588, rho = 2.017728
nSV = 86, nBSV = 31
Total nSV = 86
Cross Validation Accuracy = 79.1667%
...*..*
optimization finished, #iter = 1057
nu = 0.253880
obj = -1663.579927, rho = 0.565208
nSV = 84, nBSV = 23
Total nSV = 84
...*..*
optimization finished, #iter = 973
nu = 0.268273
obj = -1800.762216, rho = 1.958949
nSV = 83, nBSV = 24
Total nSV = 83
...*..*
optimization finished, #iter = 1008
nu = 0.271991
obj = -1829.809022, rho = 1.461026
nSV = 84, nBSV = 26
Total nSV = 84
..*..*
optimization finished, #iter = 835
nu = 0.266267
obj = -1791.622874, rho = 0.135569
nSV = 85, nBSV = 29
Total nSV = 85
....*.*
optimization finished, #iter = 1139
nu = 0.268114
obj = -1877.257124, rho = 2.136063
nSV = 85, nBSV = 28
Total nSV = 85
Cross Validation Accuracy = 79.5833%
....*.*
optimization finished, #iter = 1102
nu = 0.242905
obj = -1797.889307, rho = 0.616452
nSV = 84, nBSV = 22
Total nSV = 84
....*.*
optimization finished, #iter = 1106
nu = 0.257154
obj = -1958.080441, rho = 2.019547
nSV = 84, nBSV = 23
Total nSV = 84
....*..*
optimization finished, #iter = 1173
nu = 0.262500
obj = -1988.932331, rho = 1.520815
nSV = 84, nBSV = 23
Total nSV = 84
...*..*
optimization finished, #iter = 1055
nu = 0.257502
obj = -1947.272534, rho = 0.248869
nSV = 84, nBSV = 26
Total nSV = 84
...*..*
optimization finished, #iter = 1019
nu = 0.258912
obj = -2059.890901, rho = 2.221636
nSV = 86, nBSV = 26
Total nSV = 86
Cross Validation Accuracy = 78.75%
....*.*
optimization finished, #iter = 1107
nu = 0.232853
obj = -1935.318374, rho = 0.728074
nSV = 81, nBSV = 21
Total nSV = 81
....*..*
optimization finished, #iter = 1310
nu = 0.246416
obj = -2123.760459, rho = 1.960541
nSV = 84, nBSV = 22
Total nSV = 84
....*...*
optimization finished, #iter = 1369
nu = 0.251138
obj = -2155.000225, rho = 1.626000
nSV = 84, nBSV = 22
Total nSV = 84
....*..*
optimization finished, #iter = 1160
nu = 0.247122
obj = -2107.967818, rho = 0.533364
nSV = 85, nBSV = 23
Total nSV = 85
....*..*
optimization finished, #iter = 1194
nu = 0.250068
obj = -2255.148746, rho = 2.347401
nSV = 87, nBSV = 24
Total nSV = 87
Cross Validation Accuracy = 79.1667%
...*..*
optimization finished, #iter = 1084
nu = 0.222817
obj = -2072.779867, rho = 0.716104
nSV = 78, nBSV = 21
Total nSV = 78
....*..*
optimization finished, #iter = 1209
nu = 0.235884
obj = -2295.635696, rho = 1.854220
nSV = 86, nBSV = 19
Total nSV = 86
.....*..*
optimization finished, #iter = 1507
nu = 0.241385
obj = -2326.664862, rho = 1.775956
nSV = 85, nBSV = 22
Total nSV = 85
....*..*
optimization finished, #iter = 1202
nu = 0.234064
obj = -2275.713235, rho = 0.765258
nSV = 86, nBSV = 20
Total nSV = 86
....*..*
optimization finished, #iter = 1331
nu = 0.241379
obj = -2462.606182, rho = 2.441881
nSV = 89, nBSV = 24
Total nSV = 89
Cross Validation Accuracy = 80%
....*.*
optimization finished, #iter = 1118
nu = 0.213255
obj = -2206.368077, rho = 0.735780
nSV = 77, nBSV = 20
Total nSV = 77
....*...*
optimization finished, #iter = 1423
nu = 0.223883
obj = -2474.110249, rho = 1.754885
nSV = 85, nBSV = 16
Total nSV = 85
.....*..*
optimization finished, #iter = 1502
nu = 0.230723
obj = -2499.871169, rho = 2.075988
nSV = 83, nBSV = 18
Total nSV = 83
.....*..*
optimization finished, #iter = 1394
nu = 0.221258
obj = -2453.899223, rho = 0.944918
nSV = 85, nBSV = 19
Total nSV = 85
....*...*
optimization finished, #iter = 1391
nu = 0.233102
obj = -2680.333800, rho = 2.465178
nSV = 90, nBSV = 23
Total nSV = 90
Cross Validation Accuracy = 79.5833%
....*..*
optimization finished, #iter = 1275
nu = 0.203373
obj = -2330.864104, rho = 0.875893
nSV = 79, nBSV = 17
Total nSV = 79
.....*..*
optimization finished, #iter = 1360
nu = 0.210739
obj = -2662.746682, rho = 1.853724
nSV = 84, nBSV = 16
Total nSV = 84
.....*..*
optimization finished, #iter = 1496
nu = 0.218554
obj = -2675.902149, rho = 2.241127
nSV = 82, nBSV = 17
Total nSV = 82
.....*..*
optimization finished, #iter = 1434
nu = 0.209098
obj = -2641.750817, rho = 1.105697
nSV = 82, nBSV = 15
Total nSV = 82
.....*..*
optimization finished, #iter = 1476
nu = 0.225080
obj = -2905.167998, rho = 2.506726
nSV = 88, nBSV = 21
Total nSV = 88
Cross Validation Accuracy = 79.1667%
....*..*
optimization finished, #iter = 1313
nu = 0.191098
obj = -2443.968580, rho = 0.929771
nSV = 78, nBSV = 15
Total nSV = 78
......*..*
optimization finished, #iter = 1704
nu = 0.198967
obj = -2861.607392, rho = 2.010075
nSV = 85, nBSV = 15
Total nSV = 85
.....*...*
optimization finished, #iter = 1591
nu = 0.205194
obj = -2855.077176, rho = 2.348757
nSV = 82, nBSV = 14
Total nSV = 82
....*...*
optimization finished, #iter = 1354
nu = 0.196652
obj = -2839.816003, rho = 1.275765
nSV = 81, nBSV = 14
Total nSV = 81
.....*...*
optimization finished, #iter = 1597
nu = 0.215795
obj = -3135.272029, rho = 2.593096
nSV = 88, nBSV = 18
Total nSV = 88
Cross Validation Accuracy = 79.1667%
....*...*
optimization finished, #iter = 1364
nu = 0.177695
obj = -2546.790320, rho = 1.045700
nSV = 77, nBSV = 13
Total nSV = 77
.....*...*
optimization finished, #iter = 1670
nu = 0.187340
obj = -3068.778182, rho = 2.270567
nSV = 84, nBSV = 11
Total nSV = 84
......*...*
optimization finished, #iter = 1767
nu = 0.191057
obj = -3043.202278, rho = 2.462949
nSV = 83, nBSV = 13
Total nSV = 83
.....*..*
optimization finished, #iter = 1516
nu = 0.184858
obj = -3049.608097, rho = 1.469388
nSV = 81, nBSV = 12
Total nSV = 81
......*...*
optimization finished, #iter = 1848
nu = 0.206823
obj = -3368.542294, rho = 2.691541
nSV = 90, nBSV = 17
Total nSV = 90
Cross Validation Accuracy = 79.1667%
....*..*
optimization finished, #iter = 1277
nu = 0.163149
obj = -2639.636816, rho = 1.081755
nSV = 76, nBSV = 9
Total nSV = 76
.....*....*
optimization finished, #iter = 1734
nu = 0.175549
obj = -3287.520418, rho = 2.392079
nSV = 85, nBSV = 10
Total nSV = 85
......*...*
optimization finished, #iter = 1810
nu = 0.178415
obj = -3239.732352, rho = 2.436663
nSV = 82, nBSV = 12
Total nSV = 82
.....*...*
optimization finished, #iter = 1561
nu = 0.173797
obj = -3270.998407, rho = 1.482934
nSV = 78, nBSV = 11
Total nSV = 78
......*...*
optimization finished, #iter = 1767
nu = 0.196068
obj = -3601.445562, rho = 2.877853
nSV = 87, nBSV = 14
Total nSV = 87
Cross Validation Accuracy = 78.3333%
.....*...*
optimization finished, #iter = 1568
nu = 0.149918
obj = -2724.463482, rho = 0.789438
nSV = 74, nBSV = 8
Total nSV = 74
.......*..*
optimization finished, #iter = 1879
nu = 0.164345
obj = -3517.077983, rho = 2.483838
nSV = 81, nBSV = 8
Total nSV = 81
.......*..*
optimization finished, #iter = 1836
nu = 0.166257
obj = -3443.437845, rho = 2.235598
nSV = 79, nBSV = 11
Total nSV = 79
.....*..*
optimization finished, #iter = 1522
nu = 0.163840
obj = -3502.075949, rho = 1.426829
nSV = 78, nBSV = 11
Total nSV = 78
......*....*
optimization finished, #iter = 1983
nu = 0.184811
obj = -3838.070568, rho = 2.786628
nSV = 88, nBSV = 13
Total nSV = 88
Cross Validation Accuracy = 77.9167%
....*...*
optimization finished, #iter = 1385
nu = 0.136030
obj = -2797.789852, rho = 0.553509
nSV = 73, nBSV = 5
Total nSV = 73
.......*...*
optimization finished, #iter = 2031
nu = 0.153185
obj = -3761.034992, rho = 2.455656
nSV = 82, nBSV = 7
Total nSV = 82
......*...*
optimization finished, #iter = 1803
nu = 0.154243
obj = -3655.470564, rho = 1.951612
nSV = 79, nBSV = 10
Total nSV = 79
....*...*
optimization finished, #iter = 1406
nu = 0.154517
obj = -3738.238841, rho = 1.290415
nSV = 78, nBSV = 10
Total nSV = 78
.......*...*
optimization finished, #iter = 2044
nu = 0.173780
obj = -4075.197265, rho = 2.716885
nSV = 88, nBSV = 10
Total nSV = 88
Cross Validation Accuracy = 77.9167%
.....*...*
optimization finished, #iter = 1616
nu = 0.123290
obj = -2862.113622, rho = 0.354008
nSV = 74, nBSV = 4
Total nSV = 74
......*...*
optimization finished, #iter = 1884
nu = 0.142810
obj = -4020.993134, rho = 2.445520
nSV = 83, nBSV = 7
Total nSV = 83
......*..*
optimization finished, #iter = 1666
nu = 0.143116
obj = -3876.948251, rho = 1.580936
nSV = 79, nBSV = 8
Total nSV = 79
.....*...*
optimization finished, #iter = 1570
nu = 0.145620
obj = -3977.831554, rho = 0.946094
nSV = 77, nBSV = 10
Total nSV = 77
.......*....*
optimization finished, #iter = 2140
nu = 0.162533
obj = -4311.294328, rho = 2.646637
nSV = 88, nBSV = 8
Total nSV = 88
Cross Validation Accuracy = 77.9167%
.....*..*
optimization finished, #iter = 1457
nu = 0.110216
obj = -2918.689508, rho = 0.303469
nSV = 73, nBSV = 3
Total nSV = 73
.......*..*
optimization finished, #iter = 1883
nu = 0.133106
obj = -4296.787318, rho = 2.391337
nSV = 80, nBSV = 6
Total nSV = 80
......*...*
optimization finished, #iter = 1769
nu = 0.132543
obj = -4107.840632, rho = 1.197392
nSV = 79, nBSV = 7
Total nSV = 79
......*...*
optimization finished, #iter = 1808
nu = 0.137565
obj = -4212.545766, rho = 0.501085
nSV = 78, nBSV = 9
Total nSV = 78
........*....*
optimization finished, #iter = 2363
nu = 0.149765
obj = -4551.537442, rho = 2.531527
nSV = 89, nBSV = 6
Total nSV = 89
Cross Validation Accuracy = 78.3333%
.....*...*
optimization finished, #iter = 1627
nu = 0.099024
obj = -2968.293616, rho = 0.194161
nSV = 73, nBSV = 3
Total nSV = 73
.......*...*
optimization finished, #iter = 2026
nu = 0.123697
obj = -4590.836899, rho = 2.368943
nSV = 82, nBSV = 6
Total nSV = 82
.......*...*
optimization finished, #iter = 2077
nu = 0.123217
obj = -4346.651125, rho = 0.768817
nSV = 80, nBSV = 7
Total nSV = 80
.......*..*
optimization finished, #iter = 1899
nu = 0.127977
obj = -4441.806876, rho = 0.186125
nSV = 76, nBSV = 7
Total nSV = 76
.......*....*
optimization finished, #iter = 2258
nu = 0.137495
obj = -4806.335835, rho = 2.458500
nSV = 87, nBSV = 6
Total nSV = 87
Cross Validation Accuracy = 78.3333%
.....*...*
optimization finished, #iter = 1594
nu = 0.090011
obj = -3000.628584, rho = 0.121236
nSV = 72, nBSV = 3
Total nSV = 72
.......*...*
optimization finished, #iter = 2013
nu = 0.115268
obj = -4905.189918, rho = 2.388037
nSV = 82, nBSV = 6
Total nSV = 82
........*....*
optimization finished, #iter = 2412
nu = 0.114595
obj = -4587.421646, rho = 0.310853
nSV = 81, nBSV = 5
Total nSV = 81
......*...*
optimization finished, #iter = 1869
nu = 0.117016
obj = -4679.314048, rho = -0.146300
nSV = 75, nBSV = 6
Total nSV = 75
........*....*
optimization finished, #iter = 2311
nu = 0.126975
obj = -5073.506188, rho = 2.360722
nSV = 85, nBSV = 5
Total nSV = 85
Cross Validation Accuracy = 78.3333%
.....*...*
optimization finished, #iter = 1614
nu = 0.080341
obj = -3010.290821, rho = -0.024022
nSV = 71, nBSV = 1
Total nSV = 71
.......*...*
optimization finished, #iter = 2029
nu = 0.108188
obj = -5235.369655, rho = 2.445290
nSV = 81, nBSV = 6
Total nSV = 81
..........*...*
optimization finished, #iter = 2533
nu = 0.106043
obj = -4830.847545, rho = -0.213137
nSV = 80, nBSV = 4
Total nSV = 80
......*..*
optimization finished, #iter = 1713
nu = 0.107972
obj = -4929.247083, rho = -0.401919
nSV = 72, nBSV = 6
Total nSV = 72
........*....*
optimization finished, #iter = 2397
nu = 0.117983
obj = -5344.667920, rho = 2.188114
nSV = 84, nBSV = 5
Total nSV = 84
Cross Validation Accuracy = 77.5%
.....*...*
optimization finished, #iter = 1719
nu = 0.069984
obj = -3010.302767, rho = -0.029152
nSV = 71, nBSV = 0
Total nSV = 71
.......*....*
optimization finished, #iter = 2166
nu = 0.102233
obj = -5569.228000, rho = 2.507555
nSV = 79, nBSV = 6
Total nSV = 79
.........*...*
optimization finished, #iter = 2480
nu = 0.097681
obj = -5076.807779, rho = -0.518430
nSV = 80, nBSV = 3
Total nSV = 80
.......*..*
optimization finished, #iter = 1796
nu = 0.099163
obj = -5183.699556, rho = -0.471835
nSV = 72, nBSV = 4
Total nSV = 72
.........*....*
optimization finished, #iter = 2549
nu = 0.109118
obj = -5612.612408, rho = 2.071481
nSV = 84, nBSV = 4
Total nSV = 84
Cross Validation Accuracy = 78.3333%
.....*...*
optimization finished, #iter = 1719
nu = 0.060924
obj = -3010.302767, rho = -0.029152
nSV = 71, nBSV = 0
Total nSV = 71
.........*...*
optimization finished, #iter = 2310
nu = 0.097052
obj = -5892.033709, rho = 2.545722
nSV = 80, nBSV = 6
Total nSV = 80
.........*.....*
optimization finished, #iter = 2758
nu = 0.090095
obj = -5325.460435, rho = -0.744475
nSV = 79, nBSV = 2
Total nSV = 79
.......*....*
optimization finished, #iter = 2163
nu = 0.090956
obj = -5449.890170, rho = -0.482801
nSV = 72, nBSV = 3
Total nSV = 72
.........*....*
optimization finished, #iter = 2627
nu = 0.100219
obj = -5883.255407, rho = 2.056194
nSV = 84, nBSV = 3
Total nSV = 84
Cross Validation Accuracy = 78.3333%
.....*...*
optimization finished, #iter = 1719
nu = 0.053038
obj = -3010.302767, rho = -0.029152
nSV = 71, nBSV = 0
Total nSV = 71
.........*...*
optimization finished, #iter = 2401
nu = 0.089804
obj = -6202.619138, rho = 2.534940
nSV = 82, nBSV = 3
Total nSV = 82
.........*....*
optimization finished, #iter = 2635
nu = 0.081939
obj = -5582.520498, rho = -0.717153
nSV = 79, nBSV = 2
Total nSV = 79
........*...*
optimization finished, #iter = 2169
nu = 0.083469
obj = -5726.522462, rho = -0.447327
nSV = 72, nBSV = 3
Total nSV = 72
..........*...*
optimization finished, #iter = 2624
nu = 0.092362
obj = -6154.195441, rho = 2.048638
nSV = 84, nBSV = 3
Total nSV = 84
Cross Validation Accuracy = 78.3333%
.....*...*
optimization finished, #iter = 1719
nu = 0.046172
obj = -3010.302767, rho = -0.029152
nSV = 71, nBSV = 0
Total nSV = 71
.........*....*
optimization finished, #iter = 2530
nu = 0.082709
obj = -6518.512266, rho = 2.553221
nSV = 81, nBSV = 2
Total nSV = 81
..........*....*
optimization finished, #iter = 2852
nu = 0.074840
obj = -5854.059182, rho = -0.683980
nSV = 79, nBSV = 2
Total nSV = 79
........*...*
optimization finished, #iter = 2271
nu = 0.076910
obj = -6009.362744, rho = -0.280157
nSV = 72, nBSV = 3
Total nSV = 72
.........*....*
optimization finished, #iter = 2665
nu = 0.084884
obj = -6416.222494, rho = 2.071142
nSV = 84, nBSV = 2
Total nSV = 84
Cross Validation Accuracy = 78.3333%
.....*...*
optimization finished, #iter = 1719
nu = 0.040195
obj = -3010.302767, rho = -0.029152
nSV = 71, nBSV = 0
Total nSV = 71
.........*....*
optimization finished, #iter = 2510
nu = 0.075662
obj = -6846.666754, rho = 2.492735
nSV = 80, nBSV = 2
Total nSV = 80
..........*.....*
optimization finished, #iter = 3011
nu = 0.068715
obj = -6134.081162, rho = -0.596128
nSV = 80, nBSV = 2
Total nSV = 80
........*....*
optimization finished, #iter = 2457
nu = 0.070692
obj = -6291.709731, rho = -0.019049
nSV = 70, nBSV = 2
Total nSV = 70
.........*....*
optimization finished, #iter = 2529
nu = 0.077225
obj = -6679.624841, rho = 2.161054
nSV = 84, nBSV = 2
Total nSV = 84
Cross Validation Accuracy = 77.5%
.....*...*
optimization finished, #iter = 1719
nu = 0.034992
obj = -3010.302767, rho = -0.029152
nSV = 71, nBSV = 0
Total nSV = 71
.........*...*
optimization finished, #iter = 2490
nu = 0.069531
obj = -7186.474824, rho = 2.411321
nSV = 82, nBSV = 2
Total nSV = 82
...........*....*
optimization finished, #iter = 2949
nu = 0.063313
obj = -6413.796396, rho = -0.589787
nSV = 78, nBSV = 2
Total nSV = 78
.........*...*
optimization finished, #iter = 2384
nu = 0.065109
obj = -6573.661475, rho = 0.453379
nSV = 71, nBSV = 2
Total nSV = 71
.........*....*
optimization finished, #iter = 2613
nu = 0.070609
obj = -6942.819543, rho = 2.325059
nSV = 82, nBSV = 2
Total nSV = 82
Cross Validation Accuracy = 77.0833%
.....*...*
optimization finished, #iter = 1719
nu = 0.030462
obj = -3010.302767, rho = -0.029152
nSV = 71, nBSV = 0
Total nSV = 71
........*....*
optimization finished, #iter = 2375
nu = 0.064170
obj = -7528.104866, rho = 2.314140
nSV = 83, nBSV = 2
Total nSV = 83
.............*....*
optimization finished, #iter = 3309
nu = 0.058395
obj = -6683.520614, rho = -0.394586
nSV = 81, nBSV = 2
Total nSV = 81
.........*...*
optimization finished, #iter = 2318
nu = 0.060224
obj = -6841.730347, rho = 0.987950
nSV = 71, nBSV = 2
Total nSV = 71
..........*...*
optimization finished, #iter = 2630
nu = 0.064971
obj = -7189.271378, rho = 2.698837
nSV = 83, nBSV = 2
Total nSV = 83
Cross Validation Accuracy = 75.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.165599, rho = 0.988384
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165573, rho = 0.988342
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.165555, rho = 0.987292
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165603, rho = 0.988255
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.163600, rho = 0.988058
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.190157, rho = 0.986657
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190122, rho = 0.986609
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190100, rho = 0.985405
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190162, rho = 0.986508
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.187852, rho = 0.986282
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.218338, rho = 0.984673
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218291, rho = 0.984603
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218262, rho = 0.983235
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218344, rho = 0.984502
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.215680, rho = 0.984242
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.250680, rho = 0.982252
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250617, rho = 0.982314
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250579, rho = 0.980742
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.250687, rho = 0.982198
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.247612, rho = 0.981899
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.287792, rho = 0.979612
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287711, rho = 0.979315
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.287659, rho = 0.977878
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.287801, rho = 0.979551
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.284249, rho = 0.979207
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.330366, rho = 0.976430
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330258, rho = 0.976239
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.330190, rho = 0.974589
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.330378, rho = 0.976510
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.326273, rho = 0.976116
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.379221, rho = 0.972924
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379078, rho = 0.972705
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.378988, rho = 0.970810
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.379236, rho = 0.973017
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.374486, rho = 0.972563
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.435233, rho = 0.968898
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435044, rho = 0.968647
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.434927, rho = 0.966469
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.435253, rho = 0.969005
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.429752, rho = 0.968484
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.499453, rho = 0.964274
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.499205, rho = 0.963985
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.499049, rho = 0.961484
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.499479, rho = 0.964396
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.493102, rho = 0.963798
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.573068, rho = 0.958962
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.572741, rho = 0.958630
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.572536, rho = 0.955757
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.573104, rho = 0.959102
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.565699, rho = 0.958414
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.657428, rho = 0.952859
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.656997, rho = 0.952478
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.656726, rho = 0.949177
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.657476, rho = 0.953020
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.648867, rho = 0.952230
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.754042, rho = 0.945850
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.753473, rho = 0.945412
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.753115, rho = 0.941442
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.754105, rho = 0.946035
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.744080, rho = 0.945128
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.864666, rho = 0.937798
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.863915, rho = 0.937295
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.863442, rho = 0.932735
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.864749, rho = 0.938010
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.853053, rho = 0.936969
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.991276, rho = 0.928548
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.990285, rho = 0.927970
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.989661, rho = 0.922732
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.991385, rho = 0.928792
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.977713, rho = 0.927595
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.136068, rho = 0.917923
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.134761, rho = 0.917259
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.133937, rho = 0.911242
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.136212, rho = 0.918203
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.120195, rho = 0.916829
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.301556, rho = 0.905719
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.299831, rho = 0.904956
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.298744, rho = 0.898044
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.301746, rho = 0.906041
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.282934, rho = 0.904462
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.490555, rho = 0.891699
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.488280, rho = 0.890824
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.486846, rho = 0.882884
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.490806, rho = 0.892069
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.468653, rho = 0.890256
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.706267, rho = 0.875591
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.703264, rho = 0.874585
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.701372, rho = 0.865464
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.706598, rho = 0.876016
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.680431, rho = 0.873932
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.952096, rho = 0.857091
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.948133, rho = 0.855935
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.945636, rho = 0.845458
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.952532, rho = 0.857579
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.921526, rho = 0.855186
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.231802, rho = 0.835851
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.226573, rho = 0.834524
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.223280, rho = 0.822696
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.232377, rho = 0.836412
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.195513, rho = 0.833663
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.549974, rho = 0.811438
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.543074, rho = 0.809913
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.538731, rho = 0.796711
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.550733, rho = 0.812081
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.506736, rho = 0.808924
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.910934, rho = 0.783404
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.901831, rho = 0.781652
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.896100, rho = 0.766488
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.911939, rho = 0.784542
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.859222, rho = 0.780127
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.319858, rho = 0.751194
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.307846, rho = 0.749182
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.300284, rho = 0.731763
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.321184, rho = 0.752501
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -3.257754, rho = 0.747431
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.781937, rho = 0.714241
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.766102, rho = 0.711882
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.756121, rho = 0.692349
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.783703, rho = 0.715710
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.879581
obj = -3.707048, rho = 0.709871
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -4.302674, rho = 0.671690
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.281759, rho = 0.669310
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.268588, rho = 0.646596
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.304983, rho = 0.673432
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.211924, rho = 0.666724
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.887395, rho = 0.622876
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.859799, rho = 0.620141
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.842431, rho = 0.593434
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.890443, rho = 0.624876
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.776946, rho = 0.617171
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.541555, rho = 0.566796
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.505143, rho = 0.563569
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.482218, rho = 0.533069
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.545576, rho = 0.569094
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.406492, rho = 0.560243
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 57.9167%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.269786, rho = 0.502377
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.221739, rho = 0.498670
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.191497, rho = 0.463527
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.275092, rho = 0.505017
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.879581
obj = -6.103831, rho = 0.494853
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 63.75%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -7.075591, rho = 0.428388
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.012194, rho = 0.424131
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.972292, rho = 0.383792
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.082593, rho = 0.431421
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.870703, rho = 0.419746
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 68.3333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -7.960872, rho = 0.343393
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.877220, rho = 0.338503
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.824565, rho = 0.291985
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.970110, rho = 0.346877
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.706704, rho = 0.333466
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -8.924580, rho = 0.245751
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.814199, rho = 0.240133
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.744725, rho = 0.187065
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -8.936770, rho = 0.249753
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -8.607787, rho = 0.234347
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.880132
obj = -9.961253, rho = 0.135763
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 84
nu = 0.873353
obj = -9.822075, rho = 0.177969
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 90
nu = 0.868108
obj = -9.731962, rho = 0.118069
nSV = 170, nBSV = 164
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.880802
obj = -9.977924, rho = 0.154803
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.861614
obj = -9.572663, rho = 0.175511
nSV = 166, nBSV = 163
Total nSV = 166
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.854446
obj = -11.089676, rho = 0.093189
nSV = 166, nBSV = 163
Total nSV = 166
*
optimization finished, #iter = 85
nu = 0.842948
obj = -10.939274, rho = 0.190236
nSV = 163, nBSV = 160
Total nSV = 163
*
optimization finished, #iter = 83
nu = 0.833568
obj = -10.837209, rho = 0.095649
nSV = 163, nBSV = 158
Total nSV = 163
*
optimization finished, #iter = 88
nu = 0.851010
obj = -11.124688, rho = 0.143602
nSV = 165, nBSV = 161
Total nSV = 165
*
optimization finished, #iter = 86
nu = 0.831648
obj = -10.648183, rho = 0.184869
nSV = 160, nBSV = 157
Total nSV = 160
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 83
nu = 0.829016
obj = -12.341272, rho = 0.065350
nSV = 161, nBSV = 159
Total nSV = 161
*
optimization finished, #iter = 86
nu = 0.820226
obj = -12.183863, rho = 0.148577
nSV = 160, nBSV = 154
Total nSV = 160
*
optimization finished, #iter = 82
nu = 0.812500
obj = -12.070465, rho = 0.041258
nSV = 158, nBSV = 154
Total nSV = 158
*
optimization finished, #iter = 86
nu = 0.827343
obj = -12.405998, rho = 0.111183
nSV = 160, nBSV = 158
Total nSV = 160
*
optimization finished, #iter = 86
nu = 0.814211
obj = -11.833397, rho = 0.123548
nSV = 157, nBSV = 152
Total nSV = 157
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.803367
obj = -13.736028, rho = 0.041228
nSV = 156, nBSV = 153
Total nSV = 156
*
optimization finished, #iter = 88
nu = 0.797104
obj = -13.560223, rho = 0.093308
nSV = 157, nBSV = 150
Total nSV = 157
*
optimization finished, #iter = 88
nu = 0.784332
obj = -13.447389, rho = 0.032445
nSV = 154, nBSV = 148
Total nSV = 154
*
optimization finished, #iter = 87
nu = 0.809763
obj = -13.820586, rho = 0.093954
nSV = 158, nBSV = 152
Total nSV = 158
*
optimization finished, #iter = 84
nu = 0.779111
obj = -13.149683, rho = 0.113316
nSV = 154, nBSV = 147
Total nSV = 154
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 90
nu = 0.774252
obj = -15.294355, rho = 0.040208
nSV = 153, nBSV = 147
Total nSV = 153
*
optimization finished, #iter = 83
nu = 0.770833
obj = -15.098490, rho = 0.087374
nSV = 150, nBSV = 146
Total nSV = 150
*
optimization finished, #iter = 81
nu = 0.759316
obj = -14.992414, rho = 0.016217
nSV = 148, nBSV = 143
Total nSV = 148
*
optimization finished, #iter = 86
nu = 0.782367
obj = -15.397328, rho = 0.075778
nSV = 153, nBSV = 147
Total nSV = 153
*
optimization finished, #iter = 84
nu = 0.756736
obj = -14.619286, rho = 0.077017
nSV = 147, nBSV = 140
Total nSV = 147
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 86
nu = 0.751777
obj = -17.034232, rho = -0.005516
nSV = 148, nBSV = 142
Total nSV = 148
*
optimization finished, #iter = 83
nu = 0.749140
obj = -16.813364, rho = 0.055269
nSV = 146, nBSV = 139
Total nSV = 146
*
optimization finished, #iter = 80
nu = 0.734787
obj = -16.717779, rho = -0.004418
nSV = 144, nBSV = 137
Total nSV = 144
*
optimization finished, #iter = 84
nu = 0.754309
obj = -17.167904, rho = 0.071198
nSV = 148, nBSV = 142
Total nSV = 148
*
optimization finished, #iter = 85
nu = 0.728504
obj = -16.261899, rho = 0.073518
nSV = 143, nBSV = 135
Total nSV = 143
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 93
nu = 0.722430
obj = -18.985251, rho = -0.010524
nSV = 144, nBSV = 135
Total nSV = 144
*
optimization finished, #iter = 85
nu = 0.722228
obj = -18.717959, rho = 0.039033
nSV = 143, nBSV = 134
Total nSV = 143
*
optimization finished, #iter = 82
nu = 0.710902
obj = -18.654283, rho = -0.003961
nSV = 141, nBSV = 134
Total nSV = 141
*
optimization finished, #iter = 86
nu = 0.732268
obj = -19.155390, rho = 0.057946
nSV = 143, nBSV = 138
Total nSV = 143
*
optimization finished, #iter = 82
nu = 0.703644
obj = -18.105184, rho = 0.075589
nSV = 138, nBSV = 131
Total nSV = 138
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.697973
obj = -21.188983, rho = 0.014250
nSV = 139, nBSV = 132
Total nSV = 139
*
optimization finished, #iter = 80
nu = 0.698311
obj = -20.856467, rho = 0.047495
nSV = 139, nBSV = 130
Total nSV = 139
*
optimization finished, #iter = 78
nu = 0.691477
obj = -20.819522, rho = -0.005019
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 78
nu = 0.711058
obj = -21.373517, rho = 0.067284
nSV = 138, nBSV = 134
Total nSV = 138
*
optimization finished, #iter = 83
nu = 0.679559
obj = -20.162496, rho = 0.087761
nSV = 135, nBSV = 126
Total nSV = 135
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 80
nu = 0.675584
obj = -23.664708, rho = 0.023132
nSV = 134, nBSV = 126
Total nSV = 134
*
optimization finished, #iter = 81
nu = 0.673127
obj = -23.259206, rho = 0.056188
nSV = 132, nBSV = 126
Total nSV = 132
*
optimization finished, #iter = 85
nu = 0.669286
obj = -23.238732, rho = 0.013640
nSV = 133, nBSV = 124
Total nSV = 133
*
optimization finished, #iter = 78
nu = 0.689181
obj = -23.852294, rho = 0.070245
nSV = 135, nBSV = 130
Total nSV = 135
*
optimization finished, #iter = 87
nu = 0.658528
obj = -22.471124, rho = 0.103806
nSV = 129, nBSV = 121
Total nSV = 129
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 76
nu = 0.655644
obj = -26.449081, rho = 0.029703
nSV = 131, nBSV = 123
Total nSV = 131
*
optimization finished, #iter = 81
nu = 0.653355
obj = -25.963167, rho = 0.096478
nSV = 129, nBSV = 121
Total nSV = 129
*
optimization finished, #iter = 76
nu = 0.646407
obj = -25.970635, rho = 0.014283
nSV = 127, nBSV = 120
Total nSV = 127
*
optimization finished, #iter = 84
nu = 0.672567
obj = -26.608912, rho = 0.107126
nSV = 132, nBSV = 124
Total nSV = 132
*
optimization finished, #iter = 80
nu = 0.633341
obj = -25.066054, rho = 0.116098
nSV = 125, nBSV = 118
Total nSV = 125
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.635130
obj = -29.582266, rho = 0.046311
nSV = 126, nBSV = 119
Total nSV = 126
*
optimization finished, #iter = 75
nu = 0.632519
obj = -28.989148, rho = 0.113350
nSV = 125, nBSV = 118
Total nSV = 125
*
optimization finished, #iter = 79
nu = 0.630386
obj = -29.023695, rho = -0.019172
nSV = 125, nBSV = 117
Total nSV = 125
*
optimization finished, #iter = 93
nu = 0.650219
obj = -29.683870, rho = 0.135982
nSV = 130, nBSV = 120
Total nSV = 130
*
optimization finished, #iter = 78
nu = 0.613907
obj = -27.985504, rho = 0.139070
nSV = 121, nBSV = 114
Total nSV = 121
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.618326
obj = -33.097729, rho = 0.083254
nSV = 124, nBSV = 116
Total nSV = 124
*
optimization finished, #iter = 79
nu = 0.615209
obj = -32.373293, rho = 0.128698
nSV = 122, nBSV = 115
Total nSV = 122
*
optimization finished, #iter = 75
nu = 0.611004
obj = -32.451547, rho = -0.005022
nSV = 122, nBSV = 113
Total nSV = 122
*
optimization finished, #iter = 81
nu = 0.627535
obj = -33.150298, rho = 0.167187
nSV = 127, nBSV = 115
Total nSV = 127
*
optimization finished, #iter = 80
nu = 0.594331
obj = -31.267638, rho = 0.147883
nSV = 116, nBSV = 109
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.601163
obj = -37.043033, rho = 0.110384
nSV = 120, nBSV = 112
Total nSV = 120
*
optimization finished, #iter = 76
nu = 0.596484
obj = -36.162249, rho = 0.143072
nSV = 119, nBSV = 112
Total nSV = 119
*
optimization finished, #iter = 74
nu = 0.592794
obj = -36.308232, rho = 0.023506
nSV = 119, nBSV = 110
Total nSV = 119
*
optimization finished, #iter = 84
nu = 0.606367
obj = -37.064663, rho = 0.193055
nSV = 123, nBSV = 112
Total nSV = 123
*
optimization finished, #iter = 83
nu = 0.576107
obj = -34.958516, rho = 0.180407
nSV = 115, nBSV = 105
Total nSV = 115
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.583562
obj = -41.474369, rho = 0.131381
nSV = 118, nBSV = 105
Total nSV = 118
*
optimization finished, #iter = 77
nu = 0.581619
obj = -40.404699, rho = 0.131697
nSV = 113, nBSV = 107
Total nSV = 113
*
optimization finished, #iter = 75
nu = 0.577640
obj = -40.640956, rho = 0.062845
nSV = 115, nBSV = 107
Total nSV = 115
*
optimization finished, #iter = 92
nu = 0.587130
obj = -41.490924, rho = 0.209550
nSV = 120, nBSV = 108
Total nSV = 120
*
optimization finished, #iter = 95
nu = 0.556897
obj = -39.123611, rho = 0.201464
nSV = 114, nBSV = 101
Total nSV = 114
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.564692
obj = -46.487978, rho = 0.161098
nSV = 114, nBSV = 104
Total nSV = 114
*
optimization finished, #iter = 92
nu = 0.562581
obj = -45.140754, rho = 0.136272
nSV = 112, nBSV = 100
Total nSV = 112
*
optimization finished, #iter = 91
nu = 0.563340
obj = -45.477998, rho = 0.061649
nSV = 112, nBSV = 100
Total nSV = 112
*
optimization finished, #iter = 88
nu = 0.572195
obj = -46.462322, rho = 0.196565
nSV = 115, nBSV = 104
Total nSV = 115
*
optimization finished, #iter = 100
nu = 0.540787
obj = -43.831907, rho = 0.222916
nSV = 110, nBSV = 96
Total nSV = 110
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 101
nu = 0.549796
obj = -52.155177, rho = 0.206750
nSV = 111, nBSV = 100
Total nSV = 111
*
optimization finished, #iter = 107
nu = 0.543417
obj = -50.492113, rho = 0.150326
nSV = 111, nBSV = 97
Total nSV = 111
*
optimization finished, #iter = 101
nu = 0.546463
obj = -50.907118, rho = 0.072427
nSV = 112, nBSV = 98
Total nSV = 112
*
optimization finished, #iter = 93
nu = 0.554247
obj = -52.069352, rho = 0.199697
nSV = 114, nBSV = 100
Total nSV = 114
*
optimization finished, #iter = 91
nu = 0.525419
obj = -49.139065, rho = 0.238967
nSV = 106, nBSV = 94
Total nSV = 106
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 96
nu = 0.537139
obj = -58.526250, rho = 0.236195
nSV = 108, nBSV = 97
Total nSV = 108
*
optimization finished, #iter = 103
nu = 0.526668
obj = -56.547011, rho = 0.162103
nSV = 107, nBSV = 95
Total nSV = 107
*
optimization finished, #iter = 108
nu = 0.530595
obj = -57.022925, rho = 0.081450
nSV = 109, nBSV = 93
Total nSV = 109
*
optimization finished, #iter = 91
nu = 0.541040
obj = -58.395209, rho = 0.205301
nSV = 110, nBSV = 99
Total nSV = 110
*
optimization finished, #iter = 94
nu = 0.510899
obj = -55.128278, rho = 0.234220
nSV = 104, nBSV = 92
Total nSV = 104
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 95
nu = 0.522466
obj = -65.695806, rho = 0.256554
nSV = 108, nBSV = 93
Total nSV = 108
*
optimization finished, #iter = 102
nu = 0.511449
obj = -63.382961, rho = 0.173563
nSV = 104, nBSV = 89
Total nSV = 104
*
optimization finished, #iter = 95
nu = 0.514637
obj = -63.934462, rho = 0.098015
nSV = 107, nBSV = 92
Total nSV = 107
*
optimization finished, #iter = 96
nu = 0.528060
obj = -65.479751, rho = 0.211108
nSV = 108, nBSV = 95
Total nSV = 108
*
optimization finished, #iter = 110
nu = 0.498707
obj = -61.880198, rho = 0.251570
nSV = 102, nBSV = 89
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 106
nu = 0.507925
obj = -73.813451, rho = 0.281395
nSV = 108, nBSV = 92
Total nSV = 108
*
optimization finished, #iter = 111
nu = 0.497293
obj = -71.095418, rho = 0.191917
nSV = 103, nBSV = 88
Total nSV = 103
*
optimization finished, #iter = 99
nu = 0.503207
obj = -71.719734, rho = 0.111663
nSV = 103, nBSV = 90
Total nSV = 103
*
optimization finished, #iter = 107
nu = 0.514324
obj = -73.444742, rho = 0.212457
nSV = 106, nBSV = 92
Total nSV = 106
*
optimization finished, #iter = 125
nu = 0.485258
obj = -69.479300, rho = 0.291177
nSV = 103, nBSV = 85
Total nSV = 103
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 101
nu = 0.494472
obj = -83.015060, rho = 0.298526
nSV = 105, nBSV = 90
Total nSV = 105
*
optimization finished, #iter = 129
nu = 0.484236
obj = -79.797113, rho = 0.216046
nSV = 102, nBSV = 84
Total nSV = 102
*
optimization finished, #iter = 122
nu = 0.489318
obj = -80.455814, rho = 0.128602
nSV = 102, nBSV = 84
Total nSV = 102
*
optimization finished, #iter = 104
nu = 0.500190
obj = -82.425395, rho = 0.234224
nSV = 104, nBSV = 86
Total nSV = 104
*
optimization finished, #iter = 117
nu = 0.471103
obj = -78.094142, rho = 0.328084
nSV = 101, nBSV = 81
Total nSV = 101
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 98
nu = 0.483375
obj = -93.423036, rho = 0.320694
nSV = 100, nBSV = 88
Total nSV = 100
*
optimization finished, #iter = 126
nu = 0.473043
obj = -89.593375, rho = 0.241296
nSV = 99, nBSV = 81
Total nSV = 99
*
optimization finished, #iter = 130
nu = 0.475980
obj = -90.332393, rho = 0.150960
nSV = 99, nBSV = 79
Total nSV = 99
*
optimization finished, #iter = 100
nu = 0.486921
obj = -92.579452, rho = 0.272508
nSV = 102, nBSV = 86
Total nSV = 102
*
optimization finished, #iter = 144
nu = 0.458926
obj = -87.876171, rho = 0.360392
nSV = 99, nBSV = 78
Total nSV = 99
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.473985
obj = -105.147186, rho = 0.337921
nSV = 97, nBSV = 85
Total nSV = 97
*
optimization finished, #iter = 118
nu = 0.460705
obj = -100.626162, rho = 0.259252
nSV = 97, nBSV = 76
Total nSV = 97
*
optimization finished, #iter = 132
nu = 0.463683
obj = -101.489549, rho = 0.191037
nSV = 97, nBSV = 78
Total nSV = 97
*
optimization finished, #iter = 105
nu = 0.475395
obj = -104.026466, rho = 0.307539
nSV = 100, nBSV = 83
Total nSV = 100
*
optimization finished, #iter = 132
nu = 0.447747
obj = -98.963300, rho = 0.400984
nSV = 95, nBSV = 76
Total nSV = 95
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 91
nu = 0.466336
obj = -118.277387, rho = 0.324952
nSV = 95, nBSV = 81
Total nSV = 95
*
optimization finished, #iter = 139
nu = 0.448772
obj = -113.094973, rho = 0.270700
nSV = 97, nBSV = 74
Total nSV = 97
*
optimization finished, #iter = 140
nu = 0.452424
obj = -114.098338, rho = 0.213022
nSV = 97, nBSV = 76
Total nSV = 97
*
optimization finished, #iter = 104
nu = 0.464597
obj = -116.933599, rho = 0.323203
nSV = 97, nBSV = 80
Total nSV = 97
*
optimization finished, #iter = 145
nu = 0.438354
obj = -111.509965, rho = 0.427742
nSV = 94, nBSV = 72
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 105
nu = 0.457341
obj = -132.983548, rho = 0.298683
nSV = 93, nBSV = 78
Total nSV = 93
*
optimization finished, #iter = 137
nu = 0.438557
obj = -127.183956, rho = 0.279653
nSV = 95, nBSV = 74
Total nSV = 95
*
optimization finished, #iter = 150
nu = 0.441602
obj = -128.328876, rho = 0.220206
nSV = 97, nBSV = 71
Total nSV = 97
*
optimization finished, #iter = 126
nu = 0.456510
obj = -131.397420, rho = 0.325032
nSV = 97, nBSV = 77
Total nSV = 97
*
optimization finished, #iter = 161
nu = 0.429054
obj = -125.686988, rho = 0.451967
nSV = 94, nBSV = 70
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 117
nu = 0.448823
obj = -149.467044, rho = 0.253904
nSV = 93, nBSV = 78
Total nSV = 93
*
optimization finished, #iter = 136
nu = 0.429832
obj = -143.021657, rho = 0.267695
nSV = 94, nBSV = 73
Total nSV = 94
*
optimization finished, #iter = 141
nu = 0.432309
obj = -144.383519, rho = 0.222922
nSV = 94, nBSV = 71
Total nSV = 94
*
optimization finished, #iter = 113
nu = 0.446674
obj = -147.583058, rho = 0.299941
nSV = 95, nBSV = 74
Total nSV = 95
*
optimization finished, #iter = 153
nu = 0.420862
obj = -141.710508, rho = 0.466089
nSV = 93, nBSV = 70
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 117
nu = 0.441256
obj = -167.879633, rho = 0.200991
nSV = 92, nBSV = 76
Total nSV = 92
*.*
optimization finished, #iter = 192
nu = 0.420888
obj = -160.800120, rho = 0.274342
nSV = 95, nBSV = 67
Total nSV = 95
*
optimization finished, #iter = 127
nu = 0.425249
obj = -162.392237, rho = 0.239814
nSV = 90, nBSV = 69
Total nSV = 90
*
optimization finished, #iter = 124
nu = 0.438074
obj = -165.726479, rho = 0.264680
nSV = 94, nBSV = 74
Total nSV = 94
*
optimization finished, #iter = 182
nu = 0.412782
obj = -159.785029, rho = 0.444781
nSV = 93, nBSV = 65
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 153
nu = 0.434333
obj = -188.338885, rho = 0.199627
nSV = 92, nBSV = 71
Total nSV = 92
*.*
optimization finished, #iter = 201
nu = 0.411204
obj = -180.829358, rho = 0.309515
nSV = 95, nBSV = 67
Total nSV = 95
*
optimization finished, #iter = 159
nu = 0.417075
obj = -182.525917, rho = 0.258561
nSV = 90, nBSV = 65
Total nSV = 90
*
optimization finished, #iter = 132
nu = 0.430386
obj = -185.955193, rho = 0.231098
nSV = 92, nBSV = 72
Total nSV = 92
*.*
optimization finished, #iter = 213
nu = 0.404981
obj = -180.190732, rho = 0.445567
nSV = 95, nBSV = 65
Total nSV = 95
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 175
nu = 0.426185
obj = -211.077476, rho = 0.238738
nSV = 91, nBSV = 69
Total nSV = 91
*
optimization finished, #iter = 184
nu = 0.402843
obj = -203.380333, rho = 0.348266
nSV = 93, nBSV = 66
Total nSV = 93
*
optimization finished, #iter = 167
nu = 0.409026
obj = -205.088294, rho = 0.278104
nSV = 88, nBSV = 64
Total nSV = 88
*
optimization finished, #iter = 159
nu = 0.422149
obj = -208.452274, rho = 0.214785
nSV = 92, nBSV = 69
Total nSV = 92
*.*
optimization finished, #iter = 210
nu = 0.397647
obj = -203.204375, rho = 0.455363
nSV = 92, nBSV = 63
Total nSV = 92
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 180
nu = 0.417650
obj = -236.332117, rho = 0.284716
nSV = 89, nBSV = 67
Total nSV = 89
*
optimization finished, #iter = 177
nu = 0.395721
obj = -228.669212, rho = 0.390114
nSV = 90, nBSV = 63
Total nSV = 90
*
optimization finished, #iter = 189
nu = 0.400363
obj = -230.361099, rho = 0.291077
nSV = 88, nBSV = 60
Total nSV = 88
*.*
optimization finished, #iter = 192
nu = 0.412418
obj = -233.549129, rho = 0.226233
nSV = 91, nBSV = 66
Total nSV = 91
*.*
optimization finished, #iter = 243
nu = 0.391130
obj = -229.128384, rho = 0.473201
nSV = 92, nBSV = 62
Total nSV = 92
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 185
nu = 0.409528
obj = -264.356809, rho = 0.352748
nSV = 87, nBSV = 65
Total nSV = 87
*.*
optimization finished, #iter = 227
nu = 0.388587
obj = -256.936206, rho = 0.426285
nSV = 89, nBSV = 60
Total nSV = 89
*.*
optimization finished, #iter = 202
nu = 0.391005
obj = -258.756357, rho = 0.282846
nSV = 88, nBSV = 57
Total nSV = 88
*.*
optimization finished, #iter = 215
nu = 0.402963
obj = -261.613987, rho = 0.241482
nSV = 89, nBSV = 62
Total nSV = 89
*.*
optimization finished, #iter = 241
nu = 0.385080
obj = -258.241508, rho = 0.517023
nSV = 92, nBSV = 59
Total nSV = 92
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 227
nu = 0.400912
obj = -295.366748, rho = 0.403762
nSV = 88, nBSV = 61
Total nSV = 88
*.*
optimization finished, #iter = 237
nu = 0.381716
obj = -288.497420, rho = 0.464918
nSV = 90, nBSV = 59
Total nSV = 90
*.*
optimization finished, #iter = 218
nu = 0.382317
obj = -290.707462, rho = 0.274672
nSV = 87, nBSV = 57
Total nSV = 87
*.*
optimization finished, #iter = 231
nu = 0.394263
obj = -292.901693, rho = 0.261827
nSV = 90, nBSV = 58
Total nSV = 90
*.*
optimization finished, #iter = 280
nu = 0.379481
obj = -290.862829, rho = 0.564829
nSV = 92, nBSV = 57
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 240
nu = 0.391461
obj = -329.713678, rho = 0.443834
nSV = 89, nBSV = 59
Total nSV = 89
*.*
optimization finished, #iter = 276
nu = 0.374970
obj = -323.649648, rho = 0.508535
nSV = 91, nBSV = 56
Total nSV = 91
*.*
optimization finished, #iter = 251
nu = 0.374480
obj = -326.561091, rho = 0.257717
nSV = 87, nBSV = 57
Total nSV = 87
*.*
optimization finished, #iter = 254
nu = 0.385451
obj = -327.736486, rho = 0.289398
nSV = 90, nBSV = 58
Total nSV = 90
.*
optimization finished, #iter = 305
nu = 0.374054
obj = -327.310293, rho = 0.625137
nSV = 92, nBSV = 55
Total nSV = 92
Cross Validation Accuracy = 81.6667%
.*
optimization finished, #iter = 320
nu = 0.382586
obj = -367.696369, rho = 0.513180
nSV = 91, nBSV = 58
Total nSV = 91
.*
optimization finished, #iter = 333
nu = 0.368102
obj = -362.743406, rho = 0.573642
nSV = 91, nBSV = 54
Total nSV = 91
.*
optimization finished, #iter = 263
nu = 0.367615
obj = -366.680118, rho = 0.218228
nSV = 88, nBSV = 57
Total nSV = 88
*.*
optimization finished, #iter = 245
nu = 0.376293
obj = -366.506257, rho = 0.299295
nSV = 91, nBSV = 56
Total nSV = 91
.*
optimization finished, #iter = 343
nu = 0.369011
obj = -367.902612, rho = 0.669576
nSV = 91, nBSV = 52
Total nSV = 91
Cross Validation Accuracy = 81.6667%
.*
optimization finished, #iter = 314
nu = 0.373934
obj = -409.549295, rho = 0.600450
nSV = 91, nBSV = 57
Total nSV = 91
.*
optimization finished, #iter = 358
nu = 0.360940
obj = -406.117580, rho = 0.654030
nSV = 89, nBSV = 49
Total nSV = 89
.*
optimization finished, #iter = 284
nu = 0.361620
obj = -411.341549, rho = 0.197205
nSV = 86, nBSV = 55
Total nSV = 86
.*
optimization finished, #iter = 306
nu = 0.368190
obj = -409.582499, rho = 0.327122
nSV = 90, nBSV = 55
Total nSV = 90
.*
optimization finished, #iter = 368
nu = 0.364089
obj = -412.926716, rho = 0.705507
nSV = 91, nBSV = 51
Total nSV = 91
Cross Validation Accuracy = 81.25%
.*
optimization finished, #iter = 363
nu = 0.365019
obj = -455.553931, rho = 0.631937
nSV = 90, nBSV = 54
Total nSV = 90
.*.*
optimization finished, #iter = 388
nu = 0.353251
obj = -454.309267, rho = 0.740973
nSV = 88, nBSV = 48
Total nSV = 88
.*
optimization finished, #iter = 283
nu = 0.356042
obj = -460.791287, rho = 0.178950
nSV = 84, nBSV = 51
Total nSV = 84
.*
optimization finished, #iter = 322
nu = 0.360318
obj = -457.238895, rho = 0.350843
nSV = 91, nBSV = 52
Total nSV = 91
.*.*
optimization finished, #iter = 414
nu = 0.358109
obj = -462.798396, rho = 0.810451
nSV = 91, nBSV = 49
Total nSV = 91
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 438
nu = 0.355073
obj = -506.080822, rho = 0.652676
nSV = 92, nBSV = 50
Total nSV = 92
.*.*
optimization finished, #iter = 461
nu = 0.345840
obj = -507.745846, rho = 0.833101
nSV = 89, nBSV = 47
Total nSV = 89
.*.*
optimization finished, #iter = 404
nu = 0.349950
obj = -515.367675, rho = 0.143571
nSV = 86, nBSV = 50
Total nSV = 86
.*.*
optimization finished, #iter = 457
nu = 0.352032
obj = -509.843262, rho = 0.350176
nSV = 93, nBSV = 49
Total nSV = 93
.*.*
optimization finished, #iter = 471
nu = 0.352660
obj = -517.905154, rho = 0.929088
nSV = 93, nBSV = 49
Total nSV = 93
Cross Validation Accuracy = 80.8333%
.*.*
optimization finished, #iter = 429
nu = 0.345456
obj = -561.665321, rho = 0.687389
nSV = 90, nBSV = 48
Total nSV = 90
.*.*
optimization finished, #iter = 410
nu = 0.338457
obj = -566.825315, rho = 0.908493
nSV = 87, nBSV = 45
Total nSV = 87
.*
optimization finished, #iter = 340
nu = 0.344220
obj = -575.443733, rho = 0.133684
nSV = 83, nBSV = 47
Total nSV = 83
.*.*
optimization finished, #iter = 504
nu = 0.344071
obj = -567.834576, rho = 0.345249
nSV = 92, nBSV = 46
Total nSV = 92
.*.*
optimization finished, #iter = 493
nu = 0.347404
obj = -578.423542, rho = 1.002745
nSV = 94, nBSV = 48
Total nSV = 94
Cross Validation Accuracy = 80.8333%
.*.*
optimization finished, #iter = 457
nu = 0.337449
obj = -622.303050, rho = 0.733943
nSV = 86, nBSV = 45
Total nSV = 86
.*.*
optimization finished, #iter = 483
nu = 0.331506
obj = -631.937399, rho = 0.968249
nSV = 89, nBSV = 46
Total nSV = 89
.*
optimization finished, #iter = 344
nu = 0.338881
obj = -641.056998, rho = 0.154930
nSV = 82, nBSV = 46
Total nSV = 82
.*.*
optimization finished, #iter = 452
nu = 0.336346
obj = -631.474820, rho = 0.351906
nSV = 89, nBSV = 45
Total nSV = 89
..*.*
optimization finished, #iter = 577
nu = 0.341572
obj = -644.478256, rho = 1.038029
nSV = 93, nBSV = 43
Total nSV = 93
Cross Validation Accuracy = 80.8333%
.*.*
optimization finished, #iter = 560
nu = 0.328671
obj = -687.960987, rho = 0.762309
nSV = 86, nBSV = 42
Total nSV = 86
.*.*
optimization finished, #iter = 474
nu = 0.325145
obj = -703.279604, rho = 1.038338
nSV = 87, nBSV = 45
Total nSV = 87
.*.*
optimization finished, #iter = 421
nu = 0.332309
obj = -712.352041, rho = 0.209034
nSV = 82, nBSV = 43
Total nSV = 82
.*.*
optimization finished, #iter = 516
nu = 0.328821
obj = -700.898635, rho = 0.348825
nSV = 90, nBSV = 43
Total nSV = 90
..*.*
optimization finished, #iter = 662
nu = 0.334263
obj = -716.699528, rho = 1.071932
nSV = 95, nBSV = 42
Total nSV = 95
Cross Validation Accuracy = 80.4167%
..*.*
optimization finished, #iter = 621
nu = 0.320495
obj = -758.661894, rho = 0.775289
nSV = 87, nBSV = 39
Total nSV = 87
..*
optimization finished, #iter = 524
nu = 0.319121
obj = -780.808822, rho = 1.104329
nSV = 87, nBSV = 42
Total nSV = 87
.*.*
optimization finished, #iter = 504
nu = 0.323817
obj = -789.935902, rho = 0.279012
nSV = 82, nBSV = 38
Total nSV = 82
..*
optimization finished, #iter = 573
nu = 0.320739
obj = -776.436679, rho = 0.320560
nSV = 87, nBSV = 41
Total nSV = 87
..*.*
optimization finished, #iter = 661
nu = 0.327342
obj = -795.289206, rho = 1.143223
nSV = 94, nBSV = 40
Total nSV = 94
Cross Validation Accuracy = 80%
..*.*
optimization finished, #iter = 694
nu = 0.311885
obj = -834.313662, rho = 0.737674
nSV = 84, nBSV = 36
Total nSV = 84
..*.*
optimization finished, #iter = 582
nu = 0.312918
obj = -864.347149, rho = 1.129712
nSV = 88, nBSV = 37
Total nSV = 88
.*.*
optimization finished, #iter = 532
nu = 0.315160
obj = -874.678789, rho = 0.341563
nSV = 82, nBSV = 37
Total nSV = 82
..*.*
optimization finished, #iter = 605
nu = 0.312034
obj = -858.338298, rho = 0.234022
nSV = 87, nBSV = 39
Total nSV = 87
..*..*
optimization finished, #iter = 784
nu = 0.319231
obj = -880.578252, rho = 1.223168
nSV = 93, nBSV = 37
Total nSV = 93
Cross Validation Accuracy = 80%
..*.*
optimization finished, #iter = 679
nu = 0.303605
obj = -914.260788, rho = 0.641026
nSV = 88, nBSV = 34
Total nSV = 88
..*.*
optimization finished, #iter = 663
nu = 0.305628
obj = -953.947972, rho = 1.172806
nSV = 88, nBSV = 35
Total nSV = 88
..*.*
optimization finished, #iter = 618
nu = 0.307548
obj = -966.469720, rho = 0.455073
nSV = 82, nBSV = 37
Total nSV = 82
..*.*
optimization finished, #iter = 642
nu = 0.303059
obj = -947.176709, rho = 0.091932
nSV = 85, nBSV = 37
Total nSV = 85
..*.*
optimization finished, #iter = 750
nu = 0.310502
obj = -973.087373, rho = 1.299254
nSV = 92, nBSV = 36
Total nSV = 92
Cross Validation Accuracy = 79.1667%
..*.*
optimization finished, #iter = 706
nu = 0.293613
obj = -998.428334, rho = 0.526594
nSV = 88, nBSV = 33
Total nSV = 88
..*.*
optimization finished, #iter = 601
nu = 0.297845
obj = -1049.818779, rho = 1.299822
nSV = 85, nBSV = 34
Total nSV = 85
..*.*
optimization finished, #iter = 591
nu = 0.299510
obj = -1064.895764, rho = 0.595157
nSV = 84, nBSV = 33
Total nSV = 84
..*.*
optimization finished, #iter = 648
nu = 0.293789
obj = -1043.059566, rho = 0.011147
nSV = 87, nBSV = 34
Total nSV = 87
..*..*
optimization finished, #iter = 809
nu = 0.301252
obj = -1073.300685, rho = 1.421308
nSV = 91, nBSV = 35
Total nSV = 91
Cross Validation Accuracy = 79.1667%
..*.*
optimization finished, #iter = 748
nu = 0.283798
obj = -1086.589124, rho = 0.477342
nSV = 86, nBSV = 33
Total nSV = 86
..*.*
optimization finished, #iter = 736
nu = 0.289833
obj = -1151.420024, rho = 1.488242
nSV = 84, nBSV = 29
Total nSV = 84
..*.*
optimization finished, #iter = 625
nu = 0.291294
obj = -1170.167405, rho = 0.792121
nSV = 84, nBSV = 32
Total nSV = 84
..*.*
optimization finished, #iter = 656
nu = 0.284752
obj = -1146.260346, rho = 0.020632
nSV = 87, nBSV = 33
Total nSV = 87
...*.*
optimization finished, #iter = 912
nu = 0.290786
obj = -1181.579123, rho = 1.523381
nSV = 92, nBSV = 30
Total nSV = 92
Cross Validation Accuracy = 80%
...*..*
optimization finished, #iter = 977
nu = 0.271229
obj = -1178.524509, rho = 0.490366
nSV = 85, nBSV = 26
Total nSV = 85
...*.*
optimization finished, #iter = 853
nu = 0.280542
obj = -1258.550343, rho = 1.535304
nSV = 84, nBSV = 27
Total nSV = 84
..*..*
optimization finished, #iter = 768
nu = 0.283191
obj = -1281.468914, rho = 1.030065
nSV = 85, nBSV = 29
Total nSV = 85
..*.*
optimization finished, #iter = 627
nu = 0.277139
obj = -1255.834663, rho = 0.064322
nSV = 86, nBSV = 33
Total nSV = 86
..*..*
optimization finished, #iter = 848
nu = 0.279850
obj = -1299.875846, rho = 1.608073
nSV = 89, nBSV = 31
Total nSV = 89
Cross Validation Accuracy = 80.4167%
...*.*
optimization finished, #iter = 883
nu = 0.258401
obj = -1275.677059, rho = 0.530682
nSV = 84, nBSV = 24
Total nSV = 84
...*.*
optimization finished, #iter = 901
nu = 0.270711
obj = -1371.009675, rho = 1.527581
nSV = 85, nBSV = 24
Total nSV = 85
..*..*
optimization finished, #iter = 775
nu = 0.274859
obj = -1397.940182, rho = 1.117133
nSV = 84, nBSV = 27
Total nSV = 84
..*.*
optimization finished, #iter = 691
nu = 0.269757
obj = -1369.924574, rho = 0.088096
nSV = 85, nBSV = 30
Total nSV = 85
...*.*
optimization finished, #iter = 859
nu = 0.270236
obj = -1427.854019, rho = 1.692426
nSV = 88, nBSV = 28
Total nSV = 88
Cross Validation Accuracy = 80%
...*..*
optimization finished, #iter = 1056
nu = 0.246938
obj = -1377.047600, rho = 0.584393
nSV = 83, nBSV = 23
Total nSV = 83
...*..*
optimization finished, #iter = 1026
nu = 0.259054
obj = -1489.671894, rho = 1.575029
nSV = 85, nBSV = 23
Total nSV = 85
...*..*
optimization finished, #iter = 973
nu = 0.265052
obj = -1518.734702, rho = 1.170800
nSV = 83, nBSV = 24
Total nSV = 83
..*..*
optimization finished, #iter = 795
nu = 0.260576
obj = -1487.743198, rho = 0.165456
nSV = 87, nBSV = 25
Total nSV = 87
...*.*
optimization finished, #iter = 866
nu = 0.260689
obj = -1565.636074, rho = 1.754019
nSV = 86, nBSV = 26
Total nSV = 86
Cross Validation Accuracy = 79.5833%
...*..*
optimization finished, #iter = 977
nu = 0.236433
obj = -1480.597313, rho = 0.699867
nSV = 83, nBSV = 22
Total nSV = 83
...*..*
optimization finished, #iter = 1064
nu = 0.248021
obj = -1614.616725, rho = 1.516478
nSV = 86, nBSV = 23
Total nSV = 86
...*..*
optimization finished, #iter = 1141
nu = 0.253348
obj = -1644.786385, rho = 1.225896
nSV = 87, nBSV = 22
Total nSV = 87
...*..*
optimization finished, #iter = 973
nu = 0.249613
obj = -1609.660084, rho = 0.400517
nSV = 86, nBSV = 23
Total nSV = 86
...*..*
optimization finished, #iter = 1069
nu = 0.251469
obj = -1712.843477, rho = 1.852992
nSV = 89, nBSV = 24
Total nSV = 89
Cross Validation Accuracy = 79.5833%
..*..*
optimization finished, #iter = 912
nu = 0.225808
obj = -1583.881967, rho = 0.661727
nSV = 80, nBSV = 20
Total nSV = 80
...*..*
optimization finished, #iter = 1017
nu = 0.237284
obj = -1744.081665, rho = 1.435806
nSV = 87, nBSV = 19
Total nSV = 87
....*..*
optimization finished, #iter = 1243
nu = 0.243155
obj = -1775.495352, rho = 1.336149
nSV = 86, nBSV = 22
Total nSV = 86
...*..*
optimization finished, #iter = 1034
nu = 0.236393
obj = -1736.778818, rho = 0.617011
nSV = 86, nBSV = 20
Total nSV = 86
...*..*
optimization finished, #iter = 1010
nu = 0.242553
obj = -1869.238571, rho = 1.931312
nSV = 90, nBSV = 24
Total nSV = 90
Cross Validation Accuracy = 79.5833%
...*..*
optimization finished, #iter = 1040
nu = 0.215226
obj = -1684.950091, rho = 0.721749
nSV = 79, nBSV = 20
Total nSV = 79
....*..*
optimization finished, #iter = 1178
nu = 0.225163
obj = -1878.428611, rho = 1.345358
nSV = 86, nBSV = 16
Total nSV = 86
....*..*
optimization finished, #iter = 1228
nu = 0.232652
obj = -1907.687919, rho = 1.605193
nSV = 85, nBSV = 20
Total nSV = 85
...*..*
optimization finished, #iter = 1060
nu = 0.223151
obj = -1871.861295, rho = 0.752118
nSV = 85, nBSV = 18
Total nSV = 85
....*..*
optimization finished, #iter = 1186
nu = 0.234384
obj = -2032.861459, rho = 1.980734
nSV = 90, nBSV = 23
Total nSV = 90
Cross Validation Accuracy = 79.5833%
...*..*
optimization finished, #iter = 1031
nu = 0.204945
obj = -1779.582548, rho = 0.833003
nSV = 78, nBSV = 17
Total nSV = 78
....*..*
optimization finished, #iter = 1184
nu = 0.211814
obj = -2019.969580, rho = 1.427168
nSV = 85, nBSV = 15
Total nSV = 85
.....*..*
optimization finished, #iter = 1387
nu = 0.220455
obj = -2041.179000, rho = 1.766008
nSV = 83, nBSV = 16
Total nSV = 83
....*..*
optimization finished, #iter = 1194
nu = 0.210832
obj = -2014.443643, rho = 0.918899
nSV = 84, nBSV = 16
Total nSV = 84
....*..*
optimization finished, #iter = 1177
nu = 0.226064
obj = -2201.262052, rho = 2.008477
nSV = 89, nBSV = 21
Total nSV = 89
Cross Validation Accuracy = 79.1667%
....*.*
optimization finished, #iter = 1127
nu = 0.192668
obj = -1865.652292, rho = 0.877701
nSV = 79, nBSV = 15
Total nSV = 79
.....*..*
optimization finished, #iter = 1398
nu = 0.199634
obj = -2169.188271, rho = 1.548367
nSV = 85, nBSV = 14
Total nSV = 85
....*...*
optimization finished, #iter = 1375
nu = 0.207006
obj = -2176.771517, rho = 1.851237
nSV = 83, nBSV = 14
Total nSV = 83
....*..*
optimization finished, #iter = 1211
nu = 0.198112
obj = -2164.441969, rho = 1.053875
nSV = 82, nBSV = 13
Total nSV = 82
....*...*
optimization finished, #iter = 1339
nu = 0.216384
obj = -2373.893336, rho = 2.096797
nSV = 89, nBSV = 19
Total nSV = 89
Cross Validation Accuracy = 79.1667%
....*...*
optimization finished, #iter = 1353
nu = 0.178956
obj = -1943.729470, rho = 0.955187
nSV = 79, nBSV = 13
Total nSV = 79
.....*..*
optimization finished, #iter = 1448
nu = 0.187965
obj = -2324.737268, rho = 1.801688
nSV = 85, nBSV = 11
Total nSV = 85
.....*..*
optimization finished, #iter = 1489
nu = 0.192588
obj = -2318.875449, rho = 1.915047
nSV = 83, nBSV = 13
Total nSV = 83
.....*..*
optimization finished, #iter = 1344
nu = 0.186146
obj = -2323.629565, rho = 1.207704
nSV = 82, nBSV = 12
Total nSV = 82
....*..*
optimization finished, #iter = 1301
nu = 0.207539
obj = -2548.176572, rho = 2.174697
nSV = 90, nBSV = 17
Total nSV = 90
Cross Validation Accuracy = 79.1667%
....*..*
optimization finished, #iter = 1291
nu = 0.164311
obj = -2014.581717, rho = 0.974029
nSV = 77, nBSV = 9
Total nSV = 77
.....*...*
optimization finished, #iter = 1577
nu = 0.176146
obj = -2488.308514, rho = 1.893641
nSV = 84, nBSV = 10
Total nSV = 84
.....*...*
optimization finished, #iter = 1559
nu = 0.179805
obj = -2467.127446, rho = 1.871524
nSV = 82, nBSV = 12
Total nSV = 82
...*...*
optimization finished, #iter = 1185
nu = 0.175015
obj = -2491.562473, rho = 1.247046
nSV = 79, nBSV = 11
Total nSV = 79
.....*...*
optimization finished, #iter = 1562
nu = 0.196417
obj = -2721.810621, rho = 2.284608
nSV = 88, nBSV = 14
Total nSV = 88
Cross Validation Accuracy = 78.3333%
....*..*
optimization finished, #iter = 1236
nu = 0.150670
obj = -2079.839315, rho = 0.747144
nSV = 74, nBSV = 8
Total nSV = 74
.....*...*
optimization finished, #iter = 1569
nu = 0.164567
obj = -2659.552931, rho = 1.904637
nSV = 83, nBSV = 8
Total nSV = 83
.....*...*
optimization finished, #iter = 1664
nu = 0.167601
obj = -2620.121438, rho = 1.731847
nSV = 81, nBSV = 11
Total nSV = 81
....*..*
optimization finished, #iter = 1237
nu = 0.164889
obj = -2666.570890, rho = 1.190527
nSV = 80, nBSV = 12
Total nSV = 80
......*..*
optimization finished, #iter = 1653
nu = 0.185093
obj = -2897.596565, rho = 2.203792
nSV = 90, nBSV = 12
Total nSV = 90
Cross Validation Accuracy = 77.9167%
.....*.*
optimization finished, #iter = 1314
nu = 0.137137
obj = -2136.183927, rho = 0.540142
nSV = 73, nBSV = 5
Total nSV = 73
......*....*
optimization finished, #iter = 1938
nu = 0.153150
obj = -2842.066667, rho = 1.862745
nSV = 83, nBSV = 7
Total nSV = 83
.....*...*
optimization finished, #iter = 1712
nu = 0.155663
obj = -2777.838319, rho = 1.483781
nSV = 82, nBSV = 9
Total nSV = 82
....*...*
optimization finished, #iter = 1386
nu = 0.155248
obj = -2845.848922, rho = 1.045843
nSV = 79, nBSV = 10
Total nSV = 79
......*...*
optimization finished, #iter = 1741
nu = 0.173766
obj = -3073.071977, rho = 2.154322
nSV = 89, nBSV = 10
Total nSV = 89
Cross Validation Accuracy = 77.9167%
....*..*
optimization finished, #iter = 1321
nu = 0.124287
obj = -2185.035505, rho = 0.381307
nSV = 74, nBSV = 4
Total nSV = 74
.....*...*
optimization finished, #iter = 1673
nu = 0.142828
obj = -3036.644648, rho = 1.843967
nSV = 83, nBSV = 7
Total nSV = 83
.....*...*
optimization finished, #iter = 1536
nu = 0.144375
obj = -2941.853674, rho = 1.154903
nSV = 81, nBSV = 8
Total nSV = 81
....*..*
optimization finished, #iter = 1324
nu = 0.146243
obj = -3028.327865, rho = 0.730461
nSV = 78, nBSV = 10
Total nSV = 78
......*...*
optimization finished, #iter = 1804
nu = 0.162203
obj = -3247.786367, rho = 2.093280
nSV = 91, nBSV = 9
Total nSV = 91
Cross Validation Accuracy = 77.9167%
....*..*
optimization finished, #iter = 1273
nu = 0.111280
obj = -2227.104297, rho = 0.337462
nSV = 73, nBSV = 3
Total nSV = 73
......*...*
optimization finished, #iter = 1748
nu = 0.132939
obj = -3242.210107, rho = 1.781803
nSV = 82, nBSV = 6
Total nSV = 82
......*...*
optimization finished, #iter = 1728
nu = 0.133700
obj = -3111.088526, rho = 0.827338
nSV = 81, nBSV = 7
Total nSV = 81
....*...*
optimization finished, #iter = 1418
nu = 0.138393
obj = -3206.980093, rho = 0.318524
nSV = 77, nBSV = 9
Total nSV = 77
.......*...*
optimization finished, #iter = 1982
nu = 0.149272
obj = -3425.660588, rho = 2.043389
nSV = 90, nBSV = 6
Total nSV = 90
Cross Validation Accuracy = 77.9167%
....*...*
optimization finished, #iter = 1356
nu = 0.100018
obj = -2263.145138, rho = 0.254514
nSV = 72, nBSV = 3
Total nSV = 72
......*..*
optimization finished, #iter = 1703
nu = 0.123384
obj = -3462.474669, rho = 1.772426
nSV = 82, nBSV = 6
Total nSV = 82
.......*..*
optimization finished, #iter = 1739
nu = 0.124154
obj = -3284.774057, rho = 0.459260
nSV = 80, nBSV = 7
Total nSV = 80
.....*...*
optimization finished, #iter = 1626
nu = 0.128787
obj = -3379.914691, rho = 0.057531
nSV = 79, nBSV = 7
Total nSV = 79
.......*...*
optimization finished, #iter = 2066
nu = 0.137022
obj = -3614.239939, rho = 1.990642
nSV = 87, nBSV = 6
Total nSV = 87
Cross Validation Accuracy = 78.3333%
.....*..*
optimization finished, #iter = 1473
nu = 0.090564
obj = -2284.997866, rho = 0.191067
nSV = 72, nBSV = 2
Total nSV = 72
.....*...*
optimization finished, #iter = 1621
nu = 0.115010
obj = -3697.501807, rho = 1.759434
nSV = 83, nBSV = 6
Total nSV = 83
.......*..*
optimization finished, #iter = 1899
nu = 0.114858
obj = -3460.623405, rho = 0.108925
nSV = 81, nBSV = 5
Total nSV = 81
......*..*
optimization finished, #iter = 1688
nu = 0.117714
obj = -3558.764939, rho = -0.196868
nSV = 77, nBSV = 6
Total nSV = 77
.......*...*
optimization finished, #iter = 2090
nu = 0.126501
obj = -3811.028445, rho = 1.855478
nSV = 87, nBSV = 5
Total nSV = 87
Cross Validation Accuracy = 77.9167%
.....*...*
optimization finished, #iter = 1556
nu = 0.080717
obj = -2291.919305, rho = 0.082674
nSV = 72, nBSV = 1
Total nSV = 72
......*..*
optimization finished, #iter = 1659
nu = 0.107850
obj = -3943.735571, rho = 1.766972
nSV = 81, nBSV = 6
Total nSV = 81
.......*...*
optimization finished, #iter = 2067
nu = 0.106164
obj = -3638.431375, rho = -0.321387
nSV = 80, nBSV = 4
Total nSV = 80
.....*..*
optimization finished, #iter = 1457
nu = 0.108620
obj = -3746.412256, rho = -0.407537
nSV = 72, nBSV = 6
Total nSV = 72
........*...*
optimization finished, #iter = 2193
nu = 0.117528
obj = -4009.614693, rho = 1.692573
nSV = 84, nBSV = 5
Total nSV = 84
Cross Validation Accuracy = 77.5%
.....*...*
optimization finished, #iter = 1593
nu = 0.070306
obj = -2291.925430, rho = 0.081490
nSV = 71, nBSV = 0
Total nSV = 71
......*..*
optimization finished, #iter = 1715
nu = 0.101878
obj = -4192.441917, rho = 1.782747
nSV = 81, nBSV = 6
Total nSV = 81
.......*...*
optimization finished, #iter = 2005
nu = 0.097611
obj = -3818.020770, rho = -0.505516
nSV = 80, nBSV = 3
Total nSV = 80
......*..*
optimization finished, #iter = 1629
nu = 0.099799
obj = -3936.390963, rho = -0.493816
nSV = 72, nBSV = 4
Total nSV = 72
.......*...*
optimization finished, #iter = 2072
nu = 0.108517
obj = -4204.556800, rho = 1.679166
nSV = 85, nBSV = 3
Total nSV = 85
Cross Validation Accuracy = 77.9167%
.....*...*
optimization finished, #iter = 1593
nu = 0.061205
obj = -2291.925430, rho = 0.081490
nSV = 71, nBSV = 0
Total nSV = 71
......*...*
optimization finished, #iter = 1736
nu = 0.096693
obj = -4432.079063, rho = 1.791521
nSV = 80, nBSV = 6
Total nSV = 80
.......*....*
optimization finished, #iter = 2157
nu = 0.089555
obj = -3998.994342, rho = -0.623115
nSV = 79, nBSV = 2
Total nSV = 79
......*..*
optimization finished, #iter = 1636
nu = 0.091385
obj = -4134.533987, rho = -0.514629
nSV = 72, nBSV = 3
Total nSV = 72
.......*...*
optimization finished, #iter = 2085
nu = 0.099607
obj = -4401.071541, rho = 1.656370
nSV = 85, nBSV = 3
Total nSV = 85
Cross Validation Accuracy = 77.9167%
.....*...*
optimization finished, #iter = 1593
nu = 0.053282
obj = -2291.925430, rho = 0.081490
nSV = 71, nBSV = 0
Total nSV = 71
.......*...*
optimization finished, #iter = 2026
nu = 0.089590
obj = -4659.701111, rho = 1.804770
nSV = 82, nBSV = 3
Total nSV = 82
........*....*
optimization finished, #iter = 2332
nu = 0.081464
obj = -4188.468232, rho = -0.595253
nSV = 79, nBSV = 2
Total nSV = 79
......*..*
optimization finished, #iter = 1722
nu = 0.083910
obj = -4340.075370, rho = -0.494458
nSV = 73, nBSV = 3
Total nSV = 73
.......*....*
optimization finished, #iter = 2119
nu = 0.091741
obj = -4595.844480, rho = 1.645288
nSV = 85, nBSV = 3
Total nSV = 85
Cross Validation Accuracy = 77.9167%
.....*...*
optimization finished, #iter = 1593
nu = 0.046384
obj = -2291.925430, rho = 0.081490
nSV = 71, nBSV = 0
Total nSV = 71
........*...*
optimization finished, #iter = 2156
nu = 0.082269
obj = -4890.129292, rho = 1.778526
nSV = 82, nBSV = 2
Total nSV = 82
........*...*
optimization finished, #iter = 2249
nu = 0.074420
obj = -4387.295641, rho = -0.563167
nSV = 79, nBSV = 2
Total nSV = 79
.......*..*
optimization finished, #iter = 1845
nu = 0.077306
obj = -4548.364424, rho = -0.357554
nSV = 72, nBSV = 3
Total nSV = 72
.........*...*
optimization finished, #iter = 2310
nu = 0.083993
obj = -4783.160302, rho = 1.673942
nSV = 86, nBSV = 2
Total nSV = 86
Cross Validation Accuracy = 77.5%
.....*...*
optimization finished, #iter = 1593
nu = 0.040380
obj = -2291.925430, rho = 0.081490
nSV = 71, nBSV = 0
Total nSV = 71
........*...*
optimization finished, #iter = 2129
nu = 0.075238
obj = -5130.095017, rho = 1.713789
nSV = 83, nBSV = 2
Total nSV = 83
.........*....*
optimization finished, #iter = 2596
nu = 0.068235
obj = -4591.352865, rho = -0.580511
nSV = 80, nBSV = 2
Total nSV = 80
.......*...*
optimization finished, #iter = 1945
nu = 0.070824
obj = -4756.254892, rho = -0.104714
nSV = 71, nBSV = 2
Total nSV = 71
........*...*
optimization finished, #iter = 2161
nu = 0.076397
obj = -4971.775353, rho = 1.771780
nSV = 87, nBSV = 2
Total nSV = 87
Cross Validation Accuracy = 77.5%
.....*...*
optimization finished, #iter = 1593
nu = 0.035153
obj = -2291.925430, rho = 0.081490
nSV = 71, nBSV = 0
Total nSV = 71
.......*...*
optimization finished, #iter = 2071
nu = 0.069118
obj = -5376.937303, rho = 1.650229
nSV = 82, nBSV = 2
Total nSV = 82
...........*...*
optimization finished, #iter = 2869
nu = 0.062824
obj = -4793.885741, rho = -0.533658
nSV = 82, nBSV = 2
Total nSV = 82
......*....*
optimization finished, #iter = 1966
nu = 0.065198
obj = -4963.969420, rho = 0.279887
nSV = 72, nBSV = 2
Total nSV = 72
.........*...*
optimization finished, #iter = 2313
nu = 0.069813
obj = -5157.701979, rho = 1.922815
nSV = 86, nBSV = 2
Total nSV = 86
Cross Validation Accuracy = 76.6667%
.....*...*
optimization finished, #iter = 1593
nu = 0.030602
obj = -2291.925430, rho = 0.081490
nSV = 71, nBSV = 0
Total nSV = 71
.......*...*
optimization finished, #iter = 2053
nu = 0.063785
obj = -5622.495805, rho = 1.568312
nSV = 83, nBSV = 2
Total nSV = 83
..........*....*
optimization finished, #iter = 2821
nu = 0.057941
obj = -4987.610150, rho = -0.347768
nSV = 82, nBSV = 2
Total nSV = 82
.......*...*
optimization finished, #iter = 2008
nu = 0.060297
obj = -5159.630653, rho = 0.717882
nSV = 72, nBSV = 2
Total nSV = 72
........*....*
optimization finished, #iter = 2437
nu = 0.063917
obj = -5329.161764, rho = 2.160302
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75.4167%
.....*...*
optimization finished, #iter = 1593
nu = 0.026641
obj = -2291.925430, rho = 0.081490
nSV = 71, nBSV = 0
Total nSV = 71
.......*...*
optimization finished, #iter = 2023
nu = 0.059153
obj = -5854.478325, rho = 1.488233
nSV = 81, nBSV = 2
Total nSV = 81
..........*....*
optimization finished, #iter = 2792
nu = 0.053683
obj = -5160.631183, rho = -0.145790
nSV = 82, nBSV = 2
Total nSV = 82
.......*...*
optimization finished, #iter = 2059
nu = 0.055453
obj = -5331.145165, rho = 1.037273
nSV = 72, nBSV = 1
Total nSV = 72
.........*...*
optimization finished, #iter = 2475
nu = 0.057586
obj = -5494.590975, rho = 2.299599
nSV = 84, nBSV = 1
Total nSV = 84
Cross Validation Accuracy = 76.25%
.....*...*
optimization finished, #iter = 1593
nu = 0.023192
obj = -2291.925430, rho = 0.081490
nSV = 71, nBSV = 0
Total nSV = 71
........*...*
optimization finished, #iter = 2186
nu = 0.055044
obj = -6055.665521, rho = 1.560463
nSV = 81, nBSV = 2
Total nSV = 81
.........*.....*
optimization finished, #iter = 2763
nu = 0.049441
obj = -5296.916791, rho = 0.023046
nSV = 82, nBSV = 1
Total nSV = 82
........*..*
optimization finished, #iter = 2037
nu = 0.050670
obj = -5483.219424, rho = 1.128778
nSV = 71, nBSV = 1
Total nSV = 71
.........*....*
optimization finished, #iter = 2514
nu = 0.051897
obj = -5656.244229, rho = 2.651967
nSV = 83, nBSV = 1
Total nSV = 83
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.165577, rho = 0.987804
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165548, rho = 0.987692
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165531, rho = 0.986613
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.165580, rho = 0.987663
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.163575, rho = 0.987492
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.190129, rho = 0.986021
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190089, rho = 0.985858
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190067, rho = 0.984622
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190132, rho = 0.985828
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.187820, rho = 0.985632
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.218300, rho = 0.983942
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218249, rho = 0.983398
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218219, rho = 0.982335
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218304, rho = 0.983721
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.215638, rho = 0.983304
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.250629, rho = 0.981555
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250561, rho = 0.980929
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250522, rho = 0.979708
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250634, rho = 0.981301
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.247556, rho = 0.980822
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.287724, rho = 0.978812
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287635, rho = 0.978094
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.287583, rho = 0.976691
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.287731, rho = 0.978520
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.284175, rho = 0.977970
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.330277, rho = 0.975662
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330159, rho = 0.974905
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330091, rho = 0.973226
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.330287, rho = 0.975330
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.326174, rho = 0.974695
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.379103, rho = 0.971794
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378947, rho = 0.971172
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378858, rho = 0.969243
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.379115, rho = 0.971661
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.374356, rho = 0.970931
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.435078, rho = 0.967600
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.434872, rho = 0.966886
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.434754, rho = 0.964670
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.435094, rho = 0.967447
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.429580, rho = 0.966608
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.499249, rho = 0.962782
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.498978, rho = 0.961962
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.498821, rho = 0.959417
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.499270, rho = 0.962607
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.492875, rho = 0.961643
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.572799, rho = 0.957248
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.572440, rho = 0.956188
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.572234, rho = 0.953382
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.572826, rho = 0.957046
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.565400, rho = 0.955940
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.657073, rho = 0.950890
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.656601, rho = 0.949809
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.656328, rho = 0.946450
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.657109, rho = 0.950659
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.648472, rho = 0.949388
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.753573, rho = 0.943588
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.752950, rho = 0.942346
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.752590, rho = 0.938488
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.753621, rho = 0.943322
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.743559, rho = 0.941863
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.864047, rho = 0.935200
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.863225, rho = 0.933773
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.862750, rho = 0.929341
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.864110, rho = 0.934895
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.852366, rho = 0.933218
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.990459, rho = 0.925564
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.989373, rho = 0.923718
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.988747, rho = 0.918834
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.990542, rho = 0.925213
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.976806, rho = 0.923287
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.134991, rho = 0.914162
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.133558, rho = 0.912375
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.132731, rho = 0.906765
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.135100, rho = 0.914093
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.118998, rho = 0.911880
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.300134, rho = 0.901398
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.298243, rho = 0.899346
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.297153, rho = 0.892901
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.300279, rho = 0.901319
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.281356, rho = 0.898777
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.488680, rho = 0.886736
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.486185, rho = 0.884379
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.484746, rho = 0.876976
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.488871, rho = 0.886645
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.466571, rho = 0.883725
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.703792, rho = 0.869890
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.700499, rho = 0.867181
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.698601, rho = 0.858677
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.704043, rho = 0.869785
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.677684, rho = 0.866431
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.948829, rho = 0.850542
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.944484, rho = 0.847431
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.941979, rho = 0.837662
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -1.949161, rho = 0.850421
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.917901, rho = 0.846568
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.227493, rho = 0.828346
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.221761, rho = 0.825163
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.218455, rho = 0.813535
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.227930, rho = 0.828190
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.190731, rho = 0.823765
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.544288, rho = 0.802816
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.536723, rho = 0.799160
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.532370, rho = 0.785815
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.544864, rho = 0.802637
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.500426, rho = 0.797554
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.903431, rho = 0.773500
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.893459, rho = 0.769659
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.887707, rho = 0.753972
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.904193, rho = 0.773295
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.850895, rho = 0.767456
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -3.309958, rho = 0.739818
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.296799, rho = 0.735406
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.289209, rho = 0.717386
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.310962, rho = 0.739582
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.246766, rho = 0.732875
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -3.768891, rho = 0.701025
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.751526, rho = 0.696057
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.741511, rho = 0.675357
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.770215, rho = 0.700855
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -3.692549, rho = 0.693150
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -4.285438, rho = 0.656563
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.262524, rho = 0.651024
nSV = 174, nBSV = 169
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.249308, rho = 0.627078
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.287185, rho = 0.656368
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.192793, rho = 0.647517
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -4.864654, rho = 0.605499
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.834419, rho = 0.599137
nSV = 174, nBSV = 169
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.816981, rho = 0.571630
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.866958, rho = 0.605274
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.751703, rho = 0.595108
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -5.511547, rho = 0.546835
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.471652, rho = 0.539527
nSV = 174, nBSV = 169
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.448643, rho = 0.507930
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.514588, rho = 0.546577
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.373182, rho = 0.534898
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 59.5833%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -6.230190, rho = 0.479448
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.177548, rho = 0.470946
nSV = 174, nBSV = 169
Total nSV = 174
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.147185, rho = 0.434713
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.234202, rho = 0.479151
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.059878, rho = 0.465736
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 65.4167%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -7.023345, rho = 0.402050
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.953886, rho = 0.392368
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.913824, rho = 0.350715
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.028639, rho = 0.401709
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.812708, rho = 0.386300
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 71.6667%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -7.891935, rho = 0.313225
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.800283, rho = 0.301921
nSV = 174, nBSV = 169
Total nSV = 174
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.747420, rho = 0.254170
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.898919, rho = 0.312748
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.630179, rho = 0.295047
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 77.5%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -8.833615, rho = 0.211097
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -8.712678, rho = 0.198042
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.642925, rho = 0.142885
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.842831, rho = 0.210548
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -8.506810, rho = 0.190215
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.870466
obj = -9.846833, rho = 0.123299
nSV = 170, nBSV = 166
Total nSV = 170
*
optimization finished, #iter = 83
nu = 0.860542
obj = -9.702676, rho = 0.184553
nSV = 166, nBSV = 164
Total nSV = 166
*
optimization finished, #iter = 86
nu = 0.854167
obj = -9.616393, rho = 0.110448
nSV = 166, nBSV = 162
Total nSV = 166
*
optimization finished, #iter = 92
nu = 0.869224
obj = -9.861058, rho = 0.158023
nSV = 169, nBSV = 165
Total nSV = 169
*
optimization finished, #iter = 87
nu = 0.849346
obj = -9.458633, rho = 0.182409
nSV = 164, nBSV = 161
Total nSV = 164
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.848544
obj = -10.959504, rho = 0.069360
nSV = 165, nBSV = 162
Total nSV = 165
*
optimization finished, #iter = 82
nu = 0.833333
obj = -10.810120, rho = 0.182422
nSV = 161, nBSV = 158
Total nSV = 161
*
optimization finished, #iter = 82
nu = 0.827392
obj = -10.711566, rho = 0.069091
nSV = 161, nBSV = 158
Total nSV = 161
*
optimization finished, #iter = 86
nu = 0.843750
obj = -10.999488, rho = 0.124674
nSV = 164, nBSV = 160
Total nSV = 164
*
optimization finished, #iter = 82
nu = 0.827225
obj = -10.521921, rho = 0.168722
nSV = 159, nBSV = 157
Total nSV = 159
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.818653
obj = -12.195197, rho = 0.058966
nSV = 160, nBSV = 157
Total nSV = 160
*
optimization finished, #iter = 82
nu = 0.812500
obj = -12.035706, rho = 0.132196
nSV = 158, nBSV = 154
Total nSV = 158
*
optimization finished, #iter = 84
nu = 0.801022
obj = -11.929118, rho = 0.046027
nSV = 156, nBSV = 151
Total nSV = 156
*
optimization finished, #iter = 82
nu = 0.822917
obj = -12.263389, rho = 0.100457
nSV = 158, nBSV = 158
Total nSV = 158
*
optimization finished, #iter = 91
nu = 0.801885
obj = -11.685387, rho = 0.123219
nSV = 156, nBSV = 149
Total nSV = 156
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.792978
obj = -13.573482, rho = 0.035016
nSV = 155, nBSV = 150
Total nSV = 155
*
optimization finished, #iter = 85
nu = 0.786763
obj = -13.393387, rho = 0.093301
nSV = 153, nBSV = 149
Total nSV = 153
*
optimization finished, #iter = 83
nu = 0.773781
obj = -13.291425, rho = 0.031562
nSV = 152, nBSV = 147
Total nSV = 152
*
optimization finished, #iter = 86
nu = 0.799465
obj = -13.653744, rho = 0.093664
nSV = 156, nBSV = 151
Total nSV = 156
*
optimization finished, #iter = 81
nu = 0.773308
obj = -12.989765, rho = 0.102809
nSV = 150, nBSV = 146
Total nSV = 150
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 80
nu = 0.766839
obj = -15.116755, rho = 0.025559
nSV = 149, nBSV = 147
Total nSV = 149
*
optimization finished, #iter = 83
nu = 0.760804
obj = -14.911184, rho = 0.080389
nSV = 149, nBSV = 142
Total nSV = 149
*
optimization finished, #iter = 81
nu = 0.750000
obj = -14.814745, rho = 0.014385
nSV = 145, nBSV = 141
Total nSV = 145
*
optimization finished, #iter = 91
nu = 0.772656
obj = -15.210260, rho = 0.070249
nSV = 151, nBSV = 144
Total nSV = 151
*
optimization finished, #iter = 89
nu = 0.746269
obj = -14.439738, rho = 0.071696
nSV = 147, nBSV = 138
Total nSV = 147
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.741073
obj = -16.833929, rho = -0.003358
nSV = 147, nBSV = 139
Total nSV = 147
*
optimization finished, #iter = 83
nu = 0.738237
obj = -16.600716, rho = 0.050199
nSV = 145, nBSV = 138
Total nSV = 145
*
optimization finished, #iter = 79
nu = 0.725786
obj = -16.522244, rho = -0.011568
nSV = 141, nBSV = 136
Total nSV = 141
*
optimization finished, #iter = 82
nu = 0.743890
obj = -16.961855, rho = 0.061437
nSV = 146, nBSV = 140
Total nSV = 146
*
optimization finished, #iter = 88
nu = 0.718262
obj = -16.067681, rho = 0.068833
nSV = 142, nBSV = 134
Total nSV = 142
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 81
nu = 0.713648
obj = -18.769956, rho = -0.015014
nSV = 141, nBSV = 133
Total nSV = 141
*
optimization finished, #iter = 90
nu = 0.714285
obj = -18.482920, rho = 0.027156
nSV = 143, nBSV = 132
Total nSV = 143
*
optimization finished, #iter = 81
nu = 0.704507
obj = -18.435994, rho = -0.014209
nSV = 138, nBSV = 133
Total nSV = 138
*
optimization finished, #iter = 79
nu = 0.724522
obj = -18.919603, rho = 0.047652
nSV = 142, nBSV = 137
Total nSV = 142
*
optimization finished, #iter = 81
nu = 0.697494
obj = -17.886937, rho = 0.074522
nSV = 135, nBSV = 130
Total nSV = 135
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.691060
obj = -20.948991, rho = 0.008372
nSV = 136, nBSV = 129
Total nSV = 136
*
optimization finished, #iter = 82
nu = 0.687994
obj = -20.592675, rho = 0.035911
nSV = 137, nBSV = 129
Total nSV = 137
*
optimization finished, #iter = 81
nu = 0.683992
obj = -20.567102, rho = -0.009395
nSV = 134, nBSV = 126
Total nSV = 134
*
optimization finished, #iter = 80
nu = 0.702086
obj = -21.101940, rho = 0.065568
nSV = 138, nBSV = 132
Total nSV = 138
*
optimization finished, #iter = 76
nu = 0.672509
obj = -19.918017, rho = 0.088001
nSV = 131, nBSV = 125
Total nSV = 131
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 81
nu = 0.669187
obj = -23.397143, rho = 0.015060
nSV = 133, nBSV = 124
Total nSV = 133
*
optimization finished, #iter = 83
nu = 0.664005
obj = -22.971758, rho = 0.054633
nSV = 133, nBSV = 125
Total nSV = 133
*
optimization finished, #iter = 79
nu = 0.660420
obj = -22.963041, rho = 0.006934
nSV = 131, nBSV = 124
Total nSV = 131
*
optimization finished, #iter = 77
nu = 0.683048
obj = -23.547136, rho = 0.085110
nSV = 132, nBSV = 128
Total nSV = 132
*
optimization finished, #iter = 78
nu = 0.648361
obj = -22.194371, rho = 0.094688
nSV = 129, nBSV = 121
Total nSV = 129
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.646956
obj = -26.148590, rho = 0.032502
nSV = 130, nBSV = 122
Total nSV = 130
*
optimization finished, #iter = 76
nu = 0.645270
obj = -25.636854, rho = 0.091238
nSV = 127, nBSV = 120
Total nSV = 127
*
optimization finished, #iter = 80
nu = 0.641423
obj = -25.655589, rho = -0.004149
nSV = 125, nBSV = 118
Total nSV = 125
*
optimization finished, #iter = 86
nu = 0.663895
obj = -26.253462, rho = 0.109090
nSV = 131, nBSV = 121
Total nSV = 131
*
optimization finished, #iter = 80
nu = 0.626891
obj = -24.755011, rho = 0.104348
nSV = 126, nBSV = 116
Total nSV = 126
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.630273
obj = -29.241243, rho = 0.045641
nSV = 125, nBSV = 117
Total nSV = 125
*
optimization finished, #iter = 79
nu = 0.627096
obj = -28.611121, rho = 0.111233
nSV = 124, nBSV = 115
Total nSV = 124
*
optimization finished, #iter = 78
nu = 0.623481
obj = -28.666089, rho = -0.021783
nSV = 124, nBSV = 114
Total nSV = 124
*
optimization finished, #iter = 87
nu = 0.642131
obj = -29.287754, rho = 0.134314
nSV = 129, nBSV = 117
Total nSV = 129
*
optimization finished, #iter = 82
nu = 0.606556
obj = -27.631990, rho = 0.133960
nSV = 120, nBSV = 110
Total nSV = 120
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 86
nu = 0.612095
obj = -32.699141, rho = 0.076097
nSV = 124, nBSV = 113
Total nSV = 124
*
optimization finished, #iter = 80
nu = 0.607448
obj = -31.937184, rho = 0.121240
nSV = 122, nBSV = 113
Total nSV = 122
*
optimization finished, #iter = 83
nu = 0.603579
obj = -32.046448, rho = -0.000475
nSV = 122, nBSV = 111
Total nSV = 122
*
optimization finished, #iter = 91
nu = 0.619363
obj = -32.706187, rho = 0.159139
nSV = 124, nBSV = 112
Total nSV = 124
*
optimization finished, #iter = 91
nu = 0.587800
obj = -30.865888, rho = 0.155114
nSV = 116, nBSV = 107
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 82
nu = 0.594082
obj = -36.587640, rho = 0.102874
nSV = 120, nBSV = 111
Total nSV = 120
*
optimization finished, #iter = 74
nu = 0.589155
obj = -35.667386, rho = 0.140910
nSV = 117, nBSV = 111
Total nSV = 117
*
optimization finished, #iter = 87
nu = 0.586355
obj = -35.850061, rho = 0.043558
nSV = 119, nBSV = 109
Total nSV = 119
*
optimization finished, #iter = 95
nu = 0.598561
obj = -36.568365, rho = 0.187065
nSV = 124, nBSV = 110
Total nSV = 124
*
optimization finished, #iter = 96
nu = 0.568291
obj = -34.505240, rho = 0.180327
nSV = 115, nBSV = 101
Total nSV = 115
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 94
nu = 0.575623
obj = -40.967781, rho = 0.135582
nSV = 117, nBSV = 105
Total nSV = 117
*
optimization finished, #iter = 85
nu = 0.573557
obj = -39.829491, rho = 0.140681
nSV = 113, nBSV = 104
Total nSV = 113
*
optimization finished, #iter = 85
nu = 0.572144
obj = -40.109598, rho = 0.066774
nSV = 114, nBSV = 106
Total nSV = 114
*
optimization finished, #iter = 85
nu = 0.582043
obj = -40.923898, rho = 0.194977
nSV = 117, nBSV = 106
Total nSV = 117
*
optimization finished, #iter = 94
nu = 0.550461
obj = -38.616603, rho = 0.202181
nSV = 112, nBSV = 98
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 88
nu = 0.559117
obj = -45.916563, rho = 0.182183
nSV = 115, nBSV = 103
Total nSV = 115
*
optimization finished, #iter = 100
nu = 0.554509
obj = -44.500022, rho = 0.143012
nSV = 112, nBSV = 99
Total nSV = 112
*
optimization finished, #iter = 93
nu = 0.556779
obj = -44.856261, rho = 0.075149
nSV = 112, nBSV = 100
Total nSV = 112
*
optimization finished, #iter = 91
nu = 0.564045
obj = -45.814250, rho = 0.195385
nSV = 116, nBSV = 102
Total nSV = 116
*
optimization finished, #iter = 99
nu = 0.535077
obj = -43.240883, rho = 0.225206
nSV = 110, nBSV = 96
Total nSV = 110
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 96
nu = 0.546009
obj = -51.484019, rho = 0.213682
nSV = 109, nBSV = 98
Total nSV = 109
*
optimization finished, #iter = 112
nu = 0.535869
obj = -49.777454, rho = 0.162338
nSV = 109, nBSV = 94
Total nSV = 109
*
optimization finished, #iter = 105
nu = 0.540120
obj = -50.192626, rho = 0.086191
nSV = 110, nBSV = 96
Total nSV = 110
*
optimization finished, #iter = 84
nu = 0.548651
obj = -51.335429, rho = 0.195874
nSV = 113, nBSV = 100
Total nSV = 113
*
optimization finished, #iter = 88
nu = 0.518696
obj = -48.463084, rho = 0.240395
nSV = 107, nBSV = 93
Total nSV = 107
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 101
nu = 0.531089
obj = -57.726177, rho = 0.242619
nSV = 109, nBSV = 93
Total nSV = 109
*
optimization finished, #iter = 106
nu = 0.520000
obj = -55.736415, rho = 0.164781
nSV = 108, nBSV = 89
Total nSV = 108
*
optimization finished, #iter = 100
nu = 0.523684
obj = -56.206654, rho = 0.101421
nSV = 108, nBSV = 92
Total nSV = 108
*
optimization finished, #iter = 98
nu = 0.535670
obj = -57.516497, rho = 0.200717
nSV = 110, nBSV = 95
Total nSV = 110
*
optimization finished, #iter = 115
nu = 0.504904
obj = -54.356651, rho = 0.243253
nSV = 105, nBSV = 89
Total nSV = 105
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 106
nu = 0.515849
obj = -64.783147, rho = 0.264529
nSV = 109, nBSV = 92
Total nSV = 109
*
optimization finished, #iter = 120
nu = 0.504930
obj = -62.455067, rho = 0.175645
nSV = 104, nBSV = 86
Total nSV = 104
*
optimization finished, #iter = 105
nu = 0.510043
obj = -62.986591, rho = 0.111611
nSV = 106, nBSV = 91
Total nSV = 106
*
optimization finished, #iter = 98
nu = 0.521179
obj = -64.457612, rho = 0.204302
nSV = 108, nBSV = 93
Total nSV = 108
*
optimization finished, #iter = 119
nu = 0.492264
obj = -60.981996, rho = 0.263781
nSV = 104, nBSV = 86
Total nSV = 104
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 107
nu = 0.501514
obj = -72.769609, rho = 0.284724
nSV = 108, nBSV = 91
Total nSV = 108
*
optimization finished, #iter = 116
nu = 0.491314
obj = -70.029213, rho = 0.201070
nSV = 104, nBSV = 86
Total nSV = 104
*
optimization finished, #iter = 121
nu = 0.496045
obj = -70.600429, rho = 0.131877
nSV = 105, nBSV = 86
Total nSV = 105
*
optimization finished, #iter = 106
nu = 0.507414
obj = -72.263981, rho = 0.213410
nSV = 105, nBSV = 88
Total nSV = 105
*
optimization finished, #iter = 107
nu = 0.477911
obj = -68.468366, rho = 0.297592
nSV = 102, nBSV = 83
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 97
nu = 0.488986
obj = -81.807986, rho = 0.304665
nSV = 104, nBSV = 89
Total nSV = 104
*
optimization finished, #iter = 122
nu = 0.479105
obj = -78.552562, rho = 0.216252
nSV = 101, nBSV = 82
Total nSV = 101
*
optimization finished, #iter = 113
nu = 0.482647
obj = -79.185438, rho = 0.139740
nSV = 100, nBSV = 80
Total nSV = 100
*
optimization finished, #iter = 111
nu = 0.493145
obj = -81.066512, rho = 0.244887
nSV = 103, nBSV = 86
Total nSV = 103
*
optimization finished, #iter = 121
nu = 0.464714
obj = -76.959626, rho = 0.325908
nSV = 99, nBSV = 80
Total nSV = 99
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.478545
obj = -91.999073, rho = 0.332987
nSV = 98, nBSV = 86
Total nSV = 98
*
optimization finished, #iter = 132
nu = 0.466797
obj = -88.128936, rho = 0.238832
nSV = 98, nBSV = 76
Total nSV = 98
*
optimization finished, #iter = 136
nu = 0.469588
obj = -88.867400, rho = 0.173521
nSV = 100, nBSV = 79
Total nSV = 100
*
optimization finished, #iter = 98
nu = 0.481006
obj = -90.993187, rho = 0.279213
nSV = 100, nBSV = 85
Total nSV = 100
*
optimization finished, #iter = 138
nu = 0.453392
obj = -86.563686, rho = 0.357374
nSV = 98, nBSV = 76
Total nSV = 98
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.470856
obj = -103.417449, rho = 0.320864
nSV = 96, nBSV = 83
Total nSV = 96
*
optimization finished, #iter = 132
nu = 0.454262
obj = -98.934399, rho = 0.249118
nSV = 97, nBSV = 74
Total nSV = 97
*
optimization finished, #iter = 134
nu = 0.456997
obj = -99.807228, rho = 0.190389
nSV = 97, nBSV = 75
Total nSV = 97
*
optimization finished, #iter = 115
nu = 0.469329
obj = -102.166497, rho = 0.291228
nSV = 99, nBSV = 80
Total nSV = 99
*
optimization finished, #iter = 134
nu = 0.443290
obj = -97.421419, rho = 0.392199
nSV = 95, nBSV = 73
Total nSV = 95
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 95
nu = 0.462159
obj = -116.161854, rho = 0.305744
nSV = 94, nBSV = 79
Total nSV = 94
*
optimization finished, #iter = 132
nu = 0.442716
obj = -111.136651, rho = 0.259756
nSV = 97, nBSV = 74
Total nSV = 97
*
optimization finished, #iter = 132
nu = 0.446147
obj = -112.146839, rho = 0.184101
nSV = 97, nBSV = 71
Total nSV = 97
*
optimization finished, #iter = 126
nu = 0.459917
obj = -114.707597, rho = 0.288919
nSV = 97, nBSV = 76
Total nSV = 97
*
optimization finished, #iter = 133
nu = 0.433620
obj = -109.664323, rho = 0.414240
nSV = 95, nBSV = 70
Total nSV = 95
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 119
nu = 0.453111
obj = -130.410864, rho = 0.277028
nSV = 94, nBSV = 78
Total nSV = 94
*
optimization finished, #iter = 141
nu = 0.433562
obj = -124.868476, rho = 0.261756
nSV = 95, nBSV = 72
Total nSV = 95
*
optimization finished, #iter = 120
nu = 0.435969
obj = -126.058473, rho = 0.185162
nSV = 93, nBSV = 70
Total nSV = 93
*
optimization finished, #iter = 125
nu = 0.450198
obj = -128.727271, rho = 0.277174
nSV = 97, nBSV = 75
Total nSV = 97
*
optimization finished, #iter = 152
nu = 0.424540
obj = -123.486494, rho = 0.430314
nSV = 94, nBSV = 68
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 121
nu = 0.444934
obj = -146.303845, rho = 0.236970
nSV = 94, nBSV = 76
Total nSV = 94
*
optimization finished, #iter = 172
nu = 0.425048
obj = -140.240494, rho = 0.250551
nSV = 95, nBSV = 68
Total nSV = 95
*
optimization finished, #iter = 136
nu = 0.428514
obj = -141.657861, rho = 0.203679
nSV = 91, nBSV = 69
Total nSV = 91
*
optimization finished, #iter = 135
nu = 0.441058
obj = -144.415156, rho = 0.245456
nSV = 94, nBSV = 74
Total nSV = 94
*.*
optimization finished, #iter = 200
nu = 0.415887
obj = -139.066407, rho = 0.428825
nSV = 95, nBSV = 65
Total nSV = 95
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 132
nu = 0.437441
obj = -163.950477, rho = 0.210760
nSV = 92, nBSV = 74
Total nSV = 92
*
optimization finished, #iter = 182
nu = 0.415066
obj = -157.494454, rho = 0.283175
nSV = 95, nBSV = 67
Total nSV = 95
*
optimization finished, #iter = 148
nu = 0.420192
obj = -159.064999, rho = 0.223677
nSV = 90, nBSV = 65
Total nSV = 90
*
optimization finished, #iter = 143
nu = 0.433248
obj = -161.877466, rho = 0.209652
nSV = 93, nBSV = 72
Total nSV = 93
*.*
optimization finished, #iter = 198
nu = 0.407541
obj = -156.634471, rho = 0.430127
nSV = 94, nBSV = 65
Total nSV = 94
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 153
nu = 0.429387
obj = -183.491861, rho = 0.229126
nSV = 92, nBSV = 70
Total nSV = 92
*
optimization finished, #iter = 184
nu = 0.406301
obj = -176.873388, rho = 0.316537
nSV = 93, nBSV = 66
Total nSV = 93
*
optimization finished, #iter = 173
nu = 0.412170
obj = -178.526123, rho = 0.238896
nSV = 90, nBSV = 64
Total nSV = 90
*
optimization finished, #iter = 160
nu = 0.424826
obj = -181.261488, rho = 0.185244
nSV = 92, nBSV = 69
Total nSV = 92
*.*
optimization finished, #iter = 219
nu = 0.399842
obj = -176.418459, rho = 0.436238
nSV = 94, nBSV = 63
Total nSV = 94
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 169
nu = 0.420465
obj = -205.139687, rho = 0.268037
nSV = 90, nBSV = 67
Total nSV = 90
*.*
optimization finished, #iter = 213
nu = 0.398545
obj = -198.550334, rho = 0.346045
nSV = 92, nBSV = 62
Total nSV = 92
*
optimization finished, #iter = 179
nu = 0.403049
obj = -200.276301, rho = 0.240714
nSV = 89, nBSV = 60
Total nSV = 89
*.*
optimization finished, #iter = 212
nu = 0.415021
obj = -202.804929, rho = 0.184344
nSV = 92, nBSV = 64
Total nSV = 92
*.*
optimization finished, #iter = 231
nu = 0.392833
obj = -198.661902, rho = 0.461314
nSV = 95, nBSV = 62
Total nSV = 95
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 187
nu = 0.411757
obj = -229.098487, rho = 0.311919
nSV = 90, nBSV = 65
Total nSV = 90
*.*
optimization finished, #iter = 200
nu = 0.390809
obj = -222.747027, rho = 0.376184
nSV = 91, nBSV = 60
Total nSV = 91
*
optimization finished, #iter = 163
nu = 0.393351
obj = -224.671609, rho = 0.228226
nSV = 88, nBSV = 58
Total nSV = 88
*.*
optimization finished, #iter = 192
nu = 0.405238
obj = -226.828675, rho = 0.182295
nSV = 92, nBSV = 63
Total nSV = 92
*.*
optimization finished, #iter = 239
nu = 0.386396
obj = -223.603021, rho = 0.495824
nSV = 93, nBSV = 59
Total nSV = 93
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 214
nu = 0.402569
obj = -255.535036, rho = 0.337950
nSV = 91, nBSV = 62
Total nSV = 91
*.*
optimization finished, #iter = 241
nu = 0.383625
obj = -249.689919, rho = 0.406180
nSV = 90, nBSV = 58
Total nSV = 90
*.*
optimization finished, #iter = 221
nu = 0.384289
obj = -252.046697, rho = 0.221825
nSV = 87, nBSV = 56
Total nSV = 87
*.*
optimization finished, #iter = 216
nu = 0.396218
obj = -253.527034, rho = 0.203251
nSV = 91, nBSV = 59
Total nSV = 91
*.*
optimization finished, #iter = 258
nu = 0.380592
obj = -251.467394, rho = 0.546830
nSV = 92, nBSV = 55
Total nSV = 92
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 241
nu = 0.392896
obj = -284.724362, rho = 0.382451
nSV = 92, nBSV = 59
Total nSV = 92
*.*
optimization finished, #iter = 268
nu = 0.376383
obj = -279.597419, rho = 0.446645
nSV = 90, nBSV = 54
Total nSV = 90
*.*
optimization finished, #iter = 196
nu = 0.376147
obj = -282.698726, rho = 0.197014
nSV = 89, nBSV = 57
Total nSV = 89
*.*
optimization finished, #iter = 250
nu = 0.386416
obj = -283.176311, rho = 0.200909
nSV = 92, nBSV = 56
Total nSV = 92
.*
optimization finished, #iter = 308
nu = 0.374937
obj = -282.515368, rho = 0.599182
nSV = 92, nBSV = 54
Total nSV = 92
Cross Validation Accuracy = 82.0833%
.*
optimization finished, #iter = 287
nu = 0.383785
obj = -316.864332, rho = 0.463060
nSV = 93, nBSV = 58
Total nSV = 93
.*
optimization finished, #iter = 287
nu = 0.368873
obj = -312.768283, rho = 0.506838
nSV = 89, nBSV = 52
Total nSV = 89
*.*
optimization finished, #iter = 221
nu = 0.368897
obj = -316.884391, rho = 0.175079
nSV = 88, nBSV = 56
Total nSV = 88
*.*
optimization finished, #iter = 260
nu = 0.376744
obj = -316.156040, rho = 0.226291
nSV = 91, nBSV = 55
Total nSV = 91
.*
optimization finished, #iter = 362
nu = 0.369154
obj = -317.007151, rho = 0.639657
nSV = 93, nBSV = 53
Total nSV = 93
Cross Validation Accuracy = 82.0833%
*.*
optimization finished, #iter = 246
nu = 0.374040
obj = -352.158341, rho = 0.522746
nSV = 91, nBSV = 56
Total nSV = 91
.*
optimization finished, #iter = 379
nu = 0.360660
obj = -349.534931, rho = 0.577985
nSV = 89, nBSV = 47
Total nSV = 89
*.*
optimization finished, #iter = 215
nu = 0.362754
obj = -354.815795, rho = 0.166549
nSV = 86, nBSV = 54
Total nSV = 86
.*
optimization finished, #iter = 350
nu = 0.368025
obj = -352.704622, rho = 0.235168
nSV = 93, nBSV = 53
Total nSV = 93
.*
optimization finished, #iter = 368
nu = 0.363617
obj = -355.179667, rho = 0.690666
nSV = 91, nBSV = 50
Total nSV = 91
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 329
nu = 0.363989
obj = -390.867339, rho = 0.544006
nSV = 93, nBSV = 52
Total nSV = 93
.*.*
optimization finished, #iter = 386
nu = 0.352488
obj = -390.300854, rho = 0.648993
nSV = 90, nBSV = 48
Total nSV = 90
.*
optimization finished, #iter = 288
nu = 0.356259
obj = -396.676189, rho = 0.149659
nSV = 87, nBSV = 53
Total nSV = 87
.*
optimization finished, #iter = 325
nu = 0.359825
obj = -393.014657, rho = 0.231905
nSV = 93, nBSV = 50
Total nSV = 93
.*.*
optimization finished, #iter = 400
nu = 0.357449
obj = -397.340749, rho = 0.776124
nSV = 94, nBSV = 49
Total nSV = 94
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 412
nu = 0.353575
obj = -433.350689, rho = 0.570276
nSV = 92, nBSV = 48
Total nSV = 92
.*.*
optimization finished, #iter = 432
nu = 0.344797
obj = -435.338470, rho = 0.731853
nSV = 90, nBSV = 45
Total nSV = 90
.*
optimization finished, #iter = 295
nu = 0.349835
obj = -442.778482, rho = 0.118587
nSV = 84, nBSV = 50
Total nSV = 84
.*.*
optimization finished, #iter = 402
nu = 0.350986
obj = -437.397562, rho = 0.237773
nSV = 93, nBSV = 47
Total nSV = 93
.*.*
optimization finished, #iter = 441
nu = 0.351722
obj = -443.715558, rho = 0.838286
nSV = 95, nBSV = 48
Total nSV = 95
Cross Validation Accuracy = 80.8333%
.*
optimization finished, #iter = 375
nu = 0.344064
obj = -479.843138, rho = 0.602889
nSV = 91, nBSV = 48
Total nSV = 91
.*
optimization finished, #iter = 351
nu = 0.336949
obj = -485.013700, rho = 0.784685
nSV = 89, nBSV = 46
Total nSV = 89
.*
optimization finished, #iter = 318
nu = 0.344054
obj = -493.207675, rho = 0.109934
nSV = 83, nBSV = 46
Total nSV = 83
.*.*
optimization finished, #iter = 460
nu = 0.342581
obj = -486.146481, rho = 0.245461
nSV = 91, nBSV = 46
Total nSV = 91
.*.*
optimization finished, #iter = 515
nu = 0.346057
obj = -494.386532, rho = 0.876005
nSV = 94, nBSV = 46
Total nSV = 94
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 450
nu = 0.334780
obj = -530.260023, rho = 0.627529
nSV = 88, nBSV = 42
Total nSV = 88
.*
optimization finished, #iter = 356
nu = 0.330100
obj = -539.444198, rho = 0.833572
nSV = 89, nBSV = 46
Total nSV = 89
.*.*
optimization finished, #iter = 396
nu = 0.337885
obj = -547.963105, rho = 0.146781
nSV = 82, nBSV = 44
Total nSV = 82
.*.*
optimization finished, #iter = 528
nu = 0.334511
obj = -539.415459, rho = 0.237929
nSV = 90, nBSV = 44
Total nSV = 90
.*.*
optimization finished, #iter = 549
nu = 0.339312
obj = -549.537340, rho = 0.884775
nSV = 93, nBSV = 42
Total nSV = 93
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 506
nu = 0.326058
obj = -584.696814, rho = 0.639090
nSV = 89, nBSV = 41
Total nSV = 89
.*
optimization finished, #iter = 378
nu = 0.323594
obj = -598.594067, rho = 0.882392
nSV = 89, nBSV = 42
Total nSV = 89
.*.*
optimization finished, #iter = 423
nu = 0.330213
obj = -607.301947, rho = 0.181494
nSV = 83, nBSV = 39
Total nSV = 83
.*.*
optimization finished, #iter = 481
nu = 0.326239
obj = -597.355915, rho = 0.231995
nSV = 89, nBSV = 43
Total nSV = 89
..*.*
optimization finished, #iter = 601
nu = 0.332157
obj = -609.482102, rho = 0.934305
nSV = 95, nBSV = 40
Total nSV = 95
Cross Validation Accuracy = 80%
..*
optimization finished, #iter = 553
nu = 0.317325
obj = -642.841965, rho = 0.641002
nSV = 89, nBSV = 37
Total nSV = 89
.*.*
optimization finished, #iter = 445
nu = 0.317498
obj = -662.395245, rho = 0.915074
nSV = 88, nBSV = 41
Total nSV = 88
.*.*
optimization finished, #iter = 458
nu = 0.320923
obj = -671.851269, rho = 0.236450
nSV = 82, nBSV = 37
Total nSV = 82
.*.*
optimization finished, #iter = 478
nu = 0.318113
obj = -660.048946, rho = 0.188015
nSV = 87, nBSV = 40
Total nSV = 87
..*.*
optimization finished, #iter = 573
nu = 0.323934
obj = -674.371019, rho = 0.999140
nSV = 95, nBSV = 38
Total nSV = 95
Cross Validation Accuracy = 80.4167%
..*.*
optimization finished, #iter = 616
nu = 0.308814
obj = -704.486201, rho = 0.581564
nSV = 87, nBSV = 35
Total nSV = 87
..*
optimization finished, #iter = 574
nu = 0.310443
obj = -730.443965, rho = 0.938388
nSV = 89, nBSV = 35
Total nSV = 89
..*
optimization finished, #iter = 526
nu = 0.312486
obj = -741.821370, rho = 0.304797
nSV = 84, nBSV = 36
Total nSV = 84
.*.*
optimization finished, #iter = 517
nu = 0.308588
obj = -727.769138, rho = 0.081722
nSV = 86, nBSV = 37
Total nSV = 86
..*.*
optimization finished, #iter = 650
nu = 0.314650
obj = -744.640967, rho = 1.019381
nSV = 93, nBSV = 36
Total nSV = 93
Cross Validation Accuracy = 80%
..*.*
optimization finished, #iter = 615
nu = 0.298724
obj = -769.180975, rho = 0.460642
nSV = 89, nBSV = 33
Total nSV = 89
..*
optimization finished, #iter = 561
nu = 0.301941
obj = -803.127144, rho = 1.002372
nSV = 86, nBSV = 33
Total nSV = 86
..*.*
optimization finished, #iter = 578
nu = 0.304232
obj = -816.966028, rho = 0.429894
nSV = 84, nBSV = 35
Total nSV = 84
.*.*
optimization finished, #iter = 565
nu = 0.298857
obj = -800.792655, rho = 0.003540
nSV = 88, nBSV = 34
Total nSV = 88
..*.*
optimization finished, #iter = 684
nu = 0.305190
obj = -820.704451, rho = 1.113081
nSV = 93, nBSV = 35
Total nSV = 93
Cross Validation Accuracy = 79.5833%
..*.*
optimization finished, #iter = 640
nu = 0.288345
obj = -837.020032, rho = 0.401865
nSV = 87, nBSV = 33
Total nSV = 87
..*.*
optimization finished, #iter = 605
nu = 0.293297
obj = -880.257128, rho = 1.139249
nSV = 87, nBSV = 30
Total nSV = 87
..*.*
optimization finished, #iter = 676
nu = 0.295786
obj = -897.086475, rho = 0.570141
nSV = 85, nBSV = 32
Total nSV = 85
..*.*
optimization finished, #iter = 587
nu = 0.289263
obj = -879.396908, rho = 0.003059
nSV = 87, nBSV = 33
Total nSV = 87
..*.*
optimization finished, #iter = 653
nu = 0.295068
obj = -902.675781, rho = 1.213929
nSV = 93, nBSV = 32
Total nSV = 93
Cross Validation Accuracy = 80.4167%
..*.*
optimization finished, #iter = 584
nu = 0.276681
obj = -907.492152, rho = 0.448081
nSV = 86, nBSV = 28
Total nSV = 86
..*.*
optimization finished, #iter = 709
nu = 0.284209
obj = -961.366512, rho = 1.202310
nSV = 85, nBSV = 27
Total nSV = 85
..*.*
optimization finished, #iter = 694
nu = 0.287369
obj = -981.716261, rho = 0.760654
nSV = 87, nBSV = 30
Total nSV = 87
..*.*
optimization finished, #iter = 629
nu = 0.280979
obj = -962.969363, rho = 0.031539
nSV = 88, nBSV = 33
Total nSV = 88
..*.*
optimization finished, #iter = 712
nu = 0.283293
obj = -991.921758, rho = 1.265596
nSV = 92, nBSV = 31
Total nSV = 92
Cross Validation Accuracy = 80%
..*.*
optimization finished, #iter = 648
nu = 0.263620
obj = -981.366809, rho = 0.490139
nSV = 83, nBSV = 26
Total nSV = 83
..*..*
optimization finished, #iter = 795
nu = 0.273974
obj = -1046.341043, rho = 1.175986
nSV = 88, nBSV = 24
Total nSV = 88
...*.*
optimization finished, #iter = 788
nu = 0.278196
obj = -1070.373017, rho = 0.837191
nSV = 86, nBSV = 27
Total nSV = 86
..*.*
optimization finished, #iter = 671
nu = 0.273561
obj = -1050.069699, rho = 0.059881
nSV = 88, nBSV = 32
Total nSV = 88
...*.*
optimization finished, #iter = 778
nu = 0.273365
obj = -1088.522291, rho = 1.340297
nSV = 87, nBSV = 27
Total nSV = 87
Cross Validation Accuracy = 80%
..*.*
optimization finished, #iter = 745
nu = 0.251852
obj = -1058.162184, rho = 0.554305
nSV = 84, nBSV = 24
Total nSV = 84
...*.*
optimization finished, #iter = 910
nu = 0.261745
obj = -1135.886233, rho = 1.204603
nSV = 89, nBSV = 23
Total nSV = 89
...*.*
optimization finished, #iter = 841
nu = 0.267945
obj = -1162.496912, rho = 0.873996
nSV = 86, nBSV = 23
Total nSV = 86
..*..*
optimization finished, #iter = 794
nu = 0.264088
obj = -1139.651855, rho = 0.110054
nSV = 88, nBSV = 26
Total nSV = 88
...*.*
optimization finished, #iter = 798
nu = 0.263210
obj = -1192.399328, rho = 1.386735
nSV = 87, nBSV = 25
Total nSV = 87
Cross Validation Accuracy = 80.4167%
...*.*
optimization finished, #iter = 873
nu = 0.240716
obj = -1136.419807, rho = 0.661000
nSV = 83, nBSV = 23
Total nSV = 83
...*.*
optimization finished, #iter = 842
nu = 0.250146
obj = -1230.245894, rho = 1.162162
nSV = 87, nBSV = 23
Total nSV = 87
...*..*
optimization finished, #iter = 1044
nu = 0.256298
obj = -1258.740306, rho = 0.909371
nSV = 87, nBSV = 22
Total nSV = 87
..*.*
optimization finished, #iter = 738
nu = 0.252785
obj = -1232.456340, rho = 0.278978
nSV = 86, nBSV = 24
Total nSV = 86
...*.*
optimization finished, #iter = 950
nu = 0.253483
obj = -1303.522254, rho = 1.459801
nSV = 91, nBSV = 24
Total nSV = 91
Cross Validation Accuracy = 80.4167%
...*.*
optimization finished, #iter = 819
nu = 0.229373
obj = -1214.363098, rho = 0.644424
nSV = 81, nBSV = 21
Total nSV = 81
...*.*
optimization finished, #iter = 955
nu = 0.239192
obj = -1328.115355, rho = 1.103946
nSV = 87, nBSV = 21
Total nSV = 87
...*..*
optimization finished, #iter = 1134
nu = 0.245455
obj = -1358.525003, rho = 0.986150
nSV = 87, nBSV = 22
Total nSV = 87
...*.*
optimization finished, #iter = 860
nu = 0.239488
obj = -1329.028077, rho = 0.470427
nSV = 86, nBSV = 20
Total nSV = 86
...*.*
optimization finished, #iter = 928
nu = 0.244223
obj = -1421.568980, rho = 1.519048
nSV = 91, nBSV = 24
Total nSV = 91
Cross Validation Accuracy = 80.4167%
...*.*
optimization finished, #iter = 898
nu = 0.217790
obj = -1291.147702, rho = 0.687353
nSV = 79, nBSV = 20
Total nSV = 79
...*.*
optimization finished, #iter = 953
nu = 0.226955
obj = -1429.470287, rho = 1.014156
nSV = 86, nBSV = 17
Total nSV = 86
....*.*
optimization finished, #iter = 1124
nu = 0.234735
obj = -1459.823679, rho = 1.202564
nSV = 85, nBSV = 20
Total nSV = 85
...*..*
optimization finished, #iter = 995
nu = 0.225689
obj = -1431.534665, rho = 0.579991
nSV = 89, nBSV = 19
Total nSV = 89
...*..*
optimization finished, #iter = 1003
nu = 0.236084
obj = -1544.857715, rho = 1.581216
nSV = 91, nBSV = 23
Total nSV = 91
Cross Validation Accuracy = 80%
...*.*
optimization finished, #iter = 894
nu = 0.207112
obj = -1363.576227, rho = 0.774380
nSV = 78, nBSV = 17
Total nSV = 78
....*.*
optimization finished, #iter = 1123
nu = 0.213488
obj = -1535.785379, rho = 1.056951
nSV = 84, nBSV = 15
Total nSV = 84
....*.*
optimization finished, #iter = 1131
nu = 0.222963
obj = -1561.518588, rho = 1.357414
nSV = 84, nBSV = 18
Total nSV = 84
....*.*
optimization finished, #iter = 1141
nu = 0.212782
obj = -1540.020779, rho = 0.738036
nSV = 87, nBSV = 16
Total nSV = 87
...*...*
optimization finished, #iter = 1155
nu = 0.227382
obj = -1671.355410, rho = 1.610350
nSV = 92, nBSV = 19
Total nSV = 92
Cross Validation Accuracy = 79.1667%
...*.*
optimization finished, #iter = 925
nu = 0.194895
obj = -1429.628822, rho = 0.821838
nSV = 79, nBSV = 16
Total nSV = 79
....*..*
optimization finished, #iter = 1269
nu = 0.200676
obj = -1647.924047, rho = 1.207421
nSV = 88, nBSV = 14
Total nSV = 88
....*..*
optimization finished, #iter = 1316
nu = 0.209500
obj = -1664.455886, rho = 1.434918
nSV = 85, nBSV = 14
Total nSV = 85
...*..*
optimization finished, #iter = 1023
nu = 0.200122
obj = -1654.250619, rho = 0.868424
nSV = 84, nBSV = 13
Total nSV = 84
....*..*
optimization finished, #iter = 1238
nu = 0.217195
obj = -1801.350669, rho = 1.662151
nSV = 91, nBSV = 19
Total nSV = 91
Cross Validation Accuracy = 78.75%
...*.*
optimization finished, #iter = 938
nu = 0.180970
obj = -1489.360215, rho = 0.886766
nSV = 79, nBSV = 12
Total nSV = 79
....*..*
optimization finished, #iter = 1191
nu = 0.189065
obj = -1765.080640, rho = 1.422664
nSV = 84, nBSV = 11
Total nSV = 84
....*..*
optimization finished, #iter = 1167
nu = 0.194760
obj = -1772.043214, rho = 1.463336
nSV = 84, nBSV = 13
Total nSV = 84
....*..*
optimization finished, #iter = 1197
nu = 0.188000
obj = -1775.387431, rho = 0.983318
nSV = 83, nBSV = 12
Total nSV = 83
....*..*
optimization finished, #iter = 1163
nu = 0.208349
obj = -1932.519195, rho = 1.754690
nSV = 90, nBSV = 18
Total nSV = 90
Cross Validation Accuracy = 79.1667%
...*..*
optimization finished, #iter = 1040
nu = 0.166199
obj = -1543.556382, rho = 0.916159
nSV = 78, nBSV = 9
Total nSV = 78
....*..*
optimization finished, #iter = 1217
nu = 0.177163
obj = -1887.523276, rho = 1.489183
nSV = 83, nBSV = 10
Total nSV = 83
....*..*
optimization finished, #iter = 1211
nu = 0.181744
obj = -1884.117644, rho = 1.420740
nSV = 84, nBSV = 12
Total nSV = 84
...*..*
optimization finished, #iter = 988
nu = 0.176689
obj = -1903.131915, rho = 1.037552
nSV = 80, nBSV = 12
Total nSV = 80
....*..*
optimization finished, #iter = 1295
nu = 0.197320
obj = -2062.568832, rho = 1.811521
nSV = 88, nBSV = 14
Total nSV = 88
Cross Validation Accuracy = 78.75%
...*..*
optimization finished, #iter = 995
nu = 0.152077
obj = -1593.638127, rho = 0.756008
nSV = 76, nBSV = 8
Total nSV = 76
.....*..*
optimization finished, #iter = 1459
nu = 0.165257
obj = -2015.554208, rho = 1.445472
nSV = 84, nBSV = 8
Total nSV = 84
.....*..*
optimization finished, #iter = 1461
nu = 0.169458
obj = -1999.335500, rho = 1.311780
nSV = 84, nBSV = 11
Total nSV = 84
...*..*
optimization finished, #iter = 964
nu = 0.166327
obj = -2036.065766, rho = 0.991609
nSV = 81, nBSV = 12
Total nSV = 81
.....*..*
optimization finished, #iter = 1443
nu = 0.185874
obj = -2193.463824, rho = 1.751616
nSV = 90, nBSV = 12
Total nSV = 90
Cross Validation Accuracy = 78.3333%
....*.*
optimization finished, #iter = 1128
nu = 0.138792
obj = -1637.386759, rho = 0.553172
nSV = 76, nBSV = 5
Total nSV = 76
.....*..*
optimization finished, #iter = 1354
nu = 0.153456
obj = -2152.227990, rho = 1.373760
nSV = 83, nBSV = 7
Total nSV = 83
....*..*
optimization finished, #iter = 1219
nu = 0.157499
obj = -2117.255879, rho = 1.113113
nSV = 82, nBSV = 9
Total nSV = 82
....*.*
optimization finished, #iter = 1103
nu = 0.156385
obj = -2172.690573, rho = 0.860008
nSV = 80, nBSV = 11
Total nSV = 80
.....*...*
optimization finished, #iter = 1555
nu = 0.174225
obj = -2323.766403, rho = 1.709327
nSV = 92, nBSV = 10
Total nSV = 92
Cross Validation Accuracy = 77.5%
....*.*
optimization finished, #iter = 1076
nu = 0.125563
obj = -1674.706108, rho = 0.421002
nSV = 75, nBSV = 4
Total nSV = 75
.....*..*
optimization finished, #iter = 1399
nu = 0.143135
obj = -2298.019393, rho = 1.353208
nSV = 84, nBSV = 7
Total nSV = 84
.....*..*
optimization finished, #iter = 1419
nu = 0.146110
obj = -2239.048978, rho = 0.832978
nSV = 81, nBSV = 8
Total nSV = 81
...*..*
optimization finished, #iter = 1140
nu = 0.147224
obj = -2312.218807, rho = 0.594335
nSV = 78, nBSV = 10
Total nSV = 78
.....*..*
optimization finished, #iter = 1518
nu = 0.162157
obj = -2453.854459, rho = 1.674922
nSV = 92, nBSV = 9
Total nSV = 92
Cross Validation Accuracy = 77.9167%
...*..*
optimization finished, #iter = 1122
nu = 0.112819
obj = -1706.542768, rho = 0.366904
nSV = 74, nBSV = 3
Total nSV = 74
.....*..*
optimization finished, #iter = 1436
nu = 0.132989
obj = -2451.810040, rho = 1.290535
nSV = 83, nBSV = 6
Total nSV = 83
....*..*
optimization finished, #iter = 1277
nu = 0.135334
obj = -2363.265230, rho = 0.541373
nSV = 81, nBSV = 7
Total nSV = 81
...*...*
optimization finished, #iter = 1178
nu = 0.139475
obj = -2449.232750, rho = 0.225034
nSV = 78, nBSV = 10
Total nSV = 78
......*...*
optimization finished, #iter = 1730
nu = 0.149284
obj = -2586.074967, rho = 1.647259
nSV = 90, nBSV = 6
Total nSV = 90
Cross Validation Accuracy = 77.5%
...*..*
optimization finished, #iter = 1031
nu = 0.101475
obj = -1732.817799, rho = 0.301372
nSV = 73, nBSV = 3
Total nSV = 73
.....*..*
optimization finished, #iter = 1411
nu = 0.123363
obj = -2617.095964, rho = 1.266189
nSV = 82, nBSV = 6
Total nSV = 82
.....*..*
optimization finished, #iter = 1463
nu = 0.124999
obj = -2490.102060, rho = 0.275077
nSV = 80, nBSV = 6
Total nSV = 80
.....*..*
optimization finished, #iter = 1461
nu = 0.130107
obj = -2580.420678, rho = -0.005835
nSV = 79, nBSV = 7
Total nSV = 79
.....*...*
optimization finished, #iter = 1668
nu = 0.136957
obj = -2725.738047, rho = 1.585471
nSV = 88, nBSV = 5
Total nSV = 88
Cross Validation Accuracy = 77.9167%
....*..*
optimization finished, #iter = 1202
nu = 0.091412
obj = -1748.091322, rho = 0.241807
nSV = 72, nBSV = 2
Total nSV = 72
....*..*
optimization finished, #iter = 1306
nu = 0.114999
obj = -2793.082534, rho = 1.240503
nSV = 82, nBSV = 6
Total nSV = 82
......*..*
optimization finished, #iter = 1688
nu = 0.115510
obj = -2619.450746, rho = -0.018209
nSV = 81, nBSV = 5
Total nSV = 81
....*...*
optimization finished, #iter = 1391
nu = 0.118874
obj = -2715.140788, rho = -0.207697
nSV = 78, nBSV = 6
Total nSV = 78
......*...*
optimization finished, #iter = 1787
nu = 0.126444
obj = -2870.909222, rho = 1.457742
nSV = 87, nBSV = 5
Total nSV = 87
Cross Validation Accuracy = 77.9167%
....*..*
optimization finished, #iter = 1267
nu = 0.081309
obj = -1753.645417, rho = 0.165789
nSV = 73, nBSV = 1
Total nSV = 73
.....*..*
optimization finished, #iter = 1420
nu = 0.107685
obj = -2976.982898, rho = 1.220483
nSV = 83, nBSV = 6
Total nSV = 83
......*..*
optimization finished, #iter = 1698
nu = 0.106574
obj = -2749.627226, rho = -0.353726
nSV = 80, nBSV = 3
Total nSV = 80
....*..*
optimization finished, #iter = 1291
nu = 0.109611
obj = -2856.191051, rho = -0.381934
nSV = 75, nBSV = 6
Total nSV = 75
.....*....*
optimization finished, #iter = 1737
nu = 0.117196
obj = -3016.952123, rho = 1.383223
nSV = 86, nBSV = 5
Total nSV = 86
Cross Validation Accuracy = 77.5%
....*..*
optimization finished, #iter = 1294
nu = 0.070989
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
.....*..*
optimization finished, #iter = 1438
nu = 0.101691
obj = -3163.003321, rho = 1.214280
nSV = 82, nBSV = 6
Total nSV = 82
.....*...*
optimization finished, #iter = 1660
nu = 0.097838
obj = -2881.140885, rho = -0.475551
nSV = 80, nBSV = 3
Total nSV = 80
....*...*
optimization finished, #iter = 1366
nu = 0.100744
obj = -2998.377265, rho = -0.479007
nSV = 75, nBSV = 4
Total nSV = 75
......*...*
optimization finished, #iter = 1737
nu = 0.108227
obj = -3159.583338, rho = 1.356159
nSV = 84, nBSV = 3
Total nSV = 84
Cross Validation Accuracy = 77.5%
....*..*
optimization finished, #iter = 1294
nu = 0.061800
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
.....*..*
optimization finished, #iter = 1505
nu = 0.096483
obj = -3341.667195, rho = 1.230678
nSV = 82, nBSV = 6
Total nSV = 82
......*...*
optimization finished, #iter = 1786
nu = 0.089394
obj = -3013.889150, rho = -0.516973
nSV = 79, nBSV = 2
Total nSV = 79
....*...*
optimization finished, #iter = 1388
nu = 0.092133
obj = -3146.305178, rho = -0.495814
nSV = 75, nBSV = 3
Total nSV = 75
......*...*
optimization finished, #iter = 1879
nu = 0.099302
obj = -3302.307701, rho = 1.332172
nSV = 86, nBSV = 3
Total nSV = 86
Cross Validation Accuracy = 77.0833%
....*..*
optimization finished, #iter = 1294
nu = 0.053800
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
......*...*
optimization finished, #iter = 1754
nu = 0.089617
obj = -3508.864954, rho = 1.239784
nSV = 83, nBSV = 3
Total nSV = 83
.......*..*
optimization finished, #iter = 1876
nu = 0.081317
obj = -3153.602023, rho = -0.485496
nSV = 79, nBSV = 2
Total nSV = 79
.....*..*
optimization finished, #iter = 1515
nu = 0.084642
obj = -3298.878683, rho = -0.498441
nSV = 72, nBSV = 3
Total nSV = 72
......*...*
optimization finished, #iter = 1810
nu = 0.091388
obj = -3442.609130, rho = 1.320699
nSV = 86, nBSV = 3
Total nSV = 86
Cross Validation Accuracy = 77.5%
....*..*
optimization finished, #iter = 1294
nu = 0.046835
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
.......*..*
optimization finished, #iter = 1878
nu = 0.082059
obj = -3677.295070, rho = 1.205931
nSV = 83, nBSV = 2
Total nSV = 83
.......*...*
optimization finished, #iter = 1930
nu = 0.074229
obj = -3299.411966, rho = -0.496423
nSV = 81, nBSV = 2
Total nSV = 81
.....*..*
optimization finished, #iter = 1513
nu = 0.077960
obj = -3452.164049, rho = -0.399398
nSV = 72, nBSV = 3
Total nSV = 72
.......*..*
optimization finished, #iter = 1828
nu = 0.083394
obj = -3577.061803, rho = 1.366052
nSV = 85, nBSV = 2
Total nSV = 85
Cross Validation Accuracy = 77.5%
....*..*
optimization finished, #iter = 1294
nu = 0.040773
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
......*...*
optimization finished, #iter = 1768
nu = 0.075021
obj = -3852.693963, rho = 1.149872
nSV = 83, nBSV = 2
Total nSV = 83
.......*...*
optimization finished, #iter = 2069
nu = 0.068021
obj = -3448.506171, rho = -0.547086
nSV = 80, nBSV = 2
Total nSV = 80
......*..*
optimization finished, #iter = 1683
nu = 0.071223
obj = -3605.431433, rho = -0.169258
nSV = 72, nBSV = 2
Total nSV = 72
.......*...*
optimization finished, #iter = 2038
nu = 0.075834
obj = -3712.023484, rho = 1.459458
nSV = 87, nBSV = 2
Total nSV = 87
Cross Validation Accuracy = 76.6667%
....*..*
optimization finished, #iter = 1294
nu = 0.035495
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
......*...*
optimization finished, #iter = 1844
nu = 0.068895
obj = -4031.720581, rho = 1.085352
nSV = 83, nBSV = 2
Total nSV = 83
........*...*
optimization finished, #iter = 2298
nu = 0.062556
obj = -3595.498952, rho = -0.458225
nSV = 83, nBSV = 2
Total nSV = 83
.....*..*
optimization finished, #iter = 1521
nu = 0.065486
obj = -3758.431129, rho = 0.148214
nSV = 72, nBSV = 2
Total nSV = 72
......*...*
optimization finished, #iter = 1825
nu = 0.069226
obj = -3843.498939, rho = 1.602483
nSV = 86, nBSV = 2
Total nSV = 86
Cross Validation Accuracy = 76.6667%
....*..*
optimization finished, #iter = 1294
nu = 0.030900
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
.......*...*
optimization finished, #iter = 1973
nu = 0.063553
obj = -4207.810249, rho = 1.006548
nSV = 86, nBSV = 2
Total nSV = 86
........*...*
optimization finished, #iter = 2280
nu = 0.057686
obj = -3734.689786, rho = -0.309018
nSV = 83, nBSV = 2
Total nSV = 83
......*..*
optimization finished, #iter = 1654
nu = 0.060542
obj = -3901.110342, rho = 0.504848
nSV = 72, nBSV = 2
Total nSV = 72
........*...*
optimization finished, #iter = 2140
nu = 0.062890
obj = -3964.574314, rho = 1.746164
nSV = 87, nBSV = 1
Total nSV = 87
Cross Validation Accuracy = 75.4167%
....*..*
optimization finished, #iter = 1294
nu = 0.026900
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
.......*...*
optimization finished, #iter = 1977
nu = 0.058821
obj = -4371.892558, rho = 1.018659
nSV = 84, nBSV = 2
Total nSV = 84
........*....*
optimization finished, #iter = 2325
nu = 0.053466
obj = -3855.916651, rho = -0.143750
nSV = 82, nBSV = 2
Total nSV = 82
......*...*
optimization finished, #iter = 1830
nu = 0.055543
obj = -4024.937903, rho = 0.760957
nSV = 74, nBSV = 1
Total nSV = 74
.......*...*
optimization finished, #iter = 2014
nu = 0.056744
obj = -4083.674191, rho = 1.828392
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75.8333%
....*..*
optimization finished, #iter = 1294
nu = 0.023418
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
........*...*
optimization finished, #iter = 2143
nu = 0.054474
obj = -4511.422189, rho = 1.102555
nSV = 83, nBSV = 1
Total nSV = 83
........*....*
optimization finished, #iter = 2483
nu = 0.048908
obj = -3947.895279, rho = 0.000857
nSV = 83, nBSV = 1
Total nSV = 83
.......*..*
optimization finished, #iter = 1821
nu = 0.050736
obj = -4133.553230, rho = 0.872449
nSV = 73, nBSV = 1
Total nSV = 73
........*...*
optimization finished, #iter = 2141
nu = 0.050856
obj = -4201.994452, rho = 2.160855
nSV = 85, nBSV = 1
Total nSV = 85
Cross Validation Accuracy = 75.4167%
....*..*
optimization finished, #iter = 1294
nu = 0.020386
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
........*...*
optimization finished, #iter = 2296
nu = 0.049143
obj = -4633.798435, rho = 1.394034
nSV = 86, nBSV = 1
Total nSV = 86
.........*....*
optimization finished, #iter = 2499
nu = 0.043697
obj = -4030.705203, rho = 0.175216
nSV = 83, nBSV = 1
Total nSV = 83
.......*..*
optimization finished, #iter = 1868
nu = 0.046414
obj = -4216.723575, rho = 0.962542
nSV = 76, nBSV = 1
Total nSV = 76
........*...*
optimization finished, #iter = 2162
nu = 0.045665
obj = -4322.644817, rho = 2.527875
nSV = 83, nBSV = 1
Total nSV = 83
Cross Validation Accuracy = 75%
....*..*
optimization finished, #iter = 1294
nu = 0.017747
obj = -1753.809171, rho = 0.160820
nSV = 73, nBSV = 0
Total nSV = 73
.......*....*
optimization finished, #iter = 2128
nu = 0.044385
obj = -4747.046009, rho = 1.743448
nSV = 86, nBSV = 1
Total nSV = 86
.........*...*
optimization finished, #iter = 2478
nu = 0.039165
obj = -4107.179095, rho = 0.386239
nSV = 82, nBSV = 1
Total nSV = 82
.......*..*
optimization finished, #iter = 1785
nu = 0.042445
obj = -4265.203044, rho = 0.947503
nSV = 72, nBSV = 1
Total nSV = 72
.......*...*
optimization finished, #iter = 1994
nu = 0.041245
obj = -4440.369951, rho = 2.958796
nSV = 80, nBSV = 1
Total nSV = 80
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.165559, rho = 0.987399
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165527, rho = 0.987208
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165510, rho = 0.985956
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165560, rho = 0.987190
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.163555, rho = 0.986925
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.190104, rho = 0.985525
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190062, rho = 0.985306
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190040, rho = 0.983867
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190106, rho = 0.985285
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.187793, rho = 0.984980
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.218268, rho = 0.983373
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218213, rho = 0.982874
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218183, rho = 0.981469
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218271, rho = 0.983153
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.215602, rho = 0.982747
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.250587, rho = 0.980584
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250513, rho = 0.980328
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250474, rho = 0.978713
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250590, rho = 0.980648
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.247509, rho = 0.980181
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.287669, rho = 0.977922
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287572, rho = 0.977403
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287521, rho = 0.975548
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.287674, rho = 0.977771
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.284113, rho = 0.977235
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.330205, rho = 0.974639
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330076, rho = 0.974043
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330008, rho = 0.971913
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.330210, rho = 0.974465
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.326094, rho = 0.973850
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.379007, rho = 0.970570
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378837, rho = 0.970183
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378749, rho = 0.967768
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.379014, rho = 0.970667
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.374250, rho = 0.969960
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.434951, rho = 0.966194
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.434727, rho = 0.965726
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.434610, rho = 0.962975
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.434960, rho = 0.966306
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.429440, rho = 0.965494
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.499081, rho = 0.961167
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.498786, rho = 0.960630
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.498631, rho = 0.957470
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.499093, rho = 0.961296
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.492690, rho = 0.960363
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.572578, rho = 0.955393
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.572188, rho = 0.954776
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.571984, rho = 0.951146
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.572592, rho = 0.955541
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.565155, rho = 0.954469
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.656782, rho = 0.948759
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.656268, rho = 0.948051
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.655998, rho = 0.943881
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.656801, rho = 0.948930
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.648149, rho = 0.947698
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.753190, rho = 0.941141
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.752511, rho = 0.940327
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.752155, rho = 0.935538
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.753214, rho = 0.941336
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.743133, rho = 0.939922
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.863541, rho = 0.932389
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.862645, rho = 0.931454
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.862176, rho = 0.925952
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.863574, rho = 0.932613
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.851803, rho = 0.930989
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.989791, rho = 0.922334
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.988609, rho = 0.921261
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.987990, rho = 0.914941
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.989834, rho = 0.922592
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.976064, rho = 0.920726
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.134109, rho = 0.910785
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.132550, rho = 0.909978
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.131732, rho = 0.902293
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.134166, rho = 0.911082
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.118019, rho = 0.908938
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.298970, rho = 0.897520
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.296914, rho = 0.896592
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.295835, rho = 0.887764
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.299046, rho = 0.897860
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.280063, rho = 0.895398
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.487144, rho = 0.882281
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.484431, rho = 0.881215
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.483007, rho = 0.871075
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.487244, rho = 0.882672
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.464865, rho = 0.879844
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.701766, rho = 0.864772
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.698185, rho = 0.863548
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.696306, rho = 0.851899
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.701896, rho = 0.865221
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.675432, rho = 0.861972
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.946155, rho = 0.844663
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.941431, rho = 0.843257
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.938951, rho = 0.829876
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.946328, rho = 0.845179
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.914929, rho = 0.841447
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.223964, rho = 0.821576
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.217732, rho = 0.819961
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.214460, rho = 0.804591
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.224192, rho = 0.822169
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.186810, rho = 0.817882
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.539632, rho = 0.795039
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.531407, rho = 0.793184
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.527090, rho = 0.775529
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.539932, rho = 0.795721
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.495251, rho = 0.790796
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.897288, rho = 0.764567
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.886436, rho = 0.762436
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.880740, rho = 0.742156
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -2.897685, rho = 0.765350
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.844068, rho = 0.759693
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -3.301852, rho = 0.729557
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.287532, rho = 0.727109
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.280016, rho = 0.703813
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.302375, rho = 0.730456
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -3.237757, rho = 0.723958
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -3.758193, rho = 0.689339
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.739299, rho = 0.686468
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.729380, rho = 0.659766
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.758884, rho = 0.690372
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.680662, rho = 0.682907
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -4.271322, rho = 0.643139
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.246390, rho = 0.639842
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.233302, rho = 0.609168
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.272233, rho = 0.644325
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.177107, rho = 0.635750
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.846027, rho = 0.590079
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.813129, rho = 0.586291
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.795860, rho = 0.551057
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.847229, rho = 0.591442
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.731006, rho = 0.581592
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.486969, rho = 0.529122
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.443560, rho = 0.524771
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.420773, rho = 0.484297
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.488555, rho = 0.530687
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.345872, rho = 0.519373
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 62.5%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -6.197758, rho = 0.459101
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.140479, rho = 0.454103
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.110412, rho = 0.407611
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.199851, rho = 0.460899
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.023842, rho = 0.447902
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 67.0833%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -6.980552, rho = 0.378677
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.904974, rho = 0.372949
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -6.865301, rho = 0.319532
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.983314, rho = 0.380743
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -6.765160, rho = 0.365813
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 72.9167%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -7.835468, rho = 0.286291
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -7.735744, rho = 0.279697
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -7.683395, rho = 0.218351
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.839113, rho = 0.288664
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -7.567440, rho = 0.271514
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -8.759106, rho = 0.180157
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.881567
obj = -8.627876, rho = 0.185050
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.878932
obj = -8.559381, rho = 0.122045
nSV = 170, nBSV = 167
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -8.763916, rho = 0.182883
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.871464
obj = -8.425407, rho = 0.185849
nSV = 168, nBSV = 165
Total nSV = 168
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 84
nu = 0.864760
obj = -9.756173, rho = 0.110616
nSV = 168, nBSV = 166
Total nSV = 168
*
optimization finished, #iter = 84
nu = 0.851120
obj = -9.608699, rho = 0.192945
nSV = 165, nBSV = 162
Total nSV = 165
*
optimization finished, #iter = 87
nu = 0.843750
obj = -9.527841, rho = 0.103796
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 89
nu = 0.859133
obj = -9.770728, rho = 0.157737
nSV = 166, nBSV = 163
Total nSV = 166
*
optimization finished, #iter = 86
nu = 0.840651
obj = -9.371088, rho = 0.187376
nSV = 163, nBSV = 159
Total nSV = 163
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 85
nu = 0.839378
obj = -10.857438, rho = 0.074962
nSV = 164, nBSV = 160
Total nSV = 164
*
optimization finished, #iter = 83
nu = 0.829265
obj = -10.704581, rho = 0.158694
nSV = 161, nBSV = 157
Total nSV = 161
*
optimization finished, #iter = 83
nu = 0.822610
obj = -10.613542, rho = 0.045229
nSV = 159, nBSV = 155
Total nSV = 159
*
optimization finished, #iter = 86
nu = 0.834801
obj = -10.899215, rho = 0.123330
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 86
nu = 0.823934
obj = -10.420013, rho = 0.143425
nSV = 159, nBSV = 154
Total nSV = 159
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 84
nu = 0.811956
obj = -12.079798, rho = 0.051156
nSV = 159, nBSV = 154
Total nSV = 159
*
optimization finished, #iter = 83
nu = 0.805319
obj = -11.915530, rho = 0.119395
nSV = 157, nBSV = 154
Total nSV = 157
*
optimization finished, #iter = 84
nu = 0.793438
obj = -11.819094, rho = 0.052983
nSV = 155, nBSV = 149
Total nSV = 155
*
optimization finished, #iter = 82
nu = 0.818322
obj = -12.145353, rho = 0.088517
nSV = 158, nBSV = 156
Total nSV = 158
*
optimization finished, #iter = 84
nu = 0.793507
obj = -11.575121, rho = 0.118833
nSV = 154, nBSV = 150
Total nSV = 154
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 79
nu = 0.782994
obj = -13.448479, rho = 0.030812
nSV = 153, nBSV = 150
Total nSV = 153
*
optimization finished, #iter = 85
nu = 0.779248
obj = -13.260207, rho = 0.096018
nSV = 152, nBSV = 146
Total nSV = 152
*
optimization finished, #iter = 78
nu = 0.770672
obj = -13.167734, rho = 0.013484
nSV = 149, nBSV = 146
Total nSV = 149
*
optimization finished, #iter = 89
nu = 0.791460
obj = -13.520558, rho = 0.085147
nSV = 156, nBSV = 150
Total nSV = 156
*
optimization finished, #iter = 83
nu = 0.764398
obj = -12.864812, rho = 0.106659
nSV = 148, nBSV = 142
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.760410
obj = -14.973920, rho = 0.014288
nSV = 151, nBSV = 143
Total nSV = 151
*
optimization finished, #iter = 79
nu = 0.753977
obj = -14.760267, rho = 0.073412
nSV = 148, nBSV = 143
Total nSV = 148
*
optimization finished, #iter = 82
nu = 0.742562
obj = -14.673511, rho = 0.002524
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 93
nu = 0.764650
obj = -15.061447, rho = 0.066245
nSV = 150, nBSV = 141
Total nSV = 150
*
optimization finished, #iter = 89
nu = 0.738262
obj = -14.302575, rho = 0.066523
nSV = 146, nBSV = 137
Total nSV = 146
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.732303
obj = -16.679154, rho = 0.004909
nSV = 147, nBSV = 137
Total nSV = 147
*
optimization finished, #iter = 80
nu = 0.729957
obj = -16.432073, rho = 0.044479
nSV = 143, nBSV = 137
Total nSV = 143
*
optimization finished, #iter = 79
nu = 0.718404
obj = -16.365362, rho = -0.015420
nSV = 141, nBSV = 135
Total nSV = 141
*
optimization finished, #iter = 82
nu = 0.739649
obj = -16.794856, rho = 0.048279
nSV = 147, nBSV = 140
Total nSV = 147
*
optimization finished, #iter = 82
nu = 0.712230
obj = -15.915563, rho = 0.067718
nSV = 140, nBSV = 134
Total nSV = 140
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 88
nu = 0.707459
obj = -18.598733, rho = -0.015225
nSV = 142, nBSV = 133
Total nSV = 142
*
optimization finished, #iter = 87
nu = 0.707375
obj = -18.290444, rho = 0.014090
nSV = 141, nBSV = 130
Total nSV = 141
*
optimization finished, #iter = 80
nu = 0.699566
obj = -18.254682, rho = -0.027079
nSV = 137, nBSV = 132
Total nSV = 137
*
optimization finished, #iter = 81
nu = 0.719908
obj = -18.722900, rho = 0.042777
nSV = 141, nBSV = 135
Total nSV = 141
*
optimization finished, #iter = 83
nu = 0.690416
obj = -17.710112, rho = 0.074622
nSV = 135, nBSV = 128
Total nSV = 135
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 79
nu = 0.684575
obj = -20.757702, rho = -0.009936
nSV = 134, nBSV = 128
Total nSV = 134
*
optimization finished, #iter = 82
nu = 0.681135
obj = -20.381097, rho = 0.029858
nSV = 135, nBSV = 126
Total nSV = 135
*
optimization finished, #iter = 81
nu = 0.675907
obj = -20.363208, rho = -0.023716
nSV = 135, nBSV = 127
Total nSV = 135
*
optimization finished, #iter = 82
nu = 0.695040
obj = -20.875621, rho = 0.058675
nSV = 138, nBSV = 132
Total nSV = 138
*
optimization finished, #iter = 79
nu = 0.666246
obj = -19.718053, rho = 0.081495
nSV = 131, nBSV = 123
Total nSV = 131
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 88
nu = 0.663212
obj = -23.176187, rho = 0.011251
nSV = 133, nBSV = 122
Total nSV = 133
*
optimization finished, #iter = 82
nu = 0.658179
obj = -22.734033, rho = 0.046150
nSV = 133, nBSV = 125
Total nSV = 133
*
optimization finished, #iter = 80
nu = 0.655364
obj = -22.732679, rho = -0.005652
nSV = 130, nBSV = 123
Total nSV = 130
*
optimization finished, #iter = 81
nu = 0.678695
obj = -23.283261, rho = 0.082211
nSV = 132, nBSV = 126
Total nSV = 132
*
optimization finished, #iter = 84
nu = 0.644531
obj = -21.970786, rho = 0.081314
nSV = 127, nBSV = 118
Total nSV = 127
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 83
nu = 0.642021
obj = -25.902226, rho = 0.031642
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 81
nu = 0.640817
obj = -25.356891, rho = 0.084243
nSV = 127, nBSV = 118
Total nSV = 127
*
optimization finished, #iter = 74
nu = 0.635207
obj = -25.391181, rho = -0.017182
nSV = 125, nBSV = 118
Total nSV = 125
*
optimization finished, #iter = 81
nu = 0.656629
obj = -25.954903, rho = 0.099361
nSV = 129, nBSV = 121
Total nSV = 129
*
optimization finished, #iter = 80
nu = 0.622155
obj = -24.495235, rho = 0.093793
nSV = 124, nBSV = 115
Total nSV = 124
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.626511
obj = -28.942213, rho = 0.042452
nSV = 125, nBSV = 115
Total nSV = 125
*
optimization finished, #iter = 79
nu = 0.620920
obj = -28.284366, rho = 0.094728
nSV = 124, nBSV = 115
Total nSV = 124
*
optimization finished, #iter = 81
nu = 0.617637
obj = -28.358601, rho = -0.023311
nSV = 123, nBSV = 114
Total nSV = 123
*
optimization finished, #iter = 95
nu = 0.635017
obj = -28.946999, rho = 0.123655
nSV = 129, nBSV = 114
Total nSV = 129
*
optimization finished, #iter = 83
nu = 0.601851
obj = -27.329346, rho = 0.115905
nSV = 119, nBSV = 109
Total nSV = 119
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 92
nu = 0.606533
obj = -32.352020, rho = 0.064460
nSV = 123, nBSV = 111
Total nSV = 123
*
optimization finished, #iter = 76
nu = 0.601699
obj = -31.562985, rho = 0.114652
nSV = 120, nBSV = 112
Total nSV = 120
*
optimization finished, #iter = 89
nu = 0.597925
obj = -31.697074, rho = 0.008135
nSV = 120, nBSV = 110
Total nSV = 120
*
optimization finished, #iter = 94
nu = 0.612606
obj = -32.321840, rho = 0.150561
nSV = 123, nBSV = 111
Total nSV = 123
*
optimization finished, #iter = 99
nu = 0.581322
obj = -30.517379, rho = 0.150734
nSV = 118, nBSV = 104
Total nSV = 118
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.588098
obj = -36.190486, rho = 0.097589
nSV = 119, nBSV = 107
Total nSV = 119
*
optimization finished, #iter = 73
nu = 0.585059
obj = -35.228491, rho = 0.137107
nSV = 116, nBSV = 108
Total nSV = 116
*
optimization finished, #iter = 91
nu = 0.581649
obj = -35.442309, rho = 0.052384
nSV = 120, nBSV = 108
Total nSV = 120
*
optimization finished, #iter = 91
nu = 0.593138
obj = -36.126281, rho = 0.182363
nSV = 120, nBSV = 109
Total nSV = 120
*
optimization finished, #iter = 94
nu = 0.562674
obj = -34.113393, rho = 0.177979
nSV = 115, nBSV = 99
Total nSV = 115
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.570359
obj = -40.519122, rho = 0.140492
nSV = 116, nBSV = 106
Total nSV = 116
*
optimization finished, #iter = 88
nu = 0.566655
obj = -39.326288, rho = 0.142140
nSV = 114, nBSV = 103
Total nSV = 114
*
optimization finished, #iter = 88
nu = 0.567840
obj = -39.625812, rho = 0.061740
nSV = 113, nBSV = 102
Total nSV = 113
*
optimization finished, #iter = 90
nu = 0.575568
obj = -40.404401, rho = 0.187803
nSV = 117, nBSV = 104
Total nSV = 117
*
optimization finished, #iter = 97
nu = 0.547150
obj = -38.155713, rho = 0.198542
nSV = 113, nBSV = 97
Total nSV = 113
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 84
nu = 0.555041
obj = -45.389313, rho = 0.194920
nSV = 114, nBSV = 103
Total nSV = 114
*
optimization finished, #iter = 97
nu = 0.547837
obj = -43.933870, rho = 0.145022
nSV = 113, nBSV = 99
Total nSV = 113
*
optimization finished, #iter = 95
nu = 0.551365
obj = -44.294653, rho = 0.082156
nSV = 111, nBSV = 99
Total nSV = 111
*
optimization finished, #iter = 89
nu = 0.557909
obj = -45.225474, rho = 0.189221
nSV = 115, nBSV = 101
Total nSV = 115
*
optimization finished, #iter = 108
nu = 0.529411
obj = -42.696595, rho = 0.223738
nSV = 112, nBSV = 92
Total nSV = 112
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 93
nu = 0.541690
obj = -50.845473, rho = 0.214436
nSV = 109, nBSV = 94
Total nSV = 109
*
optimization finished, #iter = 106
nu = 0.530256
obj = -49.133158, rho = 0.160480
nSV = 107, nBSV = 93
Total nSV = 107
*
optimization finished, #iter = 100
nu = 0.534865
obj = -49.539223, rho = 0.103453
nSV = 108, nBSV = 94
Total nSV = 108
*
optimization finished, #iter = 88
nu = 0.544909
obj = -50.631361, rho = 0.189054
nSV = 110, nBSV = 98
Total nSV = 110
*
optimization finished, #iter = 121
nu = 0.513341
obj = -47.836832, rho = 0.248084
nSV = 108, nBSV = 91
Total nSV = 108
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 105
nu = 0.525540
obj = -56.984686, rho = 0.234481
nSV = 109, nBSV = 92
Total nSV = 109
*
optimization finished, #iter = 118
nu = 0.514166
obj = -54.988344, rho = 0.163406
nSV = 106, nBSV = 88
Total nSV = 106
*
optimization finished, #iter = 98
nu = 0.519155
obj = -55.442962, rho = 0.112605
nSV = 106, nBSV = 91
Total nSV = 106
*
optimization finished, #iter = 98
nu = 0.529864
obj = -56.680376, rho = 0.191628
nSV = 110, nBSV = 94
Total nSV = 110
*
optimization finished, #iter = 126
nu = 0.500683
obj = -53.620303, rho = 0.255952
nSV = 106, nBSV = 88
Total nSV = 106
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 106
nu = 0.510563
obj = -63.922103, rho = 0.254001
nSV = 109, nBSV = 91
Total nSV = 109
*
optimization finished, #iter = 116
nu = 0.499582
obj = -61.590017, rho = 0.180235
nSV = 104, nBSV = 86
Total nSV = 104
*
optimization finished, #iter = 112
nu = 0.504282
obj = -62.077423, rho = 0.125753
nSV = 107, nBSV = 87
Total nSV = 107
*
optimization finished, #iter = 91
nu = 0.515572
obj = -63.481849, rho = 0.198198
nSV = 107, nBSV = 91
Total nSV = 107
*
optimization finished, #iter = 125
nu = 0.485876
obj = -60.131223, rho = 0.276447
nSV = 105, nBSV = 83
Total nSV = 105
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 93
nu = 0.496589
obj = -71.763965, rho = 0.271042
nSV = 106, nBSV = 90
Total nSV = 106
*
optimization finished, #iter = 113
nu = 0.486606
obj = -69.011982, rho = 0.201315
nSV = 104, nBSV = 84
Total nSV = 104
*
optimization finished, #iter = 101
nu = 0.490308
obj = -69.550115, rho = 0.140720
nSV = 103, nBSV = 85
Total nSV = 103
*
optimization finished, #iter = 98
nu = 0.501440
obj = -71.119500, rho = 0.217176
nSV = 105, nBSV = 86
Total nSV = 105
*
optimization finished, #iter = 113
nu = 0.471888
obj = -67.502838, rho = 0.301686
nSV = 102, nBSV = 81
Total nSV = 102
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 93
nu = 0.485006
obj = -80.609149, rho = 0.296034
nSV = 102, nBSV = 87
Total nSV = 102
*
optimization finished, #iter = 110
nu = 0.474375
obj = -77.337136, rho = 0.217477
nSV = 100, nBSV = 78
Total nSV = 100
*
optimization finished, #iter = 137
nu = 0.477031
obj = -77.956207, rho = 0.154548
nSV = 101, nBSV = 79
Total nSV = 101
*
optimization finished, #iter = 108
nu = 0.487766
obj = -79.721613, rho = 0.248377
nSV = 104, nBSV = 85
Total nSV = 104
*
optimization finished, #iter = 132
nu = 0.460267
obj = -75.836398, rho = 0.317234
nSV = 100, nBSV = 77
Total nSV = 100
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 86
nu = 0.475583
obj = -90.534532, rho = 0.325725
nSV = 98, nBSV = 84
Total nSV = 98
*
optimization finished, #iter = 130
nu = 0.461099
obj = -86.701885, rho = 0.227668
nSV = 98, nBSV = 74
Total nSV = 98
*
optimization finished, #iter = 125
nu = 0.463313
obj = -87.444002, rho = 0.161088
nSV = 99, nBSV = 75
Total nSV = 99
*
optimization finished, #iter = 100
nu = 0.475233
obj = -89.398730, rho = 0.261304
nSV = 101, nBSV = 81
Total nSV = 101
*
optimization finished, #iter = 118
nu = 0.449135
obj = -85.234209, rho = 0.349992
nSV = 96, nBSV = 75
Total nSV = 96
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 98
nu = 0.467452
obj = -101.599325, rho = 0.308589
nSV = 96, nBSV = 80
Total nSV = 96
*
optimization finished, #iter = 125
nu = 0.448798
obj = -97.264675, rho = 0.234365
nSV = 98, nBSV = 74
Total nSV = 98
*
optimization finished, #iter = 125
nu = 0.451615
obj = -98.147901, rho = 0.157492
nSV = 97, nBSV = 73
Total nSV = 97
*
optimization finished, #iter = 114
nu = 0.464224
obj = -100.266550, rho = 0.252833
nSV = 100, nBSV = 76
Total nSV = 100
*
optimization finished, #iter = 135
nu = 0.439200
obj = -95.812137, rho = 0.376220
nSV = 95, nBSV = 70
Total nSV = 95
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 109
nu = 0.458207
obj = -113.921145, rho = 0.284751
nSV = 95, nBSV = 78
Total nSV = 95
*
optimization finished, #iter = 134
nu = 0.437915
obj = -109.154173, rho = 0.241660
nSV = 98, nBSV = 72
Total nSV = 98
*
optimization finished, #iter = 126
nu = 0.440925
obj = -110.193341, rho = 0.152442
nSV = 94, nBSV = 70
Total nSV = 94
*
optimization finished, #iter = 119
nu = 0.454226
obj = -112.423076, rho = 0.246724
nSV = 97, nBSV = 76
Total nSV = 97
*
optimization finished, #iter = 152
nu = 0.429115
obj = -107.732512, rho = 0.394689
nSV = 96, nBSV = 68
Total nSV = 96
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 120
nu = 0.449617
obj = -127.639228, rho = 0.251297
nSV = 95, nBSV = 76
Total nSV = 95
*
optimization finished, #iter = 142
nu = 0.429562
obj = -122.476377, rho = 0.231570
nSV = 95, nBSV = 71
Total nSV = 95
*
optimization finished, #iter = 133
nu = 0.432499
obj = -123.706469, rho = 0.159478
nSV = 91, nBSV = 69
Total nSV = 91
*
optimization finished, #iter = 114
nu = 0.444895
obj = -125.990579, rho = 0.226714
nSV = 96, nBSV = 74
Total nSV = 96
*
optimization finished, #iter = 185
nu = 0.419751
obj = -121.160939, rho = 0.406598
nSV = 98, nBSV = 65
Total nSV = 98
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 138
nu = 0.441327
obj = -142.844100, rho = 0.223300
nSV = 95, nBSV = 74
Total nSV = 95
*
optimization finished, #iter = 168
nu = 0.419754
obj = -137.347460, rho = 0.252922
nSV = 95, nBSV = 67
Total nSV = 95
*
optimization finished, #iter = 136
nu = 0.424081
obj = -138.758094, rho = 0.185180
nSV = 91, nBSV = 65
Total nSV = 91
*
optimization finished, #iter = 138
nu = 0.436659
obj = -141.078501, rho = 0.195655
nSV = 93, nBSV = 72
Total nSV = 93
*
optimization finished, #iter = 188
nu = 0.410734
obj = -136.284839, rho = 0.404294
nSV = 97, nBSV = 64
Total nSV = 97
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 131
nu = 0.433041
obj = -159.657560, rho = 0.225481
nSV = 93, nBSV = 71
Total nSV = 93
*
optimization finished, #iter = 176
nu = 0.410515
obj = -154.000078, rho = 0.280741
nSV = 94, nBSV = 64
Total nSV = 94
*
optimization finished, #iter = 146
nu = 0.415528
obj = -155.550085, rho = 0.198806
nSV = 91, nBSV = 65
Total nSV = 91
*
optimization finished, #iter = 155
nu = 0.427808
obj = -157.791347, rho = 0.163416
nSV = 94, nBSV = 70
Total nSV = 94
*.*
optimization finished, #iter = 221
nu = 0.402561
obj = -153.291208, rho = 0.414082
nSV = 97, nBSV = 63
Total nSV = 97
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 164
nu = 0.423785
obj = -178.214157, rho = 0.248591
nSV = 94, nBSV = 68
Total nSV = 94
*.*
optimization finished, #iter = 202
nu = 0.402046
obj = -172.583420, rho = 0.299958
nSV = 94, nBSV = 62
Total nSV = 94
*
optimization finished, #iter = 153
nu = 0.406537
obj = -174.262122, rho = 0.195788
nSV = 90, nBSV = 60
Total nSV = 90
*
optimization finished, #iter = 153
nu = 0.418302
obj = -176.310948, rho = 0.147964
nSV = 92, nBSV = 66
Total nSV = 92
*.*
optimization finished, #iter = 242
nu = 0.395043
obj = -172.374154, rho = 0.438140
nSV = 96, nBSV = 61
Total nSV = 96
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 183
nu = 0.414420
obj = -198.687616, rho = 0.275844
nSV = 92, nBSV = 63
Total nSV = 92
*.*
optimization finished, #iter = 214
nu = 0.393841
obj = -193.279855, rho = 0.326116
nSV = 92, nBSV = 60
Total nSV = 92
*
optimization finished, #iter = 166
nu = 0.396334
obj = -195.193346, rho = 0.181216
nSV = 89, nBSV = 60
Total nSV = 89
*
optimization finished, #iter = 189
nu = 0.408257
obj = -196.866802, rho = 0.141156
nSV = 93, nBSV = 64
Total nSV = 93
*.*
optimization finished, #iter = 214
nu = 0.388426
obj = -193.722034, rho = 0.471634
nSV = 94, nBSV = 59
Total nSV = 94
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 218
nu = 0.404850
obj = -221.218817, rho = 0.297852
nSV = 91, nBSV = 62
Total nSV = 91
*.*
optimization finished, #iter = 241
nu = 0.386227
obj = -216.258118, rho = 0.348080
nSV = 92, nBSV = 58
Total nSV = 92
*.*
optimization finished, #iter = 201
nu = 0.386920
obj = -218.620739, rho = 0.169435
nSV = 89, nBSV = 56
Total nSV = 89
*.*
optimization finished, #iter = 207
nu = 0.398483
obj = -219.658974, rho = 0.138240
nSV = 93, nBSV = 61
Total nSV = 93
*.*
optimization finished, #iter = 270
nu = 0.382227
obj = -217.505062, rho = 0.519608
nSV = 93, nBSV = 55
Total nSV = 93
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 247
nu = 0.394768
obj = -245.997172, rho = 0.344257
nSV = 92, nBSV = 59
Total nSV = 92
.*
optimization finished, #iter = 296
nu = 0.378168
obj = -241.685908, rho = 0.383471
nSV = 91, nBSV = 55
Total nSV = 91
*.*
optimization finished, #iter = 223
nu = 0.378342
obj = -244.776092, rho = 0.150827
nSV = 89, nBSV = 55
Total nSV = 89
*.*
optimization finished, #iter = 270
nu = 0.387820
obj = -244.921396, rho = 0.148316
nSV = 93, nBSV = 57
Total nSV = 93
.*
optimization finished, #iter = 293
nu = 0.375908
obj = -243.929742, rho = 0.559250
nSV = 94, nBSV = 53
Total nSV = 94
Cross Validation Accuracy = 81.6667%
.*
optimization finished, #iter = 267
nu = 0.384793
obj = -273.177612, rho = 0.416608
nSV = 92, nBSV = 58
Total nSV = 92
.*
optimization finished, #iter = 294
nu = 0.369924
obj = -269.826624, rho = 0.442088
nSV = 90, nBSV = 51
Total nSV = 90
*.*
optimization finished, #iter = 223
nu = 0.370837
obj = -273.847709, rho = 0.135439
nSV = 89, nBSV = 55
Total nSV = 89
*.*
optimization finished, #iter = 265
nu = 0.377663
obj = -272.960456, rho = 0.161590
nSV = 94, nBSV = 53
Total nSV = 94
.*
optimization finished, #iter = 306
nu = 0.369639
obj = -273.225451, rho = 0.603510
nSV = 94, nBSV = 53
Total nSV = 94
Cross Validation Accuracy = 80.8333%
.*
optimization finished, #iter = 283
nu = 0.374180
obj = -302.951976, rho = 0.454704
nSV = 93, nBSV = 55
Total nSV = 93
.*
optimization finished, #iter = 321
nu = 0.360840
obj = -300.960375, rho = 0.499475
nSV = 91, nBSV = 48
Total nSV = 91
.*
optimization finished, #iter = 280
nu = 0.363698
obj = -305.970848, rho = 0.132061
nSV = 90, nBSV = 52
Total nSV = 90
.*
optimization finished, #iter = 286
nu = 0.368390
obj = -303.966563, rho = 0.163515
nSV = 94, nBSV = 53
Total nSV = 94
.*
optimization finished, #iter = 311
nu = 0.363355
obj = -305.542638, rho = 0.651097
nSV = 95, nBSV = 50
Total nSV = 95
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 290
nu = 0.363492
obj = -335.564931, rho = 0.476030
nSV = 93, nBSV = 52
Total nSV = 93
.*
optimization finished, #iter = 349
nu = 0.352477
obj = -335.389108, rho = 0.561124
nSV = 91, nBSV = 48
Total nSV = 91
.*
optimization finished, #iter = 279
nu = 0.356564
obj = -341.393087, rho = 0.119105
nSV = 88, nBSV = 52
Total nSV = 88
.*
optimization finished, #iter = 362
nu = 0.359630
obj = -338.041993, rho = 0.160148
nSV = 94, nBSV = 49
Total nSV = 94
.*
optimization finished, #iter = 358
nu = 0.357035
obj = -341.142523, rho = 0.705667
nSV = 94, nBSV = 48
Total nSV = 94
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 327
nu = 0.352503
obj = -371.196023, rho = 0.496150
nSV = 94, nBSV = 48
Total nSV = 94
.*.*
optimization finished, #iter = 385
nu = 0.343890
obj = -373.281575, rho = 0.622967
nSV = 90, nBSV = 45
Total nSV = 90
.*
optimization finished, #iter = 290
nu = 0.350086
obj = -380.206577, rho = 0.099610
nSV = 84, nBSV = 49
Total nSV = 84
.*
optimization finished, #iter = 356
nu = 0.350526
obj = -375.435741, rho = 0.165042
nSV = 93, nBSV = 46
Total nSV = 93
.*
optimization finished, #iter = 379
nu = 0.350969
obj = -380.105883, rho = 0.742675
nSV = 94, nBSV = 46
Total nSV = 94
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 357
nu = 0.342632
obj = -409.942763, rho = 0.507794
nSV = 92, nBSV = 42
Total nSV = 92
.*
optimization finished, #iter = 320
nu = 0.336193
obj = -414.876938, rho = 0.665156
nSV = 90, nBSV = 47
Total nSV = 90
.*
optimization finished, #iter = 322
nu = 0.344055
obj = -422.388218, rho = 0.099244
nSV = 82, nBSV = 44
Total nSV = 82
.*
optimization finished, #iter = 369
nu = 0.341427
obj = -416.339614, rho = 0.155318
nSV = 90, nBSV = 44
Total nSV = 90
.*.*
optimization finished, #iter = 442
nu = 0.344572
obj = -422.499854, rho = 0.744935
nSV = 94, nBSV = 45
Total nSV = 94
Cross Validation Accuracy = 79.5833%
.*.*
optimization finished, #iter = 437
nu = 0.332485
obj = -451.903533, rho = 0.521432
nSV = 89, nBSV = 41
Total nSV = 89
.*
optimization finished, #iter = 376
nu = 0.329302
obj = -460.117528, rho = 0.701924
nSV = 89, nBSV = 45
Total nSV = 89
.*
optimization finished, #iter = 362
nu = 0.336658
obj = -468.011627, rho = 0.122601
nSV = 83, nBSV = 41
Total nSV = 83
.*.*
optimization finished, #iter = 411
nu = 0.332871
obj = -460.876135, rho = 0.137219
nSV = 90, nBSV = 42
Total nSV = 90
.*
optimization finished, #iter = 375
nu = 0.337477
obj = -468.425640, rho = 0.767198
nSV = 95, nBSV = 41
Total nSV = 95
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 519
nu = 0.323667
obj = -496.874988, rho = 0.525759
nSV = 89, nBSV = 40
Total nSV = 89
.*.*
optimization finished, #iter = 392
nu = 0.322230
obj = -508.947857, rho = 0.739591
nSV = 88, nBSV = 42
Total nSV = 88
.*.*
optimization finished, #iter = 416
nu = 0.327567
obj = -517.340745, rho = 0.156117
nSV = 84, nBSV = 37
Total nSV = 84
.*.*
optimization finished, #iter = 422
nu = 0.324438
obj = -509.056372, rho = 0.131084
nSV = 89, nBSV = 41
Total nSV = 89
.*.*
optimization finished, #iter = 519
nu = 0.329561
obj = -518.009692, rho = 0.818941
nSV = 96, nBSV = 37
Total nSV = 96
Cross Validation Accuracy = 79.5833%
.*.*
optimization finished, #iter = 496
nu = 0.314613
obj = -544.520594, rho = 0.504292
nSV = 89, nBSV = 36
Total nSV = 89
.*.*
optimization finished, #iter = 433
nu = 0.316218
obj = -560.999309, rho = 0.743213
nSV = 88, nBSV = 38
Total nSV = 88
.*.*
optimization finished, #iter = 467
nu = 0.318261
obj = -570.815491, rho = 0.208705
nSV = 84, nBSV = 36
Total nSV = 84
.*.*
optimization finished, #iter = 506
nu = 0.315243
obj = -560.852750, rho = 0.072651
nSV = 89, nBSV = 38
Total nSV = 89
..*.*
optimization finished, #iter = 592
nu = 0.320352
obj = -571.543557, rho = 0.820128
nSV = 96, nBSV = 36
Total nSV = 96
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 518
nu = 0.305168
obj = -594.485964, rho = 0.429151
nSV = 89, nBSV = 33
Total nSV = 89
.*.*
optimization finished, #iter = 447
nu = 0.307185
obj = -616.229221, rho = 0.768429
nSV = 89, nBSV = 34
Total nSV = 89
.*.*
optimization finished, #iter = 458
nu = 0.309420
obj = -628.339155, rho = 0.297859
nSV = 86, nBSV = 35
Total nSV = 86
.*.*
optimization finished, #iter = 480
nu = 0.305142
obj = -616.595077, rho = 0.010499
nSV = 91, nBSV = 34
Total nSV = 91
..*.*
optimization finished, #iter = 595
nu = 0.310029
obj = -629.426181, rho = 0.873614
nSV = 94, nBSV = 35
Total nSV = 94
Cross Validation Accuracy = 79.5833%
..*.*
optimization finished, #iter = 582
nu = 0.294141
obj = -646.734957, rho = 0.339581
nSV = 90, nBSV = 32
Total nSV = 90
.*.*
optimization finished, #iter = 531
nu = 0.297703
obj = -674.920768, rho = 0.861935
nSV = 86, nBSV = 31
Total nSV = 86
.*.*
optimization finished, #iter = 498
nu = 0.300963
obj = -689.691971, rho = 0.399762
nSV = 85, nBSV = 36
Total nSV = 85
..*
optimization finished, #iter = 539
nu = 0.294738
obj = -676.585511, rho = 0.010024
nSV = 91, nBSV = 34
Total nSV = 91
..*.*
optimization finished, #iter = 722
nu = 0.300350
obj = -691.772988, rho = 0.959555
nSV = 93, nBSV = 32
Total nSV = 93
Cross Validation Accuracy = 79.5833%
..*
optimization finished, #iter = 572
nu = 0.282618
obj = -701.201832, rho = 0.385243
nSV = 87, nBSV = 31
Total nSV = 87
..*.*
optimization finished, #iter = 598
nu = 0.288434
obj = -736.712950, rho = 0.921875
nSV = 87, nBSV = 29
Total nSV = 87
..*.*
optimization finished, #iter = 576
nu = 0.292445
obj = -754.280220, rho = 0.538357
nSV = 87, nBSV = 32
Total nSV = 87
.*.*
optimization finished, #iter = 555
nu = 0.285580
obj = -740.496262, rho = 0.011369
nSV = 89, nBSV = 33
Total nSV = 89
..*.*
optimization finished, #iter = 634
nu = 0.288104
obj = -759.184595, rho = 1.007380
nSV = 93, nBSV = 31
Total nSV = 93
Cross Validation Accuracy = 80.8333%
..*.*
optimization finished, #iter = 637
nu = 0.269853
obj = -757.684748, rho = 0.439339
nSV = 84, nBSV = 26
Total nSV = 84
..*.*
optimization finished, #iter = 687
nu = 0.278026
obj = -801.171813, rho = 0.910750
nSV = 90, nBSV = 26
Total nSV = 90
..*.*
optimization finished, #iter = 720
nu = 0.282542
obj = -821.861741, rho = 0.614085
nSV = 89, nBSV = 29
Total nSV = 89
.*..*
optimization finished, #iter = 577
nu = 0.277707
obj = -807.322184, rho = 0.039875
nSV = 89, nBSV = 32
Total nSV = 89
..*.*
optimization finished, #iter = 674
nu = 0.277582
obj = -832.182046, rho = 1.058327
nSV = 87, nBSV = 28
Total nSV = 87
Cross Validation Accuracy = 80.8333%
..*.*
optimization finished, #iter = 597
nu = 0.257486
obj = -816.257510, rho = 0.496808
nSV = 84, nBSV = 25
Total nSV = 84
..*.*
optimization finished, #iter = 710
nu = 0.265580
obj = -868.865400, rho = 0.916963
nSV = 90, nBSV = 24
Total nSV = 90
...*.*
optimization finished, #iter = 851
nu = 0.271633
obj = -892.364503, rho = 0.634685
nSV = 89, nBSV = 23
Total nSV = 89
..*.*
optimization finished, #iter = 665
nu = 0.268435
obj = -875.856636, rho = 0.064675
nSV = 88, nBSV = 28
Total nSV = 88
..*..*
optimization finished, #iter = 765
nu = 0.266581
obj = -910.606484, rho = 1.104469
nSV = 88, nBSV = 25
Total nSV = 88
Cross Validation Accuracy = 80.8333%
..*.*
optimization finished, #iter = 735
nu = 0.245992
obj = -875.707102, rho = 0.594628
nSV = 84, nBSV = 23
Total nSV = 84
..*.*
optimization finished, #iter = 751
nu = 0.253333
obj = -940.143125, rho = 0.878591
nSV = 90, nBSV = 23
Total nSV = 90
..*..*
optimization finished, #iter = 814
nu = 0.259633
obj = -966.214693, rho = 0.660435
nSV = 87, nBSV = 23
Total nSV = 87
..*.*
optimization finished, #iter = 656
nu = 0.256691
obj = -946.727465, rho = 0.183827
nSV = 87, nBSV = 24
Total nSV = 87
..*..*
optimization finished, #iter = 828
nu = 0.256318
obj = -994.624241, rho = 1.153844
nSV = 92, nBSV = 24
Total nSV = 92
Cross Validation Accuracy = 80.4167%
...*.*
optimization finished, #iter = 840
nu = 0.233746
obj = -934.842673, rho = 0.632729
nSV = 84, nBSV = 21
Total nSV = 84
..*.*
optimization finished, #iter = 760
nu = 0.241719
obj = -1014.215636, rho = 0.825023
nSV = 90, nBSV = 21
Total nSV = 90
...*.*
optimization finished, #iter = 910
nu = 0.248510
obj = -1042.665306, rho = 0.706890
nSV = 88, nBSV = 22
Total nSV = 88
..*.*
optimization finished, #iter = 710
nu = 0.243404
obj = -1020.363701, rho = 0.339554
nSV = 87, nBSV = 21
Total nSV = 87
..*..*
optimization finished, #iter = 897
nu = 0.246595
obj = -1083.901767, rho = 1.192056
nSV = 92, nBSV = 24
Total nSV = 92
Cross Validation Accuracy = 80%
..*.*
optimization finished, #iter = 726
nu = 0.221390
obj = -993.483627, rho = 0.659201
nSV = 82, nBSV = 20
Total nSV = 82
...*.*
optimization finished, #iter = 809
nu = 0.229333
obj = -1090.919823, rho = 0.757968
nSV = 86, nBSV = 19
Total nSV = 86
...*.*
optimization finished, #iter = 849
nu = 0.237518
obj = -1120.574328, rho = 0.874757
nSV = 86, nBSV = 21
Total nSV = 86
...*.*
optimization finished, #iter = 835
nu = 0.229116
obj = -1098.388308, rho = 0.450823
nSV = 90, nBSV = 20
Total nSV = 90
..*..*
optimization finished, #iter = 836
nu = 0.238176
obj = -1177.161089, rho = 1.243385
nSV = 93, nBSV = 24
Total nSV = 93
Cross Validation Accuracy = 80%
...*.*
optimization finished, #iter = 850
nu = 0.210097
obj = -1049.214307, rho = 0.710671
nSV = 79, nBSV = 17
Total nSV = 79
...*..*
optimization finished, #iter = 1009
nu = 0.215702
obj = -1170.927501, rho = 0.783581
nSV = 86, nBSV = 14
Total nSV = 86
...*.*
optimization finished, #iter = 947
nu = 0.226147
obj = -1198.572132, rho = 1.026147
nSV = 85, nBSV = 18
Total nSV = 85
...*..*
optimization finished, #iter = 1042
nu = 0.215687
obj = -1181.102253, rho = 0.576274
nSV = 88, nBSV = 16
Total nSV = 88
..*..*
optimization finished, #iter = 886
nu = 0.229179
obj = -1272.607588, rho = 1.277245
nSV = 93, nBSV = 19
Total nSV = 93
Cross Validation Accuracy = 79.1667%
...*.*
optimization finished, #iter = 772
nu = 0.197618
obj = -1100.386486, rho = 0.752723
nSV = 80, nBSV = 16
Total nSV = 80
...*..*
optimization finished, #iter = 1124
nu = 0.202359
obj = -1255.496959, rho = 0.925880
nSV = 89, nBSV = 13
Total nSV = 89
...*..*
optimization finished, #iter = 993
nu = 0.212644
obj = -1277.104394, rho = 1.084876
nSV = 85, nBSV = 14
Total nSV = 85
...*.*
optimization finished, #iter = 927
nu = 0.202656
obj = -1268.489064, rho = 0.697531
nSV = 85, nBSV = 14
Total nSV = 85
...*..*
optimization finished, #iter = 1060
nu = 0.218683
obj = -1370.762731, rho = 1.312646
nSV = 92, nBSV = 19
Total nSV = 92
Cross Validation Accuracy = 79.1667%
...*.*
optimization finished, #iter = 811
nu = 0.183823
obj = -1146.558891, rho = 0.812075
nSV = 80, nBSV = 12
Total nSV = 80
....*..*
optimization finished, #iter = 1199
nu = 0.190790
obj = -1343.951112, rho = 1.092872
nSV = 87, nBSV = 11
Total nSV = 87
...*..*
optimization finished, #iter = 1003
nu = 0.197638
obj = -1358.724511, rho = 1.103906
nSV = 84, nBSV = 13
Total nSV = 84
....*.*
optimization finished, #iter = 1084
nu = 0.190456
obj = -1361.050608, rho = 0.794192
nSV = 85, nBSV = 13
Total nSV = 85
...*..*
optimization finished, #iter = 1087
nu = 0.209274
obj = -1470.075861, rho = 1.392047
nSV = 90, nBSV = 17
Total nSV = 90
Cross Validation Accuracy = 79.1667%
...*.*
optimization finished, #iter = 852
nu = 0.168887
obj = -1188.239115, rho = 0.851621
nSV = 79, nBSV = 9
Total nSV = 79
....*.*
optimization finished, #iter = 1143
nu = 0.178694
obj = -1435.751509, rho = 1.150633
nSV = 88, nBSV = 10
Total nSV = 88
....*.*
optimization finished, #iter = 1100
nu = 0.184302
obj = -1443.726998, rho = 1.062342
nSV = 85, nBSV = 12
Total nSV = 85
...*.*
optimization finished, #iter = 881
nu = 0.178899
obj = -1458.467525, rho = 0.841640
nSV = 82, nBSV = 13
Total nSV = 82
...*..*
optimization finished, #iter = 996
nu = 0.198782
obj = -1568.179098, rho = 1.434749
nSV = 89, nBSV = 14
Total nSV = 89
Cross Validation Accuracy = 78.75%
...*.*
optimization finished, #iter = 853
nu = 0.154272
obj = -1226.887497, rho = 0.746484
nSV = 77, nBSV = 8
Total nSV = 77
....*..*
optimization finished, #iter = 1307
nu = 0.166447
obj = -1531.749017, rho = 1.084317
nSV = 87, nBSV = 8
Total nSV = 87
...*..*
optimization finished, #iter = 1132
nu = 0.171914
obj = -1530.844040, rho = 0.968087
nSV = 85, nBSV = 10
Total nSV = 85
...*.*
optimization finished, #iter = 948
nu = 0.168345
obj = -1559.751642, rho = 0.817009
nSV = 83, nBSV = 12
Total nSV = 83
....*.*
optimization finished, #iter = 1116
nu = 0.187296
obj = -1666.020365, rho = 1.391513
nSV = 90, nBSV = 12
Total nSV = 90
Cross Validation Accuracy = 78.75%
...*.*
optimization finished, #iter = 912
nu = 0.140771
obj = -1261.125005, rho = 0.608234
nSV = 76, nBSV = 6
Total nSV = 76
....*..*
optimization finished, #iter = 1280
nu = 0.154252
obj = -1634.243340, rho = 1.012286
nSV = 86, nBSV = 7
Total nSV = 86
....*..*
optimization finished, #iter = 1193
nu = 0.159958
obj = -1619.492791, rho = 0.814750
nSV = 83, nBSV = 9
Total nSV = 83
...*.*
optimization finished, #iter = 919
nu = 0.158053
obj = -1664.205720, rho = 0.703946
nSV = 81, nBSV = 11
Total nSV = 81
....*..*
optimization finished, #iter = 1279
nu = 0.175239
obj = -1763.220905, rho = 1.357660
nSV = 91, nBSV = 10
Total nSV = 91
Cross Validation Accuracy = 77.9167%
...*.*
optimization finished, #iter = 946
nu = 0.127555
obj = -1289.823895, rho = 0.492405
nSV = 76, nBSV = 4
Total nSV = 76
....*..*
optimization finished, #iter = 1311
nu = 0.143724
obj = -1743.753616, rho = 0.972024
nSV = 86, nBSV = 7
Total nSV = 86
....*.*
optimization finished, #iter = 1072
nu = 0.148267
obj = -1710.270882, rho = 0.597795
nSV = 81, nBSV = 9
Total nSV = 81
...*..*
optimization finished, #iter = 962
nu = 0.148649
obj = -1771.304543, rho = 0.483794
nSV = 80, nBSV = 11
Total nSV = 80
....*..*
optimization finished, #iter = 1325
nu = 0.162704
obj = -1860.735033, rho = 1.344295
nSV = 92, nBSV = 9
Total nSV = 92
Cross Validation Accuracy = 77.9167%
...*.*
optimization finished, #iter = 904
nu = 0.114938
obj = -1314.268040, rho = 0.420396
nSV = 75, nBSV = 3
Total nSV = 75
....*..*
optimization finished, #iter = 1238
nu = 0.133464
obj = -1859.173669, rho = 0.925726
nSV = 86, nBSV = 6
Total nSV = 86
....*.*
optimization finished, #iter = 1121
nu = 0.137492
obj = -1801.764260, rho = 0.336793
nSV = 81, nBSV = 6
Total nSV = 81
...*.*
optimization finished, #iter = 856
nu = 0.140672
obj = -1877.041088, rho = 0.182424
nSV = 79, nBSV = 10
Total nSV = 79
.....*...*
optimization finished, #iter = 1579
nu = 0.149903
obj = -1959.356140, rho = 1.312551
nSV = 91, nBSV = 6
Total nSV = 91
Cross Validation Accuracy = 77.9167%
...*.*
optimization finished, #iter = 843
nu = 0.103454
obj = -1333.434971, rho = 0.363364
nSV = 74, nBSV = 3
Total nSV = 74
....*..*
optimization finished, #iter = 1173
nu = 0.123706
obj = -1983.292382, rho = 0.883086
nSV = 83, nBSV = 6
Total nSV = 83
....*..*
optimization finished, #iter = 1178
nu = 0.126401
obj = -1895.242249, rho = 0.142526
nSV = 81, nBSV = 6
Total nSV = 81
...*..*
optimization finished, #iter = 1117
nu = 0.131912
obj = -1977.472671, rho = -0.048216
nSV = 79, nBSV = 9
Total nSV = 79
....*...*
optimization finished, #iter = 1346
nu = 0.137479
obj = -2063.007340, rho = 1.245949
nSV = 89, nBSV = 5
Total nSV = 89
Cross Validation Accuracy = 77.5%
...*.*
optimization finished, #iter = 936
nu = 0.092669
obj = -1344.644963, rho = 0.305014
nSV = 74, nBSV = 2
Total nSV = 74
....*..*
optimization finished, #iter = 1205
nu = 0.115266
obj = -2115.386690, rho = 0.847152
nSV = 81, nBSV = 6
Total nSV = 81
.....*..*
optimization finished, #iter = 1439
nu = 0.116616
obj = -1990.602119, rho = -0.088854
nSV = 82, nBSV = 5
Total nSV = 82
....*..*
optimization finished, #iter = 1288
nu = 0.120526
obj = -2079.108012, rho = -0.210123
nSV = 79, nBSV = 6
Total nSV = 79
....*...*
optimization finished, #iter = 1425
nu = 0.126764
obj = -2170.341876, rho = 1.170677
nSV = 90, nBSV = 5
Total nSV = 90
Cross Validation Accuracy = 77.5%
...*..*
optimization finished, #iter = 995
nu = 0.082310
obj = -1349.749937, rho = 0.247550
nSV = 75, nBSV = 1
Total nSV = 75
....*..*
optimization finished, #iter = 1270
nu = 0.107889
obj = -2253.128858, rho = 0.806978
nSV = 84, nBSV = 6
Total nSV = 84
.....*..*
optimization finished, #iter = 1461
nu = 0.107346
obj = -2086.272143, rho = -0.339104
nSV = 80, nBSV = 3
Total nSV = 80
....*.*
optimization finished, #iter = 1133
nu = 0.110989
obj = -2185.501229, rho = -0.353941
nSV = 76, nBSV = 6
Total nSV = 76
.....*...*
optimization finished, #iter = 1619
nu = 0.117318
obj = -2278.359080, rho = 1.144755
nSV = 87, nBSV = 5
Total nSV = 87
Cross Validation Accuracy = 77.5%
...*..*
optimization finished, #iter = 979
nu = 0.072119
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
....*..*
optimization finished, #iter = 1171
nu = 0.101703
obj = -2392.808424, rho = 0.781768
nSV = 83, nBSV = 6
Total nSV = 83
.....*..*
optimization finished, #iter = 1360
nu = 0.098451
obj = -2182.888543, rho = -0.434240
nSV = 80, nBSV = 3
Total nSV = 80
....*.*
optimization finished, #iter = 1092
nu = 0.102130
obj = -2292.231137, rho = -0.442882
nSV = 75, nBSV = 4
Total nSV = 75
....*...*
optimization finished, #iter = 1489
nu = 0.108376
obj = -2383.035975, rho = 1.084811
nSV = 86, nBSV = 3
Total nSV = 86
Cross Validation Accuracy = 77.5%
...*..*
optimization finished, #iter = 979
nu = 0.062783
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
....*..*
optimization finished, #iter = 1262
nu = 0.096466
obj = -2526.866660, rho = 0.795844
nSV = 83, nBSV = 6
Total nSV = 83
.....*..*
optimization finished, #iter = 1491
nu = 0.089642
obj = -2280.791501, rho = -0.441945
nSV = 82, nBSV = 2
Total nSV = 82
....*.*
optimization finished, #iter = 1099
nu = 0.093360
obj = -2402.666913, rho = -0.464211
nSV = 75, nBSV = 3
Total nSV = 75
.....*..*
optimization finished, #iter = 1431
nu = 0.099323
obj = -2486.933315, rho = 1.066653
nSV = 87, nBSV = 3
Total nSV = 87
Cross Validation Accuracy = 77.5%
...*..*
optimization finished, #iter = 979
nu = 0.054656
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
.....*..*
optimization finished, #iter = 1458
nu = 0.089935
obj = -2650.214638, rho = 0.811896
nSV = 84, nBSV = 3
Total nSV = 84
......*..*
optimization finished, #iter = 1672
nu = 0.081497
obj = -2383.999829, rho = -0.421395
nSV = 83, nBSV = 2
Total nSV = 83
....*..*
optimization finished, #iter = 1199
nu = 0.085699
obj = -2515.668762, rho = -0.472535
nSV = 74, nBSV = 3
Total nSV = 74
.....*...*
optimization finished, #iter = 1529
nu = 0.091356
obj = -2588.337317, rho = 1.057979
nSV = 87, nBSV = 3
Total nSV = 87
Cross Validation Accuracy = 77.5%
...*..*
optimization finished, #iter = 979
nu = 0.047581
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
.....*..*
optimization finished, #iter = 1472
nu = 0.082130
obj = -2773.615154, rho = 0.775231
nSV = 84, nBSV = 2
Total nSV = 84
......*..*
optimization finished, #iter = 1691
nu = 0.074345
obj = -2491.439735, rho = -0.450229
nSV = 84, nBSV = 2
Total nSV = 84
.....*..*
optimization finished, #iter = 1477
nu = 0.078798
obj = -2628.494373, rho = -0.385486
nSV = 74, nBSV = 2
Total nSV = 74
.....*..*
optimization finished, #iter = 1475
nu = 0.083133
obj = -2685.197971, rho = 1.111059
nSV = 86, nBSV = 2
Total nSV = 86
Cross Validation Accuracy = 76.6667%
...*..*
optimization finished, #iter = 979
nu = 0.041421
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
.....*..*
optimization finished, #iter = 1510
nu = 0.075049
obj = -2901.824821, rho = 0.723328
nSV = 84, nBSV = 2
Total nSV = 84
.......*...*
optimization finished, #iter = 1928
nu = 0.068086
obj = -2600.615046, rho = -0.479853
nSV = 85, nBSV = 2
Total nSV = 85
.....*.*
optimization finished, #iter = 1316
nu = 0.071876
obj = -2741.769629, rho = -0.191910
nSV = 73, nBSV = 2
Total nSV = 73
......*..*
optimization finished, #iter = 1663
nu = 0.075510
obj = -2782.080235, rho = 1.198432
nSV = 86, nBSV = 2
Total nSV = 86
Cross Validation Accuracy = 76.25%
...*..*
optimization finished, #iter = 979
nu = 0.036059
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
.....*...*
optimization finished, #iter = 1552
nu = 0.068887
obj = -3031.645435, rho = 0.664073
nSV = 85, nBSV = 2
Total nSV = 85
.......*...*
optimization finished, #iter = 1975
nu = 0.062534
obj = -2707.918158, rho = -0.393782
nSV = 86, nBSV = 2
Total nSV = 86
....*...*
optimization finished, #iter = 1352
nu = 0.065997
obj = -2854.334962, rho = 0.069623
nSV = 75, nBSV = 2
Total nSV = 75
......*..*
optimization finished, #iter = 1602
nu = 0.068878
obj = -2875.399779, rho = 1.326543
nSV = 86, nBSV = 2
Total nSV = 86
Cross Validation Accuracy = 75.8333%
...*..*
optimization finished, #iter = 979
nu = 0.031392
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
.....*...*
optimization finished, #iter = 1592
nu = 0.063424
obj = -3158.305664, rho = 0.669127
nSV = 86, nBSV = 2
Total nSV = 86
.......*...*
optimization finished, #iter = 1982
nu = 0.057678
obj = -2808.198104, rho = -0.276802
nSV = 86, nBSV = 2
Total nSV = 86
....*...*
optimization finished, #iter = 1420
nu = 0.060964
obj = -2958.440341, rho = 0.377090
nSV = 75, nBSV = 2
Total nSV = 75
......*...*
optimization finished, #iter = 1779
nu = 0.062229
obj = -2962.260547, rho = 1.420815
nSV = 85, nBSV = 1
Total nSV = 85
Cross Validation Accuracy = 75.4167%
...*..*
optimization finished, #iter = 979
nu = 0.027328
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
.....*...*
optimization finished, #iter = 1600
nu = 0.058650
obj = -3275.227107, rho = 0.722336
nSV = 86, nBSV = 2
Total nSV = 86
.......*...*
optimization finished, #iter = 2009
nu = 0.053468
obj = -2893.130629, rho = -0.143839
nSV = 84, nBSV = 2
Total nSV = 84
.....*...*
optimization finished, #iter = 1537
nu = 0.055826
obj = -3047.949939, rho = 0.596845
nSV = 76, nBSV = 1
Total nSV = 76
......*...*
optimization finished, #iter = 1809
nu = 0.055958
obj = -3048.112897, rho = 1.540966
nSV = 85, nBSV = 1
Total nSV = 85
Cross Validation Accuracy = 75.8333%
...*..*
optimization finished, #iter = 979
nu = 0.023790
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
......*...*
optimization finished, #iter = 1777
nu = 0.053857
obj = -3373.464620, rho = 0.839598
nSV = 86, nBSV = 1
Total nSV = 86
.......*...*
optimization finished, #iter = 2052
nu = 0.048350
obj = -2958.571143, rho = -0.005111
nSV = 85, nBSV = 1
Total nSV = 85
.....*..*
optimization finished, #iter = 1443
nu = 0.050979
obj = -3125.126615, rho = 0.700786
nSV = 73, nBSV = 1
Total nSV = 73
......*..*
optimization finished, #iter = 1658
nu = 0.050095
obj = -3136.179003, rho = 1.777668
nSV = 85, nBSV = 1
Total nSV = 85
Cross Validation Accuracy = 75.4167%
...*..*
optimization finished, #iter = 979
nu = 0.020711
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
......*..*
optimization finished, #iter = 1695
nu = 0.048526
obj = -3463.620206, rho = 1.114464
nSV = 86, nBSV = 1
Total nSV = 86
.......*...*
optimization finished, #iter = 2097
nu = 0.043213
obj = -3020.741467, rho = 0.132853
nSV = 84, nBSV = 1
Total nSV = 84
.....*...*
optimization finished, #iter = 1539
nu = 0.046558
obj = -3182.047569, rho = 0.771640
nSV = 75, nBSV = 1
Total nSV = 75
......*....*
optimization finished, #iter = 1967
nu = 0.045005
obj = -3225.904477, rho = 2.044266
nSV = 85, nBSV = 1
Total nSV = 85
Cross Validation Accuracy = 74.5833%
...*..*
optimization finished, #iter = 979
nu = 0.018030
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
......*...*
optimization finished, #iter = 1734
nu = 0.043854
obj = -3546.773884, rho = 1.417063
nSV = 87, nBSV = 1
Total nSV = 87
.......*...*
optimization finished, #iter = 2025
nu = 0.038743
obj = -3077.906122, rho = 0.295993
nSV = 83, nBSV = 1
Total nSV = 83
.....*..*
optimization finished, #iter = 1524
nu = 0.042590
obj = -3211.052788, rho = 0.806129
nSV = 76, nBSV = 1
Total nSV = 76
......*..*
optimization finished, #iter = 1703
nu = 0.040690
obj = -3312.183271, rho = 2.351385
nSV = 84, nBSV = 1
Total nSV = 84
Cross Validation Accuracy = 75%
...*..*
optimization finished, #iter = 979
nu = 0.015696
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
......*...*
optimization finished, #iter = 1817
nu = 0.039786
obj = -3615.560160, rho = 1.759993
nSV = 87, nBSV = 1
Total nSV = 87
.......*...*
optimization finished, #iter = 2014
nu = 0.034855
obj = -3124.664212, rho = 0.490539
nSV = 83, nBSV = 1
Total nSV = 83
......*..*
optimization finished, #iter = 1685
nu = 0.037533
obj = -3212.454487, rho = 0.854247
nSV = 76, nBSV = 0
Total nSV = 76
......*..*
optimization finished, #iter = 1661
nu = 0.036951
obj = -3387.546349, rho = 2.739369
nSV = 80, nBSV = 1
Total nSV = 80
Cross Validation Accuracy = 75.4167%
...*..*
optimization finished, #iter = 979
nu = 0.013664
obj = -1350.350900, rho = 0.238712
nSV = 75, nBSV = 0
Total nSV = 75
.......*...*
optimization finished, #iter = 1983
nu = 0.036237
obj = -3659.411181, rho = 2.133667
nSV = 88, nBSV = 1
Total nSV = 88
......*...*
optimization finished, #iter = 1836
nu = 0.031735
obj = -3149.976774, rho = 0.605633
nSV = 81, nBSV = 1
Total nSV = 81
......*..*
optimization finished, #iter = 1685
nu = 0.032674
obj = -3212.454487, rho = 0.854247
nSV = 76, nBSV = 0
Total nSV = 76
......*..*
optimization finished, #iter = 1684
nu = 0.033708
obj = -3442.211240, rho = 3.177683
nSV = 81, nBSV = 1
Total nSV = 81
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.165546, rho = 0.986915
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165511, rho = 0.986908
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165495, rho = 0.985576
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.165546, rho = 0.986954
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.163541, rho = 0.986583
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.190087, rho = 0.984969
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190042, rho = 0.985009
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190020, rho = 0.983431
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190087, rho = 0.985014
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.187775, rho = 0.984587
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.218245, rho = 0.982734
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218186, rho = 0.982780
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218157, rho = 0.980968
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218245, rho = 0.982786
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.215577, rho = 0.982296
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.250557, rho = 0.979919
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250478, rho = 0.980220
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250439, rho = 0.978138
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250556, rho = 0.980226
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.247476, rho = 0.979663
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.287630, rho = 0.976934
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287525, rho = 0.977279
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287475, rho = 0.974887
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.287628, rho = 0.977286
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.284070, rho = 0.976639
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.330152, rho = 0.973504
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330014, rho = 0.973901
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.329947, rho = 0.971153
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.330151, rho = 0.973692
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.326036, rho = 0.973166
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.378937, rho = 0.969563
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378756, rho = 0.970019
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378667, rho = 0.966863
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.378937, rho = 0.969779
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.374174, rho = 0.969175
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.434859, rho = 0.965037
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.434619, rho = 0.965561
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.434503, rho = 0.961935
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.434858, rho = 0.965286
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.429340, rho = 0.964591
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.498960, rho = 0.959839
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.498643, rho = 0.960440
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.498490, rho = 0.956276
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.498959, rho = 0.960124
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.492558, rho = 0.959326
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.572417, rho = 0.953867
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.572000, rho = 0.954558
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.571800, rho = 0.949386
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.572416, rho = 0.954195
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.564981, rho = 0.953278
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.656570, rho = 0.947007
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.656019, rho = 0.947800
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.655755, rho = 0.941859
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.656568, rho = 0.947383
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.647919, rho = 0.946330
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.752910, rho = 0.939128
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.752182, rho = 0.940039
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.751834, rho = 0.933215
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.752907, rho = 0.939560
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.742829, rho = 0.938350
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.863172, rho = 0.930076
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.862212, rho = 0.931123
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.861752, rho = 0.923284
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.863168, rho = 0.930573
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.851404, rho = 0.929184
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.989304, rho = 0.919678
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.988037, rho = 0.920880
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.987430, rho = 0.911876
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.989299, rho = 0.920248
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.975536, rho = 0.918652
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.133466, rho = 0.907734
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.131796, rho = 0.909115
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.130994, rho = 0.898772
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.133459, rho = 0.908389
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.117322, rho = 0.906556
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.298122, rho = 0.894015
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.295918, rho = 0.895601
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.294861, rho = 0.883720
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.298114, rho = 0.894768
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.279144, rho = 0.892662
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.486025, rho = 0.878255
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.483117, rho = 0.880078
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.481721, rho = 0.866429
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.486014, rho = 0.879120
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -1.463653, rho = 0.876701
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.700288, rho = 0.860147
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.696451, rho = 0.862241
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.694610, rho = 0.846562
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.700274, rho = 0.861140
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -1.673833, rho = 0.858362
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.944206, rho = 0.839350
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.939142, rho = 0.841755
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.936713, rho = 0.823745
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.944187, rho = 0.840491
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.912819, rho = 0.837299
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.221393, rho = 0.815474
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.214712, rho = 0.818236
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.211507, rho = 0.797550
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.221367, rho = 0.816784
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.184026, rho = 0.813118
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.536238, rho = 0.788030
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.527423, rho = 0.791203
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.523194, rho = 0.767440
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.536205, rho = 0.789535
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.491578, rho = 0.785323
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.892811, rho = 0.756516
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.881179, rho = 0.760161
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.875599, rho = 0.732865
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.892767, rho = 0.758245
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.839221, rho = 0.753407
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.295944, rho = 0.720308
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.280596, rho = 0.724495
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.273233, rho = 0.693139
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.295886, rho = 0.722294
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -3.231362, rho = 0.716737
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.750397, rho = 0.678714
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -3.730145, rho = 0.683524
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.720429, rho = 0.647506
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.750321, rho = 0.680996
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -3.672223, rho = 0.674612
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.261034, rho = 0.630934
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.234312, rho = 0.636028
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.221490, rho = 0.595085
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.260935, rho = 0.633555
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -4.165972, rho = 0.626222
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -4.832453, rho = 0.576059
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.797193, rho = 0.581911
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.780275, rho = 0.534879
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.832321, rho = 0.579070
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.716312, rho = 0.570647
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -5.469058, rho = 0.513017
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.422531, rho = 0.519739
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.400208, rho = 0.465714
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -5.468884, rho = 0.516476
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.326484, rho = 0.506800
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 62.9167%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -6.174124, rho = 0.440602
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.112731, rho = 0.448323
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -6.083276, rho = 0.386264
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.173895, rho = 0.444575
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.998259, rho = 0.433460
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 67.5%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -6.949368, rho = 0.357428
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.868362, rho = 0.366297
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -6.829496, rho = 0.295011
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.949067, rho = 0.361558
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -6.731403, rho = 0.349224
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 73.3333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -7.794321, rho = 0.261882
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.687434, rho = 0.272070
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -7.636150, rho = 0.190184
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.793924, rho = 0.266626
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -7.522898, rho = 0.252459
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -8.704811, rho = 0.152118
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.875000
obj = -8.566386, rho = 0.196662
nSV = 169, nBSV = 166
Total nSV = 169
*
optimization finished, #iter = 86
nu = 0.870562
obj = -8.501542, rho = 0.116268
nSV = 169, nBSV = 166
Total nSV = 169
*
optimization finished, #iter = 93
nu = 0.883350
obj = -8.704386, rho = 0.163722
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.865476
obj = -8.371123, rho = 0.201248
nSV = 166, nBSV = 164
Total nSV = 166
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 85
nu = 0.859597
obj = -9.694277, rho = 0.101477
nSV = 167, nBSV = 163
Total nSV = 167
*
optimization finished, #iter = 82
nu = 0.843412
obj = -9.541682, rho = 0.196708
nSV = 163, nBSV = 160
Total nSV = 163
*
optimization finished, #iter = 88
nu = 0.837951
obj = -9.466541, rho = 0.094856
nSV = 163, nBSV = 157
Total nSV = 163
*
optimization finished, #iter = 89
nu = 0.852557
obj = -9.706980, rho = 0.157192
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 85
nu = 0.835652
obj = -9.311303, rho = 0.192763
nSV = 161, nBSV = 158
Total nSV = 161
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 84
nu = 0.835397
obj = -10.786893, rho = 0.082905
nSV = 162, nBSV = 158
Total nSV = 162
*
optimization finished, #iter = 85
nu = 0.822917
obj = -10.629535, rho = 0.150533
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 83
nu = 0.816172
obj = -10.543679, rho = 0.039636
nSV = 159, nBSV = 154
Total nSV = 159
*
optimization finished, #iter = 84
nu = 0.833333
obj = -10.827717, rho = 0.113567
nSV = 161, nBSV = 159
Total nSV = 161
*
optimization finished, #iter = 86
nu = 0.816635
obj = -10.350282, rho = 0.135586
nSV = 157, nBSV = 153
Total nSV = 157
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 91
nu = 0.805767
obj = -11.999684, rho = 0.056522
nSV = 160, nBSV = 152
Total nSV = 160
*
optimization finished, #iter = 83
nu = 0.798127
obj = -11.830645, rho = 0.128961
nSV = 154, nBSV = 151
Total nSV = 154
*
optimization finished, #iter = 82
nu = 0.789410
obj = -11.741370, rho = 0.036343
nSV = 154, nBSV = 149
Total nSV = 154
*
optimization finished, #iter = 81
nu = 0.812500
obj = -12.060540, rho = 0.092773
nSV = 157, nBSV = 155
Total nSV = 157
*
optimization finished, #iter = 83
nu = 0.789291
obj = -11.498980, rho = 0.111632
nSV = 153, nBSV = 149
Total nSV = 153
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.779206
obj = -13.360693, rho = 0.032207
nSV = 153, nBSV = 149
Total nSV = 153
*
optimization finished, #iter = 86
nu = 0.774783
obj = -13.165275, rho = 0.099050
nSV = 152, nBSV = 145
Total nSV = 152
*
optimization finished, #iter = 85
nu = 0.765207
obj = -13.077390, rho = 0.016726
nSV = 149, nBSV = 143
Total nSV = 149
*
optimization finished, #iter = 88
nu = 0.787541
obj = -13.424263, rho = 0.077829
nSV = 154, nBSV = 145
Total nSV = 154
*
optimization finished, #iter = 87
nu = 0.761504
obj = -12.778496, rho = 0.105201
nSV = 148, nBSV = 140
Total nSV = 148
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.756229
obj = -14.872603, rho = 0.004021
nSV = 150, nBSV = 141
Total nSV = 150
*
optimization finished, #iter = 81
nu = 0.750067
obj = -14.647351, rho = 0.074599
nSV = 148, nBSV = 141
Total nSV = 148
*
optimization finished, #iter = 89
nu = 0.739403
obj = -14.570817, rho = -0.001157
nSV = 146, nBSV = 137
Total nSV = 146
*
optimization finished, #iter = 92
nu = 0.758717
obj = -14.954323, rho = 0.069262
nSV = 150, nBSV = 142
Total nSV = 150
*
optimization finished, #iter = 82
nu = 0.733941
obj = -14.208199, rho = 0.073960
nSV = 144, nBSV = 137
Total nSV = 144
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 79
nu = 0.727240
obj = -16.569345, rho = 0.005957
nSV = 143, nBSV = 137
Total nSV = 143
*
optimization finished, #iter = 81
nu = 0.727233
obj = -16.305253, rho = 0.031590
nSV = 143, nBSV = 135
Total nSV = 143
*
optimization finished, #iter = 80
nu = 0.715589
obj = -16.248357, rho = -0.024910
nSV = 140, nBSV = 135
Total nSV = 140
*
optimization finished, #iter = 86
nu = 0.736539
obj = -16.666074, rho = 0.046054
nSV = 147, nBSV = 138
Total nSV = 147
*
optimization finished, #iter = 79
nu = 0.709826
obj = -15.804591, rho = 0.069814
nSV = 138, nBSV = 133
Total nSV = 138
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 79
nu = 0.702274
obj = -18.476277, rho = -0.015749
nSV = 140, nBSV = 133
Total nSV = 140
*
optimization finished, #iter = 81
nu = 0.700724
obj = -18.148694, rho = 0.007994
nSV = 139, nBSV = 130
Total nSV = 139
*
optimization finished, #iter = 80
nu = 0.694686
obj = -18.115694, rho = -0.034480
nSV = 138, nBSV = 129
Total nSV = 138
*
optimization finished, #iter = 86
nu = 0.716018
obj = -18.568768, rho = 0.033591
nSV = 142, nBSV = 133
Total nSV = 142
*
optimization finished, #iter = 78
nu = 0.685481
obj = -17.580702, rho = 0.072855
nSV = 134, nBSV = 128
Total nSV = 134
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 80
nu = 0.682403
obj = -20.612577, rho = -0.017380
nSV = 135, nBSV = 126
Total nSV = 135
*
optimization finished, #iter = 84
nu = 0.676496
obj = -20.220175, rho = 0.023352
nSV = 135, nBSV = 125
Total nSV = 135
*
optimization finished, #iter = 82
nu = 0.672605
obj = -20.207546, rho = -0.035896
nSV = 134, nBSV = 127
Total nSV = 134
*
optimization finished, #iter = 81
nu = 0.691269
obj = -20.696537, rho = 0.048646
nSV = 136, nBSV = 129
Total nSV = 136
*
optimization finished, #iter = 76
nu = 0.660761
obj = -19.572590, rho = 0.072953
nSV = 131, nBSV = 124
Total nSV = 131
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 88
nu = 0.658769
obj = -23.008813, rho = 0.006583
nSV = 133, nBSV = 122
Total nSV = 133
*
optimization finished, #iter = 76
nu = 0.656163
obj = -22.544161, rho = 0.039418
nSV = 129, nBSV = 123
Total nSV = 129
*
optimization finished, #iter = 84
nu = 0.650669
obj = -22.549413, rho = -0.027301
nSV = 130, nBSV = 121
Total nSV = 130
*
optimization finished, #iter = 87
nu = 0.672304
obj = -23.067777, rho = 0.077376
nSV = 134, nBSV = 125
Total nSV = 134
*
optimization finished, #iter = 82
nu = 0.640711
obj = -21.798801, rho = 0.067942
nSV = 126, nBSV = 117
Total nSV = 126
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 81
nu = 0.641951
obj = -25.702432, rho = 0.017146
nSV = 127, nBSV = 121
Total nSV = 127
*
optimization finished, #iter = 84
nu = 0.636585
obj = -25.127309, rho = 0.062627
nSV = 127, nBSV = 117
Total nSV = 127
*
optimization finished, #iter = 78
nu = 0.633204
obj = -25.175156, rho = -0.035098
nSV = 125, nBSV = 117
Total nSV = 125
*
optimization finished, #iter = 87
nu = 0.652063
obj = -25.711287, rho = 0.091758
nSV = 129, nBSV = 119
Total nSV = 129
*
optimization finished, #iter = 84
nu = 0.619776
obj = -24.288824, rho = 0.084202
nSV = 123, nBSV = 110
Total nSV = 123
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.623110
obj = -28.694934, rho = 0.030685
nSV = 126, nBSV = 115
Total nSV = 126
*
optimization finished, #iter = 73
nu = 0.617122
obj = -28.016839, rho = 0.077132
nSV = 124, nBSV = 114
Total nSV = 124
*
optimization finished, #iter = 76
nu = 0.613250
obj = -28.104890, rho = -0.022910
nSV = 123, nBSV = 113
Total nSV = 123
*
optimization finished, #iter = 91
nu = 0.629920
obj = -28.665570, rho = 0.111724
nSV = 128, nBSV = 113
Total nSV = 128
*
optimization finished, #iter = 91
nu = 0.597678
obj = -27.080208, rho = 0.107450
nSV = 121, nBSV = 104
Total nSV = 121
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 84
nu = 0.602645
obj = -32.061679, rho = 0.052134
nSV = 123, nBSV = 110
Total nSV = 123
*
optimization finished, #iter = 77
nu = 0.597964
obj = -31.244832, rho = 0.105104
nSV = 120, nBSV = 110
Total nSV = 120
*
optimization finished, #iter = 83
nu = 0.594477
obj = -31.401914, rho = 0.010233
nSV = 119, nBSV = 109
Total nSV = 119
*
optimization finished, #iter = 91
nu = 0.608440
obj = -31.992007, rho = 0.143878
nSV = 123, nBSV = 110
Total nSV = 123
*
optimization finished, #iter = 96
nu = 0.576803
obj = -30.232623, rho = 0.136703
nSV = 117, nBSV = 101
Total nSV = 117
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.583817
obj = -35.850845, rho = 0.088006
nSV = 121, nBSV = 107
Total nSV = 121
*
optimization finished, #iter = 83
nu = 0.580004
obj = -34.852467, rho = 0.128687
nSV = 118, nBSV = 107
Total nSV = 118
*
optimization finished, #iter = 85
nu = 0.578303
obj = -35.087983, rho = 0.052305
nSV = 119, nBSV = 108
Total nSV = 119
*
optimization finished, #iter = 92
nu = 0.589111
obj = -35.733301, rho = 0.168238
nSV = 120, nBSV = 107
Total nSV = 120
*
optimization finished, #iter = 101
nu = 0.559702
obj = -33.778082, rho = 0.170927
nSV = 115, nBSV = 99
Total nSV = 115
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.567150
obj = -40.117449, rho = 0.141028
nSV = 117, nBSV = 104
Total nSV = 117
*
optimization finished, #iter = 87
nu = 0.561273
obj = -38.894055, rho = 0.140370
nSV = 114, nBSV = 101
Total nSV = 114
*
optimization finished, #iter = 92
nu = 0.563701
obj = -39.199080, rho = 0.062613
nSV = 113, nBSV = 101
Total nSV = 113
*
optimization finished, #iter = 97
nu = 0.570332
obj = -39.944214, rho = 0.178957
nSV = 118, nBSV = 103
Total nSV = 118
*
optimization finished, #iter = 116
nu = 0.543718
obj = -37.741651, rho = 0.187335
nSV = 114, nBSV = 92
Total nSV = 114
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 92
nu = 0.552333
obj = -44.902752, rho = 0.182531
nSV = 113, nBSV = 101
Total nSV = 113
*
optimization finished, #iter = 101
nu = 0.543266
obj = -43.434157, rho = 0.146370
nSV = 113, nBSV = 97
Total nSV = 113
*
optimization finished, #iter = 90
nu = 0.547264
obj = -43.791683, rho = 0.086256
nSV = 111, nBSV = 98
Total nSV = 111
*
optimization finished, #iter = 81
nu = 0.555358
obj = -44.678834, rho = 0.174552
nSV = 113, nBSV = 100
Total nSV = 113
*
optimization finished, #iter = 121
nu = 0.525281
obj = -42.209543, rho = 0.215368
nSV = 113, nBSV = 91
Total nSV = 113
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 95
nu = 0.537295
obj = -50.261323, rho = 0.202675
nSV = 109, nBSV = 95
Total nSV = 109
*
optimization finished, #iter = 119
nu = 0.525973
obj = -48.542295, rho = 0.151635
nSV = 109, nBSV = 89
Total nSV = 109
*
optimization finished, #iter = 103
nu = 0.530755
obj = -48.939711, rho = 0.112236
nSV = 110, nBSV = 92
Total nSV = 110
*
optimization finished, #iter = 94
nu = 0.540181
obj = -49.965708, rho = 0.179315
nSV = 110, nBSV = 95
Total nSV = 110
*
optimization finished, #iter = 113
nu = 0.509820
obj = -47.255413, rho = 0.247927
nSV = 109, nBSV = 90
Total nSV = 109
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 98
nu = 0.521491
obj = -56.295770, rho = 0.222904
nSV = 109, nBSV = 93
Total nSV = 109
*
optimization finished, #iter = 123
nu = 0.509570
obj = -54.299194, rho = 0.156947
nSV = 109, nBSV = 87
Total nSV = 109
*
optimization finished, #iter = 110
nu = 0.514908
obj = -54.724902, rho = 0.117620
nSV = 107, nBSV = 87
Total nSV = 107
*
optimization finished, #iter = 97
nu = 0.525009
obj = -55.893665, rho = 0.180507
nSV = 109, nBSV = 91
Total nSV = 109
*
optimization finished, #iter = 119
nu = 0.495399
obj = -52.926002, rho = 0.271735
nSV = 106, nBSV = 84
Total nSV = 106
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 101
nu = 0.506512
obj = -63.100563, rho = 0.238107
nSV = 109, nBSV = 90
Total nSV = 109
*
optimization finished, #iter = 107
nu = 0.495550
obj = -60.774753, rho = 0.171316
nSV = 106, nBSV = 86
Total nSV = 106
*
optimization finished, #iter = 110
nu = 0.499900
obj = -61.232350, rho = 0.131296
nSV = 106, nBSV = 87
Total nSV = 106
*
optimization finished, #iter = 102
nu = 0.510987
obj = -62.542503, rho = 0.190870
nSV = 108, nBSV = 89
Total nSV = 108
*
optimization finished, #iter = 125
nu = 0.480623
obj = -59.331392, rho = 0.287437
nSV = 104, nBSV = 81
Total nSV = 104
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 99
nu = 0.493381
obj = -70.773123, rho = 0.255270
nSV = 105, nBSV = 87
Total nSV = 105
*
optimization finished, #iter = 106
nu = 0.483265
obj = -68.027138, rho = 0.190560
nSV = 105, nBSV = 83
Total nSV = 105
*
optimization finished, #iter = 117
nu = 0.486095
obj = -68.540638, rho = 0.129241
nSV = 103, nBSV = 80
Total nSV = 103
*
optimization finished, #iter = 118
nu = 0.496573
obj = -69.998830, rho = 0.215881
nSV = 105, nBSV = 84
Total nSV = 105
*
optimization finished, #iter = 118
nu = 0.467592
obj = -66.567203, rho = 0.306377
nSV = 102, nBSV = 78
Total nSV = 102
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.482567
obj = -79.385895, rho = 0.285503
nSV = 102, nBSV = 86
Total nSV = 102
*
optimization finished, #iter = 128
nu = 0.469589
obj = -76.151826, rho = 0.206990
nSV = 101, nBSV = 75
Total nSV = 101
*
optimization finished, #iter = 139
nu = 0.471520
obj = -76.767146, rho = 0.135413
nSV = 102, nBSV = 76
Total nSV = 102
*
optimization finished, #iter = 107
nu = 0.482975
obj = -78.377809, rho = 0.231100
nSV = 102, nBSV = 80
Total nSV = 102
*
optimization finished, #iter = 131
nu = 0.456462
obj = -74.707734, rho = 0.319579
nSV = 99, nBSV = 75
Total nSV = 99
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 83
nu = 0.473403
obj = -88.996384, rho = 0.308195
nSV = 98, nBSV = 84
Total nSV = 98
*
optimization finished, #iter = 138
nu = 0.456390
obj = -85.298462, rho = 0.209617
nSV = 101, nBSV = 74
Total nSV = 101
*
optimization finished, #iter = 119
nu = 0.458493
obj = -86.047147, rho = 0.132384
nSV = 99, nBSV = 74
Total nSV = 99
*
optimization finished, #iter = 113
nu = 0.470386
obj = -87.790617, rho = 0.221627
nSV = 101, nBSV = 77
Total nSV = 101
*
optimization finished, #iter = 159
nu = 0.445854
obj = -83.854598, rho = 0.346392
nSV = 98, nBSV = 71
Total nSV = 98
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 103
nu = 0.464227
obj = -99.666496, rho = 0.296386
nSV = 97, nBSV = 77
Total nSV = 97
*
optimization finished, #iter = 158
nu = 0.444488
obj = -95.582602, rho = 0.213241
nSV = 99, nBSV = 72
Total nSV = 99
*
optimization finished, #iter = 120
nu = 0.447182
obj = -96.478176, rho = 0.124736
nSV = 97, nBSV = 71
Total nSV = 97
*
optimization finished, #iter = 125
nu = 0.459265
obj = -98.324584, rho = 0.213637
nSV = 100, nBSV = 76
Total nSV = 100
*
optimization finished, #iter = 159
nu = 0.434822
obj = -94.143593, rho = 0.361124
nSV = 97, nBSV = 68
Total nSV = 97
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 126
nu = 0.454987
obj = -111.516365, rho = 0.267999
nSV = 96, nBSV = 76
Total nSV = 96
*
optimization finished, #iter = 155
nu = 0.434088
obj = -107.112106, rho = 0.217909
nSV = 99, nBSV = 72
Total nSV = 99
*
optimization finished, #iter = 130
nu = 0.436974
obj = -108.173358, rho = 0.123517
nSV = 93, nBSV = 69
Total nSV = 93
*
optimization finished, #iter = 116
nu = 0.449429
obj = -110.077966, rho = 0.205951
nSV = 97, nBSV = 75
Total nSV = 97
*
optimization finished, #iter = 185
nu = 0.424758
obj = -105.717487, rho = 0.375794
nSV = 99, nBSV = 65
Total nSV = 99
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 140
nu = 0.446253
obj = -124.628414, rho = 0.232776
nSV = 97, nBSV = 74
Total nSV = 97
*
optimization finished, #iter = 173
nu = 0.425249
obj = -119.963762, rho = 0.217831
nSV = 96, nBSV = 66
Total nSV = 96
*
optimization finished, #iter = 128
nu = 0.428898
obj = -121.200880, rho = 0.144300
nSV = 92, nBSV = 67
Total nSV = 92
*
optimization finished, #iter = 140
nu = 0.440433
obj = -123.128202, rho = 0.187110
nSV = 97, nBSV = 72
Total nSV = 97
*.*
optimization finished, #iter = 199
nu = 0.414848
obj = -118.737503, rho = 0.378850
nSV = 98, nBSV = 64
Total nSV = 98
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 156
nu = 0.436883
obj = -139.101171, rho = 0.211791
nSV = 97, nBSV = 72
Total nSV = 97
*
optimization finished, #iter = 163
nu = 0.415633
obj = -134.284719, rho = 0.242782
nSV = 95, nBSV = 65
Total nSV = 95
*
optimization finished, #iter = 141
nu = 0.419798
obj = -135.687892, rho = 0.155403
nSV = 92, nBSV = 65
Total nSV = 92
*
optimization finished, #iter = 141
nu = 0.431646
obj = -137.561158, rho = 0.153301
nSV = 95, nBSV = 71
Total nSV = 95
*
optimization finished, #iter = 190
nu = 0.406131
obj = -133.355442, rho = 0.391340
nSV = 98, nBSV = 63
Total nSV = 98
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 155
nu = 0.427584
obj = -155.029180, rho = 0.217880
nSV = 95, nBSV = 68
Total nSV = 95
*.*
optimization finished, #iter = 196
nu = 0.406477
obj = -150.220012, rho = 0.256380
nSV = 94, nBSV = 62
Total nSV = 94
*
optimization finished, #iter = 168
nu = 0.410757
obj = -151.794563, rho = 0.146096
nSV = 91, nBSV = 61
Total nSV = 91
*
optimization finished, #iter = 158
nu = 0.422432
obj = -153.498638, rho = 0.117914
nSV = 94, nBSV = 67
Total nSV = 94
*.*
optimization finished, #iter = 214
nu = 0.398010
obj = -149.726216, rho = 0.411711
nSV = 97, nBSV = 61
Total nSV = 97
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 197
nu = 0.418031
obj = -172.528116, rho = 0.245975
nSV = 93, nBSV = 65
Total nSV = 93
*.*
optimization finished, #iter = 214
nu = 0.397579
obj = -167.918524, rho = 0.277332
nSV = 96, nBSV = 59
Total nSV = 96
*
optimization finished, #iter = 170
nu = 0.400265
obj = -169.732711, rho = 0.134305
nSV = 91, nBSV = 60
Total nSV = 91
*
optimization finished, #iter = 173
nu = 0.411742
obj = -171.106382, rho = 0.095904
nSV = 95, nBSV = 64
Total nSV = 95
*.*
optimization finished, #iter = 235
nu = 0.391027
obj = -167.992138, rho = 0.443466
nSV = 95, nBSV = 60
Total nSV = 95
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 193
nu = 0.407829
obj = -191.706042, rho = 0.267162
nSV = 92, nBSV = 63
Total nSV = 92
*.*
optimization finished, #iter = 211
nu = 0.389540
obj = -187.504672, rho = 0.295884
nSV = 94, nBSV = 56
Total nSV = 94
*.*
optimization finished, #iter = 194
nu = 0.390264
obj = -189.747861, rho = 0.118787
nSV = 91, nBSV = 57
Total nSV = 91
*.*
optimization finished, #iter = 211
nu = 0.401367
obj = -190.581968, rho = 0.100251
nSV = 94, nBSV = 60
Total nSV = 94
*.*
optimization finished, #iter = 240
nu = 0.384263
obj = -188.284132, rho = 0.477647
nSV = 95, nBSV = 56
Total nSV = 95
Cross Validation Accuracy = 82.0833%
*.*
optimization finished, #iter = 228
nu = 0.397230
obj = -212.720949, rho = 0.314029
nSV = 95, nBSV = 60
Total nSV = 95
*.*
optimization finished, #iter = 264
nu = 0.380465
obj = -209.122248, rho = 0.332943
nSV = 92, nBSV = 53
Total nSV = 92
*.*
optimization finished, #iter = 215
nu = 0.381127
obj = -212.026400, rho = 0.106610
nSV = 91, nBSV = 55
Total nSV = 91
*.*
optimization finished, #iter = 239
nu = 0.390024
obj = -212.118611, rho = 0.116913
nSV = 93, nBSV = 54
Total nSV = 93
.*
optimization finished, #iter = 284
nu = 0.377263
obj = -210.774756, rho = 0.512636
nSV = 96, nBSV = 53
Total nSV = 96
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 289
nu = 0.385876
obj = -235.722257, rho = 0.365549
nSV = 95, nBSV = 56
Total nSV = 95
.*
optimization finished, #iter = 308
nu = 0.371388
obj = -232.978998, rho = 0.379173
nSV = 93, nBSV = 48
Total nSV = 93
*.*
optimization finished, #iter = 224
nu = 0.372880
obj = -236.714690, rho = 0.099603
nSV = 91, nBSV = 54
Total nSV = 91
*.*
optimization finished, #iter = 270
nu = 0.379039
obj = -235.973271, rho = 0.120106
nSV = 95, nBSV = 52
Total nSV = 95
.*
optimization finished, #iter = 317
nu = 0.370745
obj = -235.633658, rho = 0.554621
nSV = 96, nBSV = 52
Total nSV = 96
Cross Validation Accuracy = 80.8333%
.*
optimization finished, #iter = 300
nu = 0.374401
obj = -260.887983, rho = 0.384697
nSV = 94, nBSV = 53
Total nSV = 94
.*
optimization finished, #iter = 287
nu = 0.361689
obj = -259.334486, rho = 0.422917
nSV = 91, nBSV = 48
Total nSV = 91
*.*
optimization finished, #iter = 237
nu = 0.364950
obj = -263.944975, rho = 0.098141
nSV = 89, nBSV = 52
Total nSV = 89
*.*
optimization finished, #iter = 245
nu = 0.369618
obj = -262.270511, rho = 0.121542
nSV = 94, nBSV = 52
Total nSV = 94
.*
optimization finished, #iter = 346
nu = 0.363644
obj = -262.987076, rho = 0.596007
nSV = 95, nBSV = 49
Total nSV = 95
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 300
nu = 0.363535
obj = -288.335442, rho = 0.404791
nSV = 96, nBSV = 50
Total nSV = 96
.*
optimization finished, #iter = 298
nu = 0.352870
obj = -288.331594, rho = 0.475178
nSV = 91, nBSV = 46
Total nSV = 91
*.*
optimization finished, #iter = 226
nu = 0.357697
obj = -293.821640, rho = 0.090504
nSV = 87, nBSV = 50
Total nSV = 87
.*
optimization finished, #iter = 321
nu = 0.360227
obj = -291.044437, rho = 0.113632
nSV = 94, nBSV = 46
Total nSV = 94
.*
optimization finished, #iter = 354
nu = 0.356732
obj = -293.005208, rho = 0.627765
nSV = 95, nBSV = 46
Total nSV = 95
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 293
nu = 0.352505
obj = -318.166618, rho = 0.413052
nSV = 93, nBSV = 45
Total nSV = 93
.*
optimization finished, #iter = 303
nu = 0.344005
obj = -320.146791, rho = 0.515522
nSV = 90, nBSV = 47
Total nSV = 90
.*
optimization finished, #iter = 262
nu = 0.350758
obj = -326.384167, rho = 0.075011
nSV = 86, nBSV = 47
Total nSV = 86
.*
optimization finished, #iter = 375
nu = 0.350433
obj = -322.503833, rho = 0.108768
nSV = 95, nBSV = 44
Total nSV = 95
.*.*
optimization finished, #iter = 393
nu = 0.350377
obj = -325.732457, rho = 0.650126
nSV = 94, nBSV = 45
Total nSV = 94
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 390
nu = 0.341220
obj = -350.472798, rho = 0.408094
nSV = 92, nBSV = 41
Total nSV = 92
.*
optimization finished, #iter = 333
nu = 0.336165
obj = -354.803588, rho = 0.546016
nSV = 92, nBSV = 47
Total nSV = 92
.*
optimization finished, #iter = 280
nu = 0.343493
obj = -361.581875, rho = 0.080260
nSV = 85, nBSV = 42
Total nSV = 85
.*.*
optimization finished, #iter = 395
nu = 0.340847
obj = -356.818096, rho = 0.086714
nSV = 92, nBSV = 43
Total nSV = 92
.*
optimization finished, #iter = 361
nu = 0.343635
obj = -361.158070, rho = 0.642197
nSV = 95, nBSV = 43
Total nSV = 95
Cross Validation Accuracy = 79.5833%
.*.*
optimization finished, #iter = 435
nu = 0.330813
obj = -385.295104, rho = 0.419761
nSV = 92, nBSV = 40
Total nSV = 92
.*
optimization finished, #iter = 352
nu = 0.328498
obj = -392.231826, rho = 0.575961
nSV = 91, nBSV = 43
Total nSV = 91
.*
optimization finished, #iter = 317
nu = 0.335108
obj = -399.554841, rho = 0.099740
nSV = 85, nBSV = 39
Total nSV = 85
.*
optimization finished, #iter = 350
nu = 0.331904
obj = -393.976309, rho = 0.075720
nSV = 91, nBSV = 42
Total nSV = 91
.*.*
optimization finished, #iter = 399
nu = 0.336175
obj = -399.299664, rho = 0.670800
nSV = 96, nBSV = 41
Total nSV = 96
Cross Validation Accuracy = 79.5833%
.*.*
optimization finished, #iter = 420
nu = 0.321675
obj = -422.373682, rho = 0.423944
nSV = 90, nBSV = 39
Total nSV = 90
.*.*
optimization finished, #iter = 388
nu = 0.321666
obj = -432.276997, rho = 0.599977
nSV = 90, nBSV = 42
Total nSV = 90
.*
optimization finished, #iter = 338
nu = 0.325204
obj = -440.566390, rho = 0.133047
nSV = 84, nBSV = 37
Total nSV = 84
.*.*
optimization finished, #iter = 400
nu = 0.323458
obj = -433.858035, rho = 0.062186
nSV = 90, nBSV = 41
Total nSV = 90
.*.*
optimization finished, #iter = 474
nu = 0.326840
obj = -440.332707, rho = 0.676785
nSV = 96, nBSV = 37
Total nSV = 96
Cross Validation Accuracy = 79.5833%
.*.*
optimization finished, #iter = 446
nu = 0.312471
obj = -461.209025, rho = 0.380850
nSV = 89, nBSV = 35
Total nSV = 89
.*.*
optimization finished, #iter = 415
nu = 0.313498
obj = -474.543631, rho = 0.594411
nSV = 90, nBSV = 38
Total nSV = 90
.*.*
optimization finished, #iter = 401
nu = 0.315735
obj = -484.708914, rho = 0.187557
nSV = 86, nBSV = 35
Total nSV = 86
.*.*
optimization finished, #iter = 447
nu = 0.312773
obj = -476.548037, rho = 0.022046
nSV = 91, nBSV = 36
Total nSV = 91
..*.*
optimization finished, #iter = 594
nu = 0.316399
obj = -484.478692, rho = 0.692767
nSV = 97, nBSV = 35
Total nSV = 97
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 527
nu = 0.301702
obj = -501.636490, rho = 0.310292
nSV = 91, nBSV = 33
Total nSV = 91
.*.*
optimization finished, #iter = 477
nu = 0.303280
obj = -519.323837, rho = 0.643074
nSV = 89, nBSV = 32
Total nSV = 89
.*.*
optimization finished, #iter = 457
nu = 0.306503
obj = -531.865154, rho = 0.261846
nSV = 86, nBSV = 35
Total nSV = 86
.*.*
optimization finished, #iter = 412
nu = 0.301501
obj = -522.461747, rho = 0.025093
nSV = 91, nBSV = 34
Total nSV = 91
.*.*
optimization finished, #iter = 545
nu = 0.306129
obj = -532.096817, rho = 0.753140
nSV = 94, nBSV = 35
Total nSV = 94
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 435
nu = 0.289166
obj = -543.757082, rho = 0.308628
nSV = 91, nBSV = 31
Total nSV = 91
.*.*
optimization finished, #iter = 526
nu = 0.293232
obj = -566.590668, rho = 0.682806
nSV = 88, nBSV = 30
Total nSV = 88
.*.*
optimization finished, #iter = 495
nu = 0.298240
obj = -581.507270, rho = 0.362644
nSV = 88, nBSV = 34
Total nSV = 88
.*.*
optimization finished, #iter = 448
nu = 0.291588
obj = -571.464230, rho = 0.025553
nSV = 91, nBSV = 34
Total nSV = 91
.*.*
optimization finished, #iter = 544
nu = 0.294225
obj = -583.217925, rho = 0.792117
nSV = 93, nBSV = 29
Total nSV = 93
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 526
nu = 0.277033
obj = -587.448188, rho = 0.380157
nSV = 88, nBSV = 29
Total nSV = 88
.*.*
optimization finished, #iter = 543
nu = 0.283032
obj = -615.868724, rho = 0.701452
nSV = 91, nBSV = 28
Total nSV = 91
..*
optimization finished, #iter = 557
nu = 0.287944
obj = -633.288406, rho = 0.435955
nSV = 89, nBSV = 29
Total nSV = 89
.*.*
optimization finished, #iter = 507
nu = 0.282711
obj = -622.883308, rho = 0.021445
nSV = 90, nBSV = 33
Total nSV = 90
.*.*
optimization finished, #iter = 518
nu = 0.282834
obj = -638.426908, rho = 0.829851
nSV = 89, nBSV = 27
Total nSV = 89
Cross Validation Accuracy = 80.8333%
.*..*
optimization finished, #iter = 581
nu = 0.264119
obj = -632.339699, rho = 0.426393
nSV = 85, nBSV = 26
Total nSV = 85
..*.*
optimization finished, #iter = 669
nu = 0.270479
obj = -667.258172, rho = 0.694181
nSV = 90, nBSV = 25
Total nSV = 90
..*.*
optimization finished, #iter = 688
nu = 0.276427
obj = -687.425644, rho = 0.454736
nSV = 89, nBSV = 26
Total nSV = 89
..*.*
optimization finished, #iter = 594
nu = 0.273626
obj = -675.698358, rho = 0.055389
nSV = 90, nBSV = 28
Total nSV = 90
..*.*
optimization finished, #iter = 634
nu = 0.271004
obj = -697.770421, rho = 0.875242
nSV = 91, nBSV = 25
Total nSV = 91
Cross Validation Accuracy = 80.4167%
..*.*
optimization finished, #iter = 606
nu = 0.252158
obj = -677.898616, rho = 0.502308
nSV = 85, nBSV = 24
Total nSV = 85
..*.*
optimization finished, #iter = 706
nu = 0.257560
obj = -721.264768, rho = 0.664772
nSV = 90, nBSV = 23
Total nSV = 90
..*.*
optimization finished, #iter = 721
nu = 0.263888
obj = -744.197868, rho = 0.477859
nSV = 88, nBSV = 23
Total nSV = 88
..*.*
optimization finished, #iter = 635
nu = 0.261715
obj = -730.090042, rho = 0.122831
nSV = 88, nBSV = 24
Total nSV = 88
..*.*
optimization finished, #iter = 762
nu = 0.260092
obj = -761.440407, rho = 0.906614
nSV = 95, nBSV = 25
Total nSV = 95
Cross Validation Accuracy = 80%
..*.*
optimization finished, #iter = 706
nu = 0.239333
obj = -723.137024, rho = 0.581511
nSV = 86, nBSV = 22
Total nSV = 86
..*.*
optimization finished, #iter = 665
nu = 0.245642
obj = -777.421999, rho = 0.616346
nSV = 91, nBSV = 22
Total nSV = 91
..*.*
optimization finished, #iter = 711
nu = 0.252689
obj = -803.083983, rho = 0.502343
nSV = 90, nBSV = 23
Total nSV = 90
..*.*
optimization finished, #iter = 725
nu = 0.248297
obj = -786.469570, rho = 0.236186
nSV = 87, nBSV = 20
Total nSV = 87
..*.*
optimization finished, #iter = 721
nu = 0.249675
obj = -829.140629, rho = 0.930421
nSV = 93, nBSV = 24
Total nSV = 93
Cross Validation Accuracy = 80%
..*.*
optimization finished, #iter = 683
nu = 0.225994
obj = -768.168893, rho = 0.635040
nSV = 84, nBSV = 21
Total nSV = 84
..*.*
optimization finished, #iter = 719
nu = 0.232585
obj = -835.479799, rho = 0.556289
nSV = 90, nBSV = 19
Total nSV = 90
..*.*
optimization finished, #iter = 656
nu = 0.241105
obj = -863.183856, rho = 0.619607
nSV = 88, nBSV = 21
Total nSV = 88
..*.*
optimization finished, #iter = 688
nu = 0.233417
obj = -846.064135, rho = 0.336022
nSV = 88, nBSV = 19
Total nSV = 88
..*..*
optimization finished, #iter = 798
nu = 0.240870
obj = -899.997737, rho = 0.965590
nSV = 92, nBSV = 24
Total nSV = 92
Cross Validation Accuracy = 79.5833%
..*.*
optimization finished, #iter = 688
nu = 0.214099
obj = -811.327216, rho = 0.662904
nSV = 80, nBSV = 18
Total nSV = 80
...*..*
optimization finished, #iter = 961
nu = 0.218656
obj = -895.939952, rho = 0.587076
nSV = 90, nBSV = 14
Total nSV = 90
...*.*
optimization finished, #iter = 863
nu = 0.230060
obj = -923.493811, rho = 0.752298
nSV = 87, nBSV = 18
Total nSV = 87
...*.*
optimization finished, #iter = 850
nu = 0.219519
obj = -909.358562, rho = 0.435584
nSV = 88, nBSV = 16
Total nSV = 88
..*..*
optimization finished, #iter = 834
nu = 0.231898
obj = -972.429309, rho = 1.010789
nSV = 93, nBSV = 19
Total nSV = 93
Cross Validation Accuracy = 79.1667%
..*.*
optimization finished, #iter = 734
nu = 0.201306
obj = -851.321149, rho = 0.685764
nSV = 82, nBSV = 16
Total nSV = 82
...*..*
optimization finished, #iter = 977
nu = 0.204832
obj = -959.913346, rho = 0.695481
nSV = 92, nBSV = 13
Total nSV = 92
...*.*
optimization finished, #iter = 857
nu = 0.216761
obj = -983.826006, rho = 0.807190
nSV = 87, nBSV = 15
Total nSV = 87
..*..*
optimization finished, #iter = 800
nu = 0.206285
obj = -976.222948, rho = 0.540501
nSV = 89, nBSV = 14
Total nSV = 89
...*.*
optimization finished, #iter = 923
nu = 0.220834
obj = -1046.730160, rho = 1.051404
nSV = 93, nBSV = 18
Total nSV = 93
Cross Validation Accuracy = 79.1667%
..*.*
optimization finished, #iter = 750
nu = 0.187677
obj = -887.411646, rho = 0.732617
nSV = 80, nBSV = 12
Total nSV = 80
...*..*
optimization finished, #iter = 1044
nu = 0.192931
obj = -1026.918123, rho = 0.822735
nSV = 90, nBSV = 12
Total nSV = 90
...*.*
optimization finished, #iter = 843
nu = 0.201499
obj = -1045.918360, rho = 0.814590
nSV = 87, nBSV = 13
Total nSV = 87
..*..*
optimization finished, #iter = 817
nu = 0.193411
obj = -1047.325326, rho = 0.628519
nSV = 86, nBSV = 14
Total nSV = 86
..*..*
optimization finished, #iter = 774
nu = 0.210872
obj = -1122.274299, rho = 1.106946
nSV = 92, nBSV = 17
Total nSV = 92
Cross Validation Accuracy = 79.1667%
..*..*
optimization finished, #iter = 820
nu = 0.172575
obj = -919.702761, rho = 0.779843
nSV = 79, nBSV = 9
Total nSV = 79
....*.*
optimization finished, #iter = 1128
nu = 0.180873
obj = -1095.992329, rho = 0.882300
nSV = 89, nBSV = 10
Total nSV = 89
...*.*
optimization finished, #iter = 834
nu = 0.187621
obj = -1110.585622, rho = 0.784824
nSV = 85, nBSV = 12
Total nSV = 85
..*..*
optimization finished, #iter = 768
nu = 0.181937
obj = -1121.909099, rho = 0.670008
nSV = 85, nBSV = 13
Total nSV = 85
...*.*
optimization finished, #iter = 816
nu = 0.200904
obj = -1197.008008, rho = 1.138645
nSV = 88, nBSV = 15
Total nSV = 88
Cross Validation Accuracy = 77.9167%
...*.*
optimization finished, #iter = 861
nu = 0.157360
obj = -949.741730, rho = 0.705513
nSV = 80, nBSV = 8
Total nSV = 80
....*..*
optimization finished, #iter = 1158
nu = 0.168284
obj = -1168.201686, rho = 0.805876
nSV = 88, nBSV = 8
Total nSV = 88
...*..*
optimization finished, #iter = 1013
nu = 0.175066
obj = -1176.867808, rho = 0.698094
nSV = 85, nBSV = 10
Total nSV = 85
...*.*
optimization finished, #iter = 823
nu = 0.171073
obj = -1199.395800, rho = 0.671199
nSV = 83, nBSV = 12
Total nSV = 83
...*..*
optimization finished, #iter = 1033
nu = 0.189374
obj = -1270.431131, rho = 1.101885
nSV = 89, nBSV = 11
Total nSV = 89
Cross Validation Accuracy = 77.9167%
..*..*
optimization finished, #iter = 799
nu = 0.143538
obj = -976.652941, rho = 0.614131
nSV = 77, nBSV = 6
Total nSV = 77
....*..*
optimization finished, #iter = 1167
nu = 0.155739
obj = -1245.239993, rho = 0.744348
nSV = 87, nBSV = 7
Total nSV = 87
...*..*
optimization finished, #iter = 990
nu = 0.163096
obj = -1243.937582, rho = 0.566610
nSV = 84, nBSV = 10
Total nSV = 84
..*..*
optimization finished, #iter = 775
nu = 0.160366
obj = -1279.472809, rho = 0.579398
nSV = 82, nBSV = 11
Total nSV = 82
...*..*
optimization finished, #iter = 1054
nu = 0.176743
obj = -1343.326800, rho = 1.075832
nSV = 92, nBSV = 9
Total nSV = 92
Cross Validation Accuracy = 77.5%
..*..*
optimization finished, #iter = 899
nu = 0.130341
obj = -999.192143, rho = 0.520557
nSV = 76, nBSV = 4
Total nSV = 76
...*..*
optimization finished, #iter = 1106
nu = 0.144831
obj = -1327.635695, rho = 0.679476
nSV = 87, nBSV = 7
Total nSV = 87
...*..*
optimization finished, #iter = 992
nu = 0.150916
obj = -1311.743399, rho = 0.422634
nSV = 83, nBSV = 9
Total nSV = 83
...*.*
optimization finished, #iter = 847
nu = 0.150620
obj = -1361.980129, rho = 0.400557
nSV = 80, nBSV = 11
Total nSV = 80
...*..*
optimization finished, #iter = 1047
nu = 0.163861
obj = -1416.945944, rho = 1.070559
nSV = 91, nBSV = 9
Total nSV = 91
Cross Validation Accuracy = 77.5%
...*.*
optimization finished, #iter = 900
nu = 0.117474
obj = -1018.247972, rho = 0.467017
nSV = 74, nBSV = 4
Total nSV = 74
....*.*
optimization finished, #iter = 1131
nu = 0.134462
obj = -1414.591641, rho = 0.651436
nSV = 88, nBSV = 6
Total nSV = 88
...*.*
optimization finished, #iter = 951
nu = 0.139769
obj = -1379.875523, rho = 0.222169
nSV = 81, nBSV = 7
Total nSV = 81
..*..*
optimization finished, #iter = 786
nu = 0.142337
obj = -1443.976008, rho = 0.157151
nSV = 81, nBSV = 11
Total nSV = 81
....*..*
optimization finished, #iter = 1170
nu = 0.151208
obj = -1490.955317, rho = 1.040860
nSV = 91, nBSV = 6
Total nSV = 91
Cross Validation Accuracy = 77.9167%
..*..*
optimization finished, #iter = 805
nu = 0.106095
obj = -1032.347571, rho = 0.421958
nSV = 73, nBSV = 3
Total nSV = 73
....*.*
optimization finished, #iter = 1118
nu = 0.124527
obj = -1507.919876, rho = 0.604956
nSV = 85, nBSV = 6
Total nSV = 85
....*.*
optimization finished, #iter = 1012
nu = 0.128424
obj = -1449.208595, rho = 0.059938
nSV = 81, nBSV = 6
Total nSV = 81
...*.*
optimization finished, #iter = 915
nu = 0.134030
obj = -1521.725415, rho = -0.052841
nSV = 81, nBSV = 9
Total nSV = 81
....*...*
optimization finished, #iter = 1405
nu = 0.138597
obj = -1568.106899, rho = 0.982632
nSV = 90, nBSV = 5
Total nSV = 90
Cross Validation Accuracy = 77.9167%
...*.*
optimization finished, #iter = 879
nu = 0.094436
obj = -1041.166583, rho = 0.372978
nSV = 76, nBSV = 2
Total nSV = 76
....*.*
optimization finished, #iter = 1056
nu = 0.115934
obj = -1607.200832, rho = 0.566425
nSV = 83, nBSV = 6
Total nSV = 83
....*..*
optimization finished, #iter = 1172
nu = 0.118290
obj = -1519.714848, rho = -0.130396
nSV = 82, nBSV = 5
Total nSV = 82
...*..*
optimization finished, #iter = 961
nu = 0.122746
obj = -1598.687619, rho = -0.183167
nSV = 81, nBSV = 7
Total nSV = 81
...*..*
optimization finished, #iter = 1110
nu = 0.127525
obj = -1647.954023, rho = 0.976973
nSV = 90, nBSV = 5
Total nSV = 90
Cross Validation Accuracy = 77.5%
...*.*
optimization finished, #iter = 864
nu = 0.083885
obj = -1045.999932, rho = 0.319129
nSV = 76, nBSV = 1
Total nSV = 76
....*.*
optimization finished, #iter = 1066
nu = 0.108403
obj = -1710.743684, rho = 0.517727
nSV = 85, nBSV = 6
Total nSV = 85
.....*.*
optimization finished, #iter = 1304
nu = 0.108625
obj = -1590.249902, rho = -0.306868
nSV = 82, nBSV = 3
Total nSV = 82
...*.*
optimization finished, #iter = 900
nu = 0.112849
obj = -1679.144171, rho = -0.295123
nSV = 78, nBSV = 6
Total nSV = 78
...*..*
optimization finished, #iter = 1058
nu = 0.117996
obj = -1728.230511, rho = 0.942488
nSV = 88, nBSV = 5
Total nSV = 88
Cross Validation Accuracy = 77.0833%
...*.*
optimization finished, #iter = 952
nu = 0.073800
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
....*.*
optimization finished, #iter = 1010
nu = 0.101949
obj = -1815.989200, rho = 0.476136
nSV = 85, nBSV = 6
Total nSV = 85
....*..*
optimization finished, #iter = 1190
nu = 0.099478
obj = -1661.563751, rho = -0.381931
nSV = 83, nBSV = 3
Total nSV = 83
...*..*
optimization finished, #iter = 968
nu = 0.104012
obj = -1759.575401, rho = -0.384352
nSV = 77, nBSV = 3
Total nSV = 77
....*..*
optimization finished, #iter = 1222
nu = 0.109033
obj = -1805.562070, rho = 0.888116
nSV = 88, nBSV = 3
Total nSV = 88
Cross Validation Accuracy = 77.5%
...*.*
optimization finished, #iter = 952
nu = 0.064247
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
....*.*
optimization finished, #iter = 1045
nu = 0.096663
obj = -1917.345385, rho = 0.463622
nSV = 84, nBSV = 6
Total nSV = 84
....*..*
optimization finished, #iter = 1318
nu = 0.090325
obj = -1734.203598, rho = -0.385293
nSV = 84, nBSV = 2
Total nSV = 84
...*..*
optimization finished, #iter = 969
nu = 0.095043
obj = -1841.897770, rho = -0.418241
nSV = 76, nBSV = 3
Total nSV = 76
....*..*
optimization finished, #iter = 1225
nu = 0.099777
obj = -1881.538227, rho = 0.883568
nSV = 89, nBSV = 3
Total nSV = 89
Cross Validation Accuracy = 77.5%
...*.*
optimization finished, #iter = 952
nu = 0.055930
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
....*.*
optimization finished, #iter = 1093
nu = 0.090619
obj = -2009.118579, rho = 0.475725
nSV = 85, nBSV = 3
Total nSV = 85
.....*.*
optimization finished, #iter = 1300
nu = 0.082031
obj = -1810.907640, rho = -0.399232
nSV = 84, nBSV = 2
Total nSV = 84
....*.*
optimization finished, #iter = 1126
nu = 0.087156
obj = -1925.556522, rho = -0.416144
nSV = 75, nBSV = 3
Total nSV = 75
....*..*
optimization finished, #iter = 1323
nu = 0.091716
obj = -1955.104566, rho = 0.862544
nSV = 89, nBSV = 3
Total nSV = 89
Cross Validation Accuracy = 77.5%
...*.*
optimization finished, #iter = 952
nu = 0.048690
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1301
nu = 0.082537
obj = -2099.696869, rho = 0.447798
nSV = 85, nBSV = 2
Total nSV = 85
.....*..*
optimization finished, #iter = 1409
nu = 0.074801
obj = -1890.507210, rho = -0.408956
nSV = 85, nBSV = 2
Total nSV = 85
....*..*
optimization finished, #iter = 1224
nu = 0.079884
obj = -2008.694021, rho = -0.342282
nSV = 75, nBSV = 2
Total nSV = 75
.....*..*
optimization finished, #iter = 1449
nu = 0.083226
obj = -2025.211316, rho = 0.902881
nSV = 88, nBSV = 2
Total nSV = 88
Cross Validation Accuracy = 76.6667%
...*.*
optimization finished, #iter = 952
nu = 0.042387
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1252
nu = 0.075369
obj = -2193.470809, rho = 0.408862
nSV = 84, nBSV = 2
Total nSV = 84
.....*...*
optimization finished, #iter = 1552
nu = 0.068451
obj = -1970.896380, rho = -0.395601
nSV = 86, nBSV = 2
Total nSV = 86
....*..*
optimization finished, #iter = 1226
nu = 0.072815
obj = -2092.452593, rho = -0.175410
nSV = 75, nBSV = 2
Total nSV = 75
....*..*
optimization finished, #iter = 1324
nu = 0.075542
obj = -2095.091034, rho = 0.981776
nSV = 88, nBSV = 2
Total nSV = 88
Cross Validation Accuracy = 77.0833%
...*.*
optimization finished, #iter = 952
nu = 0.036900
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
.....*..*
optimization finished, #iter = 1357
nu = 0.069042
obj = -2287.995024, rho = 0.419968
nSV = 86, nBSV = 2
Total nSV = 86
.....*...*
optimization finished, #iter = 1544
nu = 0.062818
obj = -2049.533489, rho = -0.333591
nSV = 86, nBSV = 2
Total nSV = 86
....*.*
optimization finished, #iter = 1113
nu = 0.066732
obj = -2175.312479, rho = 0.052628
nSV = 74, nBSV = 2
Total nSV = 74
.....*..*
optimization finished, #iter = 1347
nu = 0.068857
obj = -2161.464112, rho = 1.086410
nSV = 86, nBSV = 2
Total nSV = 86
Cross Validation Accuracy = 76.25%
...*.*
optimization finished, #iter = 952
nu = 0.032124
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1234
nu = 0.063493
obj = -2379.932096, rho = 0.456940
nSV = 85, nBSV = 2
Total nSV = 85
.....*...*
optimization finished, #iter = 1543
nu = 0.057940
obj = -2122.031030, rho = -0.239291
nSV = 86, nBSV = 2
Total nSV = 86
....*.*
optimization finished, #iter = 1147
nu = 0.061600
obj = -2251.471520, rho = 0.300600
nSV = 74, nBSV = 2
Total nSV = 74
....*..*
optimization finished, #iter = 1277
nu = 0.061968
obj = -2224.321734, rho = 1.133548
nSV = 84, nBSV = 1
Total nSV = 84
Cross Validation Accuracy = 75.4167%
...*.*
optimization finished, #iter = 952
nu = 0.027965
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1317
nu = 0.058689
obj = -2463.486106, rho = 0.513866
nSV = 87, nBSV = 2
Total nSV = 87
......*..*
optimization finished, #iter = 1675
nu = 0.053418
obj = -2182.435656, rho = -0.122052
nSV = 86, nBSV = 2
Total nSV = 86
....*.*
optimization finished, #iter = 1119
nu = 0.056337
obj = -2316.065129, rho = 0.476515
nSV = 74, nBSV = 1
Total nSV = 74
.....*..*
optimization finished, #iter = 1444
nu = 0.055420
obj = -2287.610682, rho = 1.283339
nSV = 85, nBSV = 1
Total nSV = 85
Cross Validation Accuracy = 76.25%
...*.*
optimization finished, #iter = 952
nu = 0.024345
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
.....*..*
optimization finished, #iter = 1422
nu = 0.053466
obj = -2533.967631, rho = 0.653373
nSV = 87, nBSV = 1
Total nSV = 87
.....*...*
optimization finished, #iter = 1701
nu = 0.048103
obj = -2231.358180, rho = -0.012967
nSV = 86, nBSV = 1
Total nSV = 86
....*.*
optimization finished, #iter = 1136
nu = 0.051416
obj = -2370.441629, rho = 0.582231
nSV = 73, nBSV = 1
Total nSV = 73
.....*..*
optimization finished, #iter = 1390
nu = 0.049626
obj = -2353.573956, rho = 1.483063
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75.4167%
...*.*
optimization finished, #iter = 952
nu = 0.021194
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
.....*..*
optimization finished, #iter = 1414
nu = 0.048152
obj = -2600.856041, rho = 0.883959
nSV = 86, nBSV = 1
Total nSV = 86
......*..*
optimization finished, #iter = 1707
nu = 0.043003
obj = -2278.338264, rho = 0.095703
nSV = 85, nBSV = 1
Total nSV = 85
.....*.*
optimization finished, #iter = 1243
nu = 0.046878
obj = -2409.009438, rho = 0.644011
nSV = 74, nBSV = 1
Total nSV = 74
.....*..*
optimization finished, #iter = 1341
nu = 0.044652
obj = -2420.250077, rho = 1.682445
nSV = 85, nBSV = 1
Total nSV = 85
Cross Validation Accuracy = 75.4167%
...*.*
optimization finished, #iter = 952
nu = 0.018450
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
.....*..*
optimization finished, #iter = 1378
nu = 0.043535
obj = -2661.988824, rho = 1.149417
nSV = 87, nBSV = 1
Total nSV = 87
......*..*
optimization finished, #iter = 1676
nu = 0.038563
obj = -2321.419818, rho = 0.220704
nSV = 85, nBSV = 1
Total nSV = 85
.....*..*
optimization finished, #iter = 1402
nu = 0.042813
obj = -2425.167779, rho = 0.723595
nSV = 77, nBSV = 1
Total nSV = 77
.....*..*
optimization finished, #iter = 1430
nu = 0.040362
obj = -2483.458083, rho = 1.894009
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75%
...*.*
optimization finished, #iter = 952
nu = 0.016062
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
.....*..*
optimization finished, #iter = 1532
nu = 0.039515
obj = -2711.504188, rho = 1.441710
nSV = 87, nBSV = 1
Total nSV = 87
.....*..*
optimization finished, #iter = 1535
nu = 0.034794
obj = -2356.233742, rho = 0.341523
nSV = 83, nBSV = 1
Total nSV = 83
......*.*
optimization finished, #iter = 1508
nu = 0.037389
obj = -2425.244309, rho = 0.734767
nSV = 77, nBSV = 0
Total nSV = 77
.....*..*
optimization finished, #iter = 1354
nu = 0.036650
obj = -2538.203179, rho = 2.164971
nSV = 80, nBSV = 1
Total nSV = 80
Cross Validation Accuracy = 75.4167%
...*.*
optimization finished, #iter = 952
nu = 0.013983
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
.....*...*
optimization finished, #iter = 1554
nu = 0.036010
obj = -2741.148978, rho = 1.765360
nSV = 86, nBSV = 1
Total nSV = 86
.....*...*
optimization finished, #iter = 1544
nu = 0.031690
obj = -2372.499995, rho = 0.419641
nSV = 82, nBSV = 1
Total nSV = 82
......*.*
optimization finished, #iter = 1508
nu = 0.032549
obj = -2425.244309, rho = 0.734767
nSV = 77, nBSV = 0
Total nSV = 77
.....*..*
optimization finished, #iter = 1389
nu = 0.033425
obj = -2576.838426, rho = 2.511884
nSV = 81, nBSV = 1
Total nSV = 81
Cross Validation Accuracy = 75.8333%
...*.*
optimization finished, #iter = 952
nu = 0.012173
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
......*...*
optimization finished, #iter = 1749
nu = 0.032073
obj = -2745.054317, rho = 1.934550
nSV = 87, nBSV = 0
Total nSV = 87
.....*...*
optimization finished, #iter = 1581
nu = 0.027722
obj = -2372.662249, rho = 0.428463
nSV = 82, nBSV = 0
Total nSV = 82
......*.*
optimization finished, #iter = 1508
nu = 0.028336
obj = -2425.244309, rho = 0.734767
nSV = 77, nBSV = 0
Total nSV = 77
.....*..*
optimization finished, #iter = 1375
nu = 0.030417
obj = -2589.760354, rho = 2.859045
nSV = 80, nBSV = 0
Total nSV = 80
Cross Validation Accuracy = 75.4167%
...*.*
optimization finished, #iter = 952
nu = 0.010597
obj = -1047.197642, rho = 0.297742
nSV = 76, nBSV = 0
Total nSV = 76
......*...*
optimization finished, #iter = 1749
nu = 0.027921
obj = -2745.054317, rho = 1.934550
nSV = 87, nBSV = 0
Total nSV = 87
.....*...*
optimization finished, #iter = 1581
nu = 0.024134
obj = -2372.662249, rho = 0.428463
nSV = 82, nBSV = 0
Total nSV = 82
......*.*
optimization finished, #iter = 1508
nu = 0.024668
obj = -2425.244309, rho = 0.734767
nSV = 77, nBSV = 0
Total nSV = 77
.....*..*
optimization finished, #iter = 1375
nu = 0.026480
obj = -2589.760354, rho = 2.859045
nSV = 80, nBSV = 0
Total nSV = 80
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.165539, rho = 0.986490
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165503, rho = 0.986887
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165486, rho = 0.985312
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165537, rho = 0.986617
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.163533, rho = 0.986314
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.190078, rho = 0.984481
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190030, rho = 0.984937
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190008, rho = 0.983127
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190076, rho = 0.984627
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.187765, rho = 0.984278
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.218233, rho = 0.982173
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218170, rho = 0.982697
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218141, rho = 0.980618
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218230, rho = 0.982341
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.215564, rho = 0.981941
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.250540, rho = 0.979523
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250456, rho = 0.980124
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250419, rho = 0.977737
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250536, rho = 0.979715
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.247459, rho = 0.979255
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.287607, rho = 0.976478
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287497, rho = 0.977168
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287448, rho = 0.974426
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.287603, rho = 0.976699
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.284047, rho = 0.976171
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.330122, rho = 0.972981
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.329977, rho = 0.973774
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.329913, rho = 0.970624
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.330116, rho = 0.973234
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.326006, rho = 0.972628
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.378898, rho = 0.968962
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378707, rho = 0.969873
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378623, rho = 0.965942
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.378890, rho = 0.969253
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.374133, rho = 0.968556
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.434807, rho = 0.964347
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.434554, rho = 0.965393
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.434443, rho = 0.960878
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.434796, rho = 0.964682
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.429286, rho = 0.963881
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.498891, rho = 0.959046
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.498558, rho = 0.960248
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.498411, rho = 0.955062
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.498877, rho = 0.959430
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.492487, rho = 0.958511
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.572327, rho = 0.952956
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.571888, rho = 0.954337
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.571694, rho = 0.948379
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.572308, rho = 0.953398
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.564888, rho = 0.952341
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.656451, rho = 0.945960
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.655871, rho = 0.947546
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.655615, rho = 0.940703
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.656427, rho = 0.946468
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.647797, rho = 0.945254
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.752753, rho = 0.937925
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.751988, rho = 0.939747
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.751650, rho = 0.931886
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.752721, rho = 0.938508
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.742668, rho = 0.937114
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.862965, rho = 0.928695
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.861955, rho = 0.930788
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.861510, rho = 0.921758
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.862922, rho = 0.929365
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.851191, rho = 0.927764
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.989031, rho = 0.918091
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.987698, rho = 0.920496
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.987111, rho = 0.910123
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.988975, rho = 0.918455
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.975256, rho = 0.917021
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.133106, rho = 0.905912
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.131347, rho = 0.908674
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.130572, rho = 0.896759
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.133032, rho = 0.906329
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -1.116952, rho = 0.904683
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.297647, rho = 0.891921
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.295326, rho = 0.895094
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.294304, rho = 0.881407
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.297550, rho = 0.892401
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -1.278656, rho = 0.890509
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.485399, rho = 0.875850
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.482337, rho = 0.879248
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.480987, rho = 0.863773
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.485270, rho = 0.876401
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.463008, rho = 0.874228
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.699462, rho = 0.857385
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.695422, rho = 0.861287
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.693641, rho = 0.843511
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.699292, rho = 0.858018
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.672982, rho = 0.855521
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.943115, rho = 0.836177
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.937784, rho = 0.840660
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.935434, rho = 0.820240
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.942891, rho = 0.836904
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.911697, rho = 0.834037
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.219954, rho = 0.811829
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.212920, rho = 0.816978
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.209820, rho = 0.793524
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.219658, rho = 0.812664
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.182545, rho = 0.809371
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.534339, rho = 0.783843
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.525059, rho = 0.789874
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.520967, rho = 0.762815
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.533949, rho = 0.784802
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.489624, rho = 0.781019
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.890305, rho = 0.751706
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.878060, rho = 0.758634
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.872661, rho = 0.727552
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.889791, rho = 0.752808
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.836642, rho = 0.748462
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.292638, rho = 0.714783
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.276480, rho = 0.722742
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.269356, rho = 0.687037
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.291959, rho = 0.716127
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -3.227959, rho = 0.711057
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.746035, rho = 0.672368
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.724714, rho = 0.681510
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -3.715313, rho = 0.640495
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.745139, rho = 0.673911
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.667733, rho = 0.668087
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.255279, rho = 0.624006
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.227144, rho = 0.634146
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.214740, rho = 0.587032
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.254097, rho = 0.625417
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.160047, rho = 0.618727
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -4.824859, rho = 0.568101
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -4.787735, rho = 0.579748
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.771368, rho = 0.525629
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.823298, rho = 0.569617
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -4.708495, rho = 0.562037
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 58.75%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.459037, rho = 0.503943
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -5.410052, rho = 0.517255
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -5.388455, rho = 0.455089
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.456978, rho = 0.505738
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.316169, rho = 0.496911
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 63.3333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.160902, rho = 0.430177
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.096265, rho = 0.445470
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -6.067767, rho = 0.374058
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.158185, rho = 0.432239
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -5.984647, rho = 0.422100
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 68.75%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -6.931922, rho = 0.345411
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -6.846634, rho = 0.363020
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -6.809032, rho = 0.280991
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.928338, rho = 0.347880
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.713444, rho = 0.336598
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -7.771301, rho = 0.248078
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.658765, rho = 0.268343
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -7.609149, rho = 0.174079
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.766572, rho = 0.250914
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.499201, rho = 0.237954
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 87
nu = 0.876616
obj = -8.674893, rho = 0.150838
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.871310
obj = -8.531168, rho = 0.206744
nSV = 170, nBSV = 165
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.865385
obj = -8.470376, rho = 0.113756
nSV = 169, nBSV = 164
Total nSV = 169
*
optimization finished, #iter = 90
nu = 0.876887
obj = -8.669933, rho = 0.165562
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.862826
obj = -8.343486, rho = 0.219817
nSV = 166, nBSV = 162
Total nSV = 166
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 88
nu = 0.857491
obj = -9.660921, rho = 0.094049
nSV = 167, nBSV = 163
Total nSV = 167
*
optimization finished, #iter = 86
nu = 0.840351
obj = -9.503137, rho = 0.197835
nSV = 163, nBSV = 158
Total nSV = 163
*
optimization finished, #iter = 90
nu = 0.836381
obj = -9.432984, rho = 0.085793
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 89
nu = 0.849085
obj = -9.670614, rho = 0.154756
nSV = 165, nBSV = 161
Total nSV = 165
*
optimization finished, #iter = 90
nu = 0.833423
obj = -9.280443, rho = 0.194463
nSV = 162, nBSV = 155
Total nSV = 162
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.831334
obj = -10.749757, rho = 0.090445
nSV = 162, nBSV = 158
Total nSV = 162
*
optimization finished, #iter = 88
nu = 0.822533
obj = -10.585129, rho = 0.135717
nSV = 161, nBSV = 155
Total nSV = 161
*
optimization finished, #iter = 86
nu = 0.812280
obj = -10.505548, rho = 0.041175
nSV = 159, nBSV = 154
Total nSV = 159
*
optimization finished, #iter = 86
nu = 0.833213
obj = -10.785104, rho = 0.110066
nSV = 161, nBSV = 157
Total nSV = 161
*
optimization finished, #iter = 87
nu = 0.811693
obj = -10.315699, rho = 0.140150
nSV = 159, nBSV = 153
Total nSV = 159
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 85
nu = 0.804448
obj = -11.958446, rho = 0.058564
nSV = 157, nBSV = 151
Total nSV = 157
*
optimization finished, #iter = 84
nu = 0.794003
obj = -11.781975, rho = 0.132290
nSV = 155, nBSV = 151
Total nSV = 155
*
optimization finished, #iter = 83
nu = 0.788713
obj = -11.699077, rho = 0.017958
nSV = 153, nBSV = 150
Total nSV = 153
*
optimization finished, #iter = 84
nu = 0.809504
obj = -12.010470, rho = 0.095294
nSV = 157, nBSV = 154
Total nSV = 157
*
optimization finished, #iter = 82
nu = 0.785340
obj = -11.461150, rho = 0.113099
nSV = 152, nBSV = 148
Total nSV = 152
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 86
nu = 0.777357
obj = -13.310881, rho = 0.030704
nSV = 153, nBSV = 146
Total nSV = 153
*
optimization finished, #iter = 82
nu = 0.773479
obj = -13.110021, rho = 0.100192
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 85
nu = 0.761834
obj = -13.026918, rho = 0.014367
nSV = 149, nBSV = 144
Total nSV = 149
*
optimization finished, #iter = 86
nu = 0.784584
obj = -13.368726, rho = 0.065450
nSV = 153, nBSV = 147
Total nSV = 153
*
optimization finished, #iter = 86
nu = 0.757832
obj = -12.733474, rho = 0.102252
nSV = 148, nBSV = 141
Total nSV = 148
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.753260
obj = -14.815210, rho = -0.000624
nSV = 149, nBSV = 141
Total nSV = 149
*
optimization finished, #iter = 91
nu = 0.747797
obj = -14.577890, rho = 0.079047
nSV = 148, nBSV = 138
Total nSV = 148
*
optimization finished, #iter = 85
nu = 0.737693
obj = -14.510702, rho = -0.003416
nSV = 146, nBSV = 138
Total nSV = 146
*
optimization finished, #iter = 83
nu = 0.757647
obj = -14.888763, rho = 0.064160
nSV = 149, nBSV = 142
Total nSV = 149
*
optimization finished, #iter = 80
nu = 0.732714
obj = -14.156840, rho = 0.088897
nSV = 143, nBSV = 136
Total nSV = 143
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.725546
obj = -16.503476, rho = 0.002900
nSV = 145, nBSV = 135
Total nSV = 145
*
optimization finished, #iter = 86
nu = 0.725078
obj = -16.223937, rho = 0.038389
nSV = 143, nBSV = 134
Total nSV = 143
*
optimization finished, #iter = 76
nu = 0.714560
obj = -16.173485, rho = -0.023534
nSV = 140, nBSV = 135
Total nSV = 140
*
optimization finished, #iter = 83
nu = 0.736506
obj = -16.582345, rho = 0.047886
nSV = 145, nBSV = 139
Total nSV = 145
*
optimization finished, #iter = 84
nu = 0.709594
obj = -15.739367, rho = 0.070937
nSV = 138, nBSV = 131
Total nSV = 138
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 78
nu = 0.701393
obj = -18.402939, rho = -0.008703
nSV = 139, nBSV = 133
Total nSV = 139
*
optimization finished, #iter = 82
nu = 0.698253
obj = -18.058481, rho = 0.018438
nSV = 139, nBSV = 129
Total nSV = 139
*
optimization finished, #iter = 79
nu = 0.691557
obj = -18.026809, rho = -0.035763
nSV = 137, nBSV = 129
Total nSV = 137
*
optimization finished, #iter = 87
nu = 0.713027
obj = -18.464225, rho = 0.044762
nSV = 140, nBSV = 132
Total nSV = 140
*
optimization finished, #iter = 83
nu = 0.684015
obj = -17.501178, rho = 0.067058
nSV = 135, nBSV = 125
Total nSV = 135
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.680687
obj = -20.517820, rho = -0.018343
nSV = 135, nBSV = 125
Total nSV = 135
*
optimization finished, #iter = 78
nu = 0.674939
obj = -20.112531, rho = 0.018239
nSV = 135, nBSV = 126
Total nSV = 135
*
optimization finished, #iter = 83
nu = 0.670944
obj = -20.099063, rho = -0.045663
nSV = 133, nBSV = 125
Total nSV = 133
*
optimization finished, #iter = 85
nu = 0.691247
obj = -20.566846, rho = 0.039638
nSV = 136, nBSV = 127
Total nSV = 136
*
optimization finished, #iter = 78
nu = 0.660407
obj = -19.480120, rho = 0.065370
nSV = 130, nBSV = 123
Total nSV = 130
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 80
nu = 0.657626
obj = -22.895523, rho = -0.005795
nSV = 131, nBSV = 123
Total nSV = 131
*
optimization finished, #iter = 80
nu = 0.655454
obj = -22.405686, rho = 0.022566
nSV = 129, nBSV = 121
Total nSV = 129
*
optimization finished, #iter = 76
nu = 0.649356
obj = -22.420353, rho = -0.046629
nSV = 130, nBSV = 121
Total nSV = 130
*
optimization finished, #iter = 85
nu = 0.669223
obj = -22.911552, rho = 0.058995
nSV = 134, nBSV = 123
Total nSV = 134
*
optimization finished, #iter = 80
nu = 0.639136
obj = -21.684536, rho = 0.061998
nSV = 126, nBSV = 116
Total nSV = 126
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 83
nu = 0.641703
obj = -25.552050, rho = 0.007174
nSV = 126, nBSV = 118
Total nSV = 126
*
optimization finished, #iter = 78
nu = 0.634572
obj = -24.959721, rho = 0.038219
nSV = 126, nBSV = 116
Total nSV = 126
*
optimization finished, #iter = 76
nu = 0.631047
obj = -25.012895, rho = -0.047759
nSV = 125, nBSV = 117
Total nSV = 125
*
optimization finished, #iter = 84
nu = 0.649488
obj = -25.524576, rho = 0.085127
nSV = 130, nBSV = 119
Total nSV = 130
*
optimization finished, #iter = 90
nu = 0.618729
obj = -24.142173, rho = 0.071836
nSV = 123, nBSV = 110
Total nSV = 123
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 94
nu = 0.621258
obj = -28.506078, rho = 0.017799
nSV = 126, nBSV = 114
Total nSV = 126
*
optimization finished, #iter = 84
nu = 0.615145
obj = -27.806732, rho = 0.057945
nSV = 125, nBSV = 112
Total nSV = 125
*
optimization finished, #iter = 85
nu = 0.610926
obj = -27.908713, rho = -0.029809
nSV = 122, nBSV = 111
Total nSV = 122
*
optimization finished, #iter = 92
nu = 0.627793
obj = -28.441288, rho = 0.103217
nSV = 128, nBSV = 113
Total nSV = 128
*
optimization finished, #iter = 94
nu = 0.595924
obj = -26.899202, rho = 0.096548
nSV = 120, nBSV = 104
Total nSV = 120
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 98
nu = 0.601043
obj = -31.828851, rho = 0.036309
nSV = 125, nBSV = 108
Total nSV = 125
*
optimization finished, #iter = 79
nu = 0.595206
obj = -30.992975, rho = 0.092142
nSV = 120, nBSV = 109
Total nSV = 120
*
optimization finished, #iter = 91
nu = 0.593046
obj = -31.159705, rho = 0.004175
nSV = 120, nBSV = 110
Total nSV = 120
*
optimization finished, #iter = 96
nu = 0.605968
obj = -31.716361, rho = 0.132491
nSV = 125, nBSV = 109
Total nSV = 125
*
optimization finished, #iter = 99
nu = 0.575195
obj = -30.008041, rho = 0.124316
nSV = 119, nBSV = 100
Total nSV = 119
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 93
nu = 0.581841
obj = -35.565939, rho = 0.070638
nSV = 122, nBSV = 107
Total nSV = 122
*
optimization finished, #iter = 80
nu = 0.577111
obj = -34.550805, rho = 0.113124
nSV = 117, nBSV = 107
Total nSV = 117
*
optimization finished, #iter = 84
nu = 0.576567
obj = -34.785986, rho = 0.039138
nSV = 118, nBSV = 107
Total nSV = 118
*
optimization finished, #iter = 85
nu = 0.586101
obj = -35.400956, rho = 0.153374
nSV = 120, nBSV = 106
Total nSV = 120
*
optimization finished, #iter = 99
nu = 0.559234
obj = -33.497314, rho = 0.153325
nSV = 115, nBSV = 98
Total nSV = 115
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 96
nu = 0.565429
obj = -39.761339, rho = 0.125773
nSV = 117, nBSV = 102
Total nSV = 117
*
optimization finished, #iter = 87
nu = 0.558327
obj = -38.531880, rho = 0.130027
nSV = 115, nBSV = 101
Total nSV = 115
*
optimization finished, #iter = 84
nu = 0.560478
obj = -38.833027, rho = 0.053244
nSV = 114, nBSV = 100
Total nSV = 114
*
optimization finished, #iter = 91
nu = 0.567918
obj = -39.542437, rho = 0.162311
nSV = 117, nBSV = 103
Total nSV = 117
*
optimization finished, #iter = 104
nu = 0.541085
obj = -37.390104, rho = 0.174254
nSV = 114, nBSV = 92
Total nSV = 114
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 98
nu = 0.550096
obj = -44.460654, rho = 0.162954
nSV = 113, nBSV = 99
Total nSV = 113
*
optimization finished, #iter = 100
nu = 0.540351
obj = -42.994860, rho = 0.141027
nSV = 111, nBSV = 92
Total nSV = 111
*
optimization finished, #iter = 94
nu = 0.544849
obj = -43.347531, rho = 0.081126
nSV = 113, nBSV = 96
Total nSV = 113
*
optimization finished, #iter = 93
nu = 0.552847
obj = -44.172037, rho = 0.163030
nSV = 113, nBSV = 98
Total nSV = 113
*
optimization finished, #iter = 117
nu = 0.523021
obj = -41.780209, rho = 0.202315
nSV = 112, nBSV = 88
Total nSV = 112
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 104
nu = 0.534065
obj = -49.725189, rho = 0.183537
nSV = 110, nBSV = 94
Total nSV = 110
*
optimization finished, #iter = 105
nu = 0.522277
obj = -48.018141, rho = 0.146380
nSV = 110, nBSV = 89
Total nSV = 110
*
optimization finished, #iter = 103
nu = 0.527788
obj = -48.397137, rho = 0.104155
nSV = 110, nBSV = 91
Total nSV = 110
*
optimization finished, #iter = 93
nu = 0.536534
obj = -49.353796, rho = 0.167912
nSV = 111, nBSV = 93
Total nSV = 111
*
optimization finished, #iter = 117
nu = 0.507444
obj = -46.721961, rho = 0.231988
nSV = 109, nBSV = 85
Total nSV = 109
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 101
nu = 0.518710
obj = -55.642857, rho = 0.200711
nSV = 110, nBSV = 92
Total nSV = 110
*
optimization finished, #iter = 114
nu = 0.506723
obj = -53.670509, rho = 0.150098
nSV = 108, nBSV = 86
Total nSV = 108
*
optimization finished, #iter = 97
nu = 0.511633
obj = -54.069328, rho = 0.117397
nSV = 108, nBSV = 89
Total nSV = 108
*
optimization finished, #iter = 104
nu = 0.521741
obj = -55.151179, rho = 0.170820
nSV = 110, nBSV = 90
Total nSV = 110
*
optimization finished, #iter = 137
nu = 0.491492
obj = -52.287883, rho = 0.256689
nSV = 109, nBSV = 83
Total nSV = 109
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 101
nu = 0.503962
obj = -62.300919, rho = 0.216141
nSV = 108, nBSV = 90
Total nSV = 108
*
optimization finished, #iter = 114
nu = 0.493351
obj = -60.001295, rho = 0.161523
nSV = 106, nBSV = 84
Total nSV = 106
*
optimization finished, #iter = 107
nu = 0.496537
obj = -60.433200, rho = 0.125167
nSV = 106, nBSV = 84
Total nSV = 106
*
optimization finished, #iter = 110
nu = 0.507524
obj = -61.633562, rho = 0.182312
nSV = 111, nBSV = 86
Total nSV = 111
*
optimization finished, #iter = 129
nu = 0.477105
obj = -58.571243, rho = 0.279340
nSV = 107, nBSV = 81
Total nSV = 107
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 91
nu = 0.491370
obj = -69.771489, rho = 0.236034
nSV = 105, nBSV = 88
Total nSV = 105
*
optimization finished, #iter = 124
nu = 0.479886
obj = -67.069338, rho = 0.174523
nSV = 104, nBSV = 78
Total nSV = 104
*
optimization finished, #iter = 122
nu = 0.481911
obj = -67.574542, rho = 0.114932
nSV = 104, nBSV = 76
Total nSV = 104
*
optimization finished, #iter = 104
nu = 0.492662
obj = -68.893689, rho = 0.193777
nSV = 106, nBSV = 81
Total nSV = 106
*
optimization finished, #iter = 136
nu = 0.465128
obj = -65.637806, rho = 0.291028
nSV = 105, nBSV = 76
Total nSV = 105
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 102
nu = 0.481009
obj = -78.108354, rho = 0.272590
nSV = 103, nBSV = 84
Total nSV = 103
*
optimization finished, #iter = 133
nu = 0.465614
obj = -74.998230, rho = 0.179410
nSV = 104, nBSV = 75
Total nSV = 104
*
optimization finished, #iter = 128
nu = 0.467408
obj = -75.612631, rho = 0.109397
nSV = 103, nBSV = 74
Total nSV = 103
*
optimization finished, #iter = 103
nu = 0.478579
obj = -77.039372, rho = 0.187951
nSV = 102, nBSV = 79
Total nSV = 102
*
optimization finished, #iter = 140
nu = 0.453678
obj = -73.558307, rho = 0.307484
nSV = 101, nBSV = 73
Total nSV = 101
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 101
nu = 0.471386
obj = -87.366246, rho = 0.280726
nSV = 99, nBSV = 80
Total nSV = 99
*
optimization finished, #iter = 145
nu = 0.452813
obj = -83.899390, rho = 0.181674
nSV = 103, nBSV = 73
Total nSV = 103
*
optimization finished, #iter = 129
nu = 0.454844
obj = -84.647998, rho = 0.101372
nSV = 100, nBSV = 72
Total nSV = 100
*
optimization finished, #iter = 113
nu = 0.465949
obj = -86.156729, rho = 0.184457
nSV = 102, nBSV = 75
Total nSV = 102
*
optimization finished, #iter = 145
nu = 0.442015
obj = -82.444925, rho = 0.326500
nSV = 102, nBSV = 68
Total nSV = 102
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 110
nu = 0.461320
obj = -97.611555, rho = 0.266963
nSV = 99, nBSV = 77
Total nSV = 99
*
optimization finished, #iter = 162
nu = 0.441318
obj = -93.863005, rho = 0.189568
nSV = 102, nBSV = 71
Total nSV = 102
*
optimization finished, #iter = 138
nu = 0.443812
obj = -94.766731, rho = 0.097746
nSV = 98, nBSV = 70
Total nSV = 98
*
optimization finished, #iter = 111
nu = 0.454904
obj = -96.343156, rho = 0.183644
nSV = 100, nBSV = 75
Total nSV = 100
*
optimization finished, #iter = 175
nu = 0.430838
obj = -92.427476, rho = 0.340612
nSV = 102, nBSV = 65
Total nSV = 102
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 125
nu = 0.451616
obj = -108.940304, rho = 0.241498
nSV = 99, nBSV = 75
Total nSV = 99
*
optimization finished, #iter = 164
nu = 0.431327
obj = -104.970975, rho = 0.189122
nSV = 101, nBSV = 68
Total nSV = 101
*
optimization finished, #iter = 129
nu = 0.434915
obj = -106.041353, rho = 0.104905
nSV = 95, nBSV = 68
Total nSV = 95
*
optimization finished, #iter = 127
nu = 0.445154
obj = -107.651801, rho = 0.173235
nSV = 99, nBSV = 74
Total nSV = 99
*
optimization finished, #iter = 170
nu = 0.420253
obj = -103.637244, rho = 0.350175
nSV = 100, nBSV = 64
Total nSV = 100
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 125
nu = 0.441982
obj = -121.411781, rho = 0.206919
nSV = 98, nBSV = 73
Total nSV = 98
*
optimization finished, #iter = 151
nu = 0.421600
obj = -117.309575, rho = 0.204469
nSV = 98, nBSV = 66
Total nSV = 98
*
optimization finished, #iter = 122
nu = 0.425259
obj = -118.539966, rho = 0.119668
nSV = 94, nBSV = 65
Total nSV = 94
*
optimization finished, #iter = 139
nu = 0.436214
obj = -120.141797, rho = 0.136362
nSV = 97, nBSV = 72
Total nSV = 97
*.*
optimization finished, #iter = 202
nu = 0.410860
obj = -116.200182, rho = 0.360488
nSV = 101, nBSV = 63
Total nSV = 101
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 145
nu = 0.432465
obj = -135.097487, rho = 0.193325
nSV = 95, nBSV = 70
Total nSV = 95
*.*
optimization finished, #iter = 196
nu = 0.411748
obj = -130.989799, rho = 0.219638
nSV = 100, nBSV = 63
Total nSV = 100
*
optimization finished, #iter = 144
nu = 0.415526
obj = -132.408724, rho = 0.112135
nSV = 93, nBSV = 63
Total nSV = 93
*
optimization finished, #iter = 154
nu = 0.426688
obj = -133.888418, rho = 0.099072
nSV = 97, nBSV = 69
Total nSV = 97
*.*
optimization finished, #iter = 208
nu = 0.401987
obj = -130.241242, rho = 0.378965
nSV = 98, nBSV = 60
Total nSV = 98
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 145
nu = 0.422781
obj = -150.060190, rho = 0.212638
nSV = 93, nBSV = 66
Total nSV = 93
*.*
optimization finished, #iter = 194
nu = 0.402260
obj = -146.139181, rho = 0.235047
nSV = 98, nBSV = 60
Total nSV = 98
*
optimization finished, #iter = 160
nu = 0.405111
obj = -147.779944, rho = 0.095708
nSV = 92, nBSV = 59
Total nSV = 92
*
optimization finished, #iter = 188
nu = 0.416289
obj = -148.992382, rho = 0.071605
nSV = 97, nBSV = 61
Total nSV = 97
*.*
optimization finished, #iter = 252
nu = 0.394223
obj = -145.872012, rho = 0.399319
nSV = 98, nBSV = 59
Total nSV = 98
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 193
nu = 0.411609
obj = -166.385093, rho = 0.234844
nSV = 95, nBSV = 63
Total nSV = 95
*.*
optimization finished, #iter = 226
nu = 0.393735
obj = -162.835156, rho = 0.249370
nSV = 95, nBSV = 56
Total nSV = 95
*
optimization finished, #iter = 175
nu = 0.394628
obj = -164.864016, rho = 0.076895
nSV = 94, nBSV = 56
Total nSV = 94
*
optimization finished, #iter = 189
nu = 0.404918
obj = -165.655344, rho = 0.082328
nSV = 96, nBSV = 60
Total nSV = 96
*.*
optimization finished, #iter = 238
nu = 0.386828
obj = -163.204112, rho = 0.425579
nSV = 99, nBSV = 57
Total nSV = 99
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 184
nu = 0.399867
obj = -184.235835, rho = 0.270342
nSV = 95, nBSV = 60
Total nSV = 95
*.*
optimization finished, #iter = 239
nu = 0.383861
obj = -181.205372, rho = 0.283742
nSV = 96, nBSV = 53
Total nSV = 96
*.*
optimization finished, #iter = 193
nu = 0.384511
obj = -183.821391, rho = 0.071197
nSV = 93, nBSV = 56
Total nSV = 93
*.*
optimization finished, #iter = 243
nu = 0.392884
obj = -184.036314, rho = 0.084136
nSV = 97, nBSV = 54
Total nSV = 97
*.*
optimization finished, #iter = 271
nu = 0.379405
obj = -182.351627, rho = 0.456520
nSV = 99, nBSV = 53
Total nSV = 99
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 238
nu = 0.387589
obj = -203.736348, rho = 0.301657
nSV = 94, nBSV = 57
Total nSV = 94
.*
optimization finished, #iter = 291
nu = 0.373495
obj = -201.428709, rho = 0.317262
nSV = 96, nBSV = 48
Total nSV = 96
*.*
optimization finished, #iter = 215
nu = 0.375282
obj = -204.780613, rho = 0.072453
nSV = 92, nBSV = 53
Total nSV = 92
*.*
optimization finished, #iter = 232
nu = 0.381556
obj = -204.343994, rho = 0.091455
nSV = 96, nBSV = 54
Total nSV = 96
.*
optimization finished, #iter = 304
nu = 0.372127
obj = -203.438454, rho = 0.493297
nSV = 99, nBSV = 50
Total nSV = 99
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 289
nu = 0.375767
obj = -225.010480, rho = 0.320741
nSV = 97, nBSV = 54
Total nSV = 97
.*
optimization finished, #iter = 307
nu = 0.363571
obj = -223.699878, rho = 0.351444
nSV = 94, nBSV = 48
Total nSV = 94
*.*
optimization finished, #iter = 212
nu = 0.366937
obj = -227.834282, rho = 0.073445
nSV = 89, nBSV = 54
Total nSV = 89
*.*
optimization finished, #iter = 266
nu = 0.371576
obj = -226.625834, rho = 0.091411
nSV = 94, nBSV = 51
Total nSV = 94
.*
optimization finished, #iter = 309
nu = 0.364344
obj = -226.598059, rho = 0.521745
nSV = 97, nBSV = 47
Total nSV = 97
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 292
nu = 0.364264
obj = -248.091191, rho = 0.332651
nSV = 98, nBSV = 50
Total nSV = 98
.*
optimization finished, #iter = 297
nu = 0.354011
obj = -248.085867, rho = 0.390142
nSV = 93, nBSV = 46
Total nSV = 93
*.*
optimization finished, #iter = 231
nu = 0.359218
obj = -252.984814, rho = 0.062123
nSV = 88, nBSV = 49
Total nSV = 88
.*
optimization finished, #iter = 294
nu = 0.361543
obj = -250.915278, rho = 0.081607
nSV = 95, nBSV = 46
Total nSV = 95
.*
optimization finished, #iter = 309
nu = 0.357150
obj = -251.920646, rho = 0.547205
nSV = 99, nBSV = 46
Total nSV = 99
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 315
nu = 0.352622
obj = -273.034891, rho = 0.324601
nSV = 94, nBSV = 42
Total nSV = 94
.*
optimization finished, #iter = 290
nu = 0.344927
obj = -274.690051, rho = 0.408867
nSV = 93, nBSV = 47
Total nSV = 93
*.*
optimization finished, #iter = 250
nu = 0.351603
obj = -280.251672, rho = 0.055818
nSV = 85, nBSV = 45
Total nSV = 85
.*
optimization finished, #iter = 292
nu = 0.350814
obj = -277.397110, rho = 0.060616
nSV = 93, nBSV = 43
Total nSV = 93
.*
optimization finished, #iter = 338
nu = 0.350083
obj = -279.376384, rho = 0.557309
nSV = 96, nBSV = 45
Total nSV = 96
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 374
nu = 0.340595
obj = -299.961702, rho = 0.327166
nSV = 94, nBSV = 40
Total nSV = 94
.*
optimization finished, #iter = 343
nu = 0.336607
obj = -303.443633, rho = 0.428587
nSV = 95, nBSV = 44
Total nSV = 95
.*
optimization finished, #iter = 286
nu = 0.343288
obj = -309.632092, rho = 0.062541
nSV = 85, nBSV = 41
Total nSV = 85
.*
optimization finished, #iter = 354
nu = 0.341071
obj = -306.144753, rho = 0.038984
nSV = 92, nBSV = 42
Total nSV = 92
.*.*
optimization finished, #iter = 389
nu = 0.342980
obj = -308.944734, rho = 0.567199
nSV = 97, nBSV = 41
Total nSV = 97
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 345
nu = 0.329402
obj = -328.822480, rho = 0.327833
nSV = 92, nBSV = 39
Total nSV = 92
.*
optimization finished, #iter = 365
nu = 0.328323
obj = -334.284476, rho = 0.457885
nSV = 96, nBSV = 42
Total nSV = 96
.*
optimization finished, #iter = 335
nu = 0.333546
obj = -341.227179, rho = 0.079159
nSV = 86, nBSV = 37
Total nSV = 86
.*
optimization finished, #iter = 333
nu = 0.331850
obj = -337.060772, rho = 0.031878
nSV = 91, nBSV = 42
Total nSV = 91
.*.*
optimization finished, #iter = 404
nu = 0.334109
obj = -340.624577, rho = 0.569894
nSV = 96, nBSV = 38
Total nSV = 96
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 362
nu = 0.320427
obj = -359.279875, rho = 0.321435
nSV = 90, nBSV = 38
Total nSV = 90
.*.*
optimization finished, #iter = 414
nu = 0.320761
obj = -366.925952, rho = 0.464596
nSV = 93, nBSV = 38
Total nSV = 93
.*
optimization finished, #iter = 322
nu = 0.323357
obj = -375.213719, rho = 0.116983
nSV = 86, nBSV = 36
Total nSV = 86
.*.*
optimization finished, #iter = 391
nu = 0.321985
obj = -369.974197, rho = 0.023602
nSV = 90, nBSV = 37
Total nSV = 90
.*.*
optimization finished, #iter = 391
nu = 0.324533
obj = -374.581836, rho = 0.574366
nSV = 96, nBSV = 36
Total nSV = 96
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 471
nu = 0.310193
obj = -390.822621, rho = 0.272813
nSV = 89, nBSV = 34
Total nSV = 89
.*.*
optimization finished, #iter = 454
nu = 0.310506
obj = -401.292079, rho = 0.479823
nSV = 90, nBSV = 33
Total nSV = 90
.*
optimization finished, #iter = 380
nu = 0.313250
obj = -411.570878, rho = 0.164411
nSV = 88, nBSV = 35
Total nSV = 88
.*.*
optimization finished, #iter = 427
nu = 0.310009
obj = -405.223231, rho = 0.032997
nSV = 92, nBSV = 34
Total nSV = 92
.*.*
optimization finished, #iter = 499
nu = 0.313152
obj = -411.008347, rho = 0.593581
nSV = 94, nBSV = 34
Total nSV = 94
Cross Validation Accuracy = 80.8333%
.*.*
optimization finished, #iter = 444
nu = 0.297741
obj = -423.519231, rho = 0.273750
nSV = 93, nBSV = 33
Total nSV = 93
.*.*
optimization finished, #iter = 529
nu = 0.299358
obj = -437.552386, rho = 0.501454
nSV = 92, nBSV = 31
Total nSV = 92
.*.*
optimization finished, #iter = 422
nu = 0.304314
obj = -450.005593, rho = 0.234504
nSV = 90, nBSV = 35
Total nSV = 90
.*.*
optimization finished, #iter = 426
nu = 0.298984
obj = -442.929495, rho = 0.037287
nSV = 92, nBSV = 34
Total nSV = 92
.*.*
optimization finished, #iter = 506
nu = 0.301912
obj = -450.008757, rho = 0.621324
nSV = 94, nBSV = 29
Total nSV = 94
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 505
nu = 0.284488
obj = -457.467404, rho = 0.306907
nSV = 91, nBSV = 31
Total nSV = 91
.*.*
optimization finished, #iter = 490
nu = 0.288828
obj = -475.525798, rho = 0.516647
nSV = 92, nBSV = 30
Total nSV = 92
.*.*
optimization finished, #iter = 499
nu = 0.294699
obj = -489.978892, rho = 0.300249
nSV = 90, nBSV = 31
Total nSV = 90
.*.*
optimization finished, #iter = 427
nu = 0.289232
obj = -482.609378, rho = 0.039131
nSV = 92, nBSV = 33
Total nSV = 92
.*.*
optimization finished, #iter = 516
nu = 0.289531
obj = -491.937823, rho = 0.657110
nSV = 94, nBSV = 28
Total nSV = 94
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 508
nu = 0.272279
obj = -492.263647, rho = 0.357381
nSV = 88, nBSV = 28
Total nSV = 88
.*.*
optimization finished, #iter = 481
nu = 0.276829
obj = -514.851080, rho = 0.523152
nSV = 91, nBSV = 25
Total nSV = 91
..*
optimization finished, #iter = 571
nu = 0.282101
obj = -531.677714, rho = 0.317126
nSV = 90, nBSV = 26
Total nSV = 90
.*.*
optimization finished, #iter = 490
nu = 0.279882
obj = -523.595333, rho = 0.048997
nSV = 91, nBSV = 29
Total nSV = 91
.*..*
optimization finished, #iter = 612
nu = 0.277025
obj = -536.959398, rho = 0.694466
nSV = 95, nBSV = 25
Total nSV = 95
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 473
nu = 0.259563
obj = -527.434815, rho = 0.414927
nSV = 86, nBSV = 24
Total nSV = 86
.*.*
optimization finished, #iter = 521
nu = 0.263223
obj = -555.933692, rho = 0.499666
nSV = 93, nBSV = 24
Total nSV = 93
..*
optimization finished, #iter = 568
nu = 0.269332
obj = -575.532454, rho = 0.338907
nSV = 88, nBSV = 24
Total nSV = 88
..*.*
optimization finished, #iter = 614
nu = 0.268099
obj = -565.617120, rho = 0.085575
nSV = 90, nBSV = 25
Total nSV = 90
..*.*
optimization finished, #iter = 662
nu = 0.265058
obj = -585.319472, rho = 0.715013
nSV = 98, nBSV = 25
Total nSV = 98
Cross Validation Accuracy = 80.4167%
..*.*
optimization finished, #iter = 632
nu = 0.246060
obj = -562.409508, rho = 0.512305
nSV = 86, nBSV = 21
Total nSV = 86
..*.*
optimization finished, #iter = 578
nu = 0.250629
obj = -598.696895, rho = 0.460746
nSV = 94, nBSV = 23
Total nSV = 94
..*.*
optimization finished, #iter = 643
nu = 0.257593
obj = -621.137575, rho = 0.358840
nSV = 89, nBSV = 23
Total nSV = 89
..*.*
optimization finished, #iter = 648
nu = 0.254549
obj = -608.996792, rho = 0.162866
nSV = 89, nBSV = 19
Total nSV = 89
..*.*
optimization finished, #iter = 629
nu = 0.254110
obj = -636.789670, rho = 0.730732
nSV = 96, nBSV = 23
Total nSV = 96
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 557
nu = 0.231947
obj = -597.291974, rho = 0.569103
nSV = 86, nBSV = 21
Total nSV = 86
..*.*
optimization finished, #iter = 652
nu = 0.237249
obj = -642.789271, rho = 0.421476
nSV = 91, nBSV = 18
Total nSV = 91
..*
optimization finished, #iter = 563
nu = 0.245782
obj = -667.701711, rho = 0.432588
nSV = 88, nBSV = 21
Total nSV = 88
..*.*
optimization finished, #iter = 648
nu = 0.239047
obj = -654.695489, rho = 0.245017
nSV = 90, nBSV = 19
Total nSV = 90
..*.*
optimization finished, #iter = 586
nu = 0.244442
obj = -690.796215, rho = 0.753064
nSV = 94, nBSV = 23
Total nSV = 94
Cross Validation Accuracy = 80%
..*.*
optimization finished, #iter = 616
nu = 0.219372
obj = -630.958859, rho = 0.599972
nSV = 83, nBSV = 18
Total nSV = 83
..*..*
optimization finished, #iter = 793
nu = 0.222826
obj = -688.653281, rho = 0.438027
nSV = 92, nBSV = 15
Total nSV = 92
..*.*
optimization finished, #iter = 662
nu = 0.234379
obj = -714.628909, rho = 0.524471
nSV = 89, nBSV = 19
Total nSV = 89
..*.*
optimization finished, #iter = 716
nu = 0.224696
obj = -703.268188, rho = 0.328487
nSV = 89, nBSV = 18
Total nSV = 89
..*.*
optimization finished, #iter = 696
nu = 0.235266
obj = -746.147864, rho = 0.797777
nSV = 94, nBSV = 21
Total nSV = 94
Cross Validation Accuracy = 79.1667%
..*.*
optimization finished, #iter = 629
nu = 0.205845
obj = -662.447743, rho = 0.624990
nSV = 83, nBSV = 16
Total nSV = 83
...*.*
optimization finished, #iter = 854
nu = 0.208433
obj = -737.138440, rho = 0.512766
nSV = 94, nBSV = 13
Total nSV = 94
..*.*
optimization finished, #iter = 713
nu = 0.221554
obj = -761.415874, rho = 0.575953
nSV = 86, nBSV = 17
Total nSV = 86
..*.*
optimization finished, #iter = 643
nu = 0.211185
obj = -754.635566, rho = 0.409198
nSV = 89, nBSV = 16
Total nSV = 89
..*.*
optimization finished, #iter = 651
nu = 0.223948
obj = -802.748849, rho = 0.841243
nSV = 93, nBSV = 18
Total nSV = 93
Cross Validation Accuracy = 79.1667%
..*.*
optimization finished, #iter = 628
nu = 0.192394
obj = -690.971600, rho = 0.664054
nSV = 83, nBSV = 14
Total nSV = 83
...*.*
optimization finished, #iter = 879
nu = 0.195829
obj = -788.050476, rho = 0.611101
nSV = 93, nBSV = 12
Total nSV = 93
..*..*
optimization finished, #iter = 824
nu = 0.206487
obj = -808.900356, rho = 0.583775
nSV = 87, nBSV = 13
Total nSV = 87
..*.*
optimization finished, #iter = 653
nu = 0.197348
obj = -809.082397, rho = 0.475978
nSV = 87, nBSV = 15
Total nSV = 87
..*.*
optimization finished, #iter = 742
nu = 0.213528
obj = -860.378840, rho = 0.879604
nSV = 93, nBSV = 17
Total nSV = 93
Cross Validation Accuracy = 80%
..*.*
optimization finished, #iter = 683
nu = 0.177273
obj = -716.251136, rho = 0.691567
nSV = 83, nBSV = 9
Total nSV = 83
...*..*
optimization finished, #iter = 961
nu = 0.183896
obj = -840.302100, rho = 0.678040
nSV = 93, nBSV = 10
Total nSV = 93
..*..*
optimization finished, #iter = 779
nu = 0.191918
obj = -858.200444, rho = 0.569888
nSV = 88, nBSV = 12
Total nSV = 88
..*.*
optimization finished, #iter = 727
nu = 0.185615
obj = -866.564059, rho = 0.525095
nSV = 87, nBSV = 14
Total nSV = 87
..*.*
optimization finished, #iter = 691
nu = 0.203168
obj = -917.572983, rho = 0.898137
nSV = 90, nBSV = 15
Total nSV = 90
Cross Validation Accuracy = 79.1667%
..*..*
optimization finished, #iter = 776
nu = 0.161529
obj = -739.774401, rho = 0.631856
nSV = 80, nBSV = 8
Total nSV = 80
...*..*
optimization finished, #iter = 990
nu = 0.170888
obj = -894.807938, rho = 0.598834
nSV = 91, nBSV = 9
Total nSV = 91
..*..*
optimization finished, #iter = 833
nu = 0.178783
obj = -908.948147, rho = 0.491627
nSV = 87, nBSV = 11
Total nSV = 87
..*.*
optimization finished, #iter = 741
nu = 0.174618
obj = -926.206965, rho = 0.557342
nSV = 84, nBSV = 13
Total nSV = 84
..*..*
optimization finished, #iter = 800
nu = 0.192186
obj = -973.355610, rho = 0.870724
nSV = 88, nBSV = 11
Total nSV = 88
Cross Validation Accuracy = 77.5%
..*.*
optimization finished, #iter = 700
nu = 0.147326
obj = -761.002987, rho = 0.562997
nSV = 79, nBSV = 6
Total nSV = 79
...*..*
optimization finished, #iter = 978
nu = 0.157989
obj = -952.851327, rho = 0.536376
nSV = 89, nBSV = 7
Total nSV = 89
...*.*
optimization finished, #iter = 907
nu = 0.166620
obj = -960.062324, rho = 0.388079
nSV = 87, nBSV = 10
Total nSV = 87
..*.*
optimization finished, #iter = 656
nu = 0.163490
obj = -987.760635, rho = 0.483200
nSV = 85, nBSV = 11
Total nSV = 85
...*.*
optimization finished, #iter = 893
nu = 0.178900
obj = -1028.384713, rho = 0.853754
nSV = 92, nBSV = 9
Total nSV = 92
Cross Validation Accuracy = 77.0833%
..*.*
optimization finished, #iter = 700
nu = 0.134055
obj = -779.101911, rho = 0.510582
nSV = 78, nBSV = 4
Total nSV = 78
...*..*
optimization finished, #iter = 967
nu = 0.146613
obj = -1015.015024, rho = 0.469923
nSV = 89, nBSV = 7
Total nSV = 89
..*..*
optimization finished, #iter = 841
nu = 0.154387
obj = -1011.057754, rho = 0.279734
nSV = 85, nBSV = 8
Total nSV = 85
..*.*
optimization finished, #iter = 713
nu = 0.153285
obj = -1051.468221, rho = 0.336498
nSV = 80, nBSV = 11
Total nSV = 80
...*.*
optimization finished, #iter = 932
nu = 0.165817
obj = -1084.231681, rho = 0.851078
nSV = 90, nBSV = 9
Total nSV = 90
Cross Validation Accuracy = 77.5%
..*.*
optimization finished, #iter = 708
nu = 0.120740
obj = -794.082032, rho = 0.465255
nSV = 76, nBSV = 4
Total nSV = 76
...*.*
optimization finished, #iter = 947
nu = 0.136113
obj = -1080.815266, rho = 0.440787
nSV = 88, nBSV = 6
Total nSV = 88
..*..*
optimization finished, #iter = 797
nu = 0.142728
obj = -1062.366466, rho = 0.152756
nSV = 82, nBSV = 7
Total nSV = 82
..*.*
optimization finished, #iter = 662
nu = 0.144526
obj = -1115.313302, rho = 0.158285
nSV = 81, nBSV = 11
Total nSV = 81
...*.*
optimization finished, #iter = 931
nu = 0.153307
obj = -1140.248014, rho = 0.822405
nSV = 90, nBSV = 6
Total nSV = 90
Cross Validation Accuracy = 77.5%
..*.*
optimization finished, #iter = 743
nu = 0.109133
obj = -804.868498, rho = 0.437915
nSV = 75, nBSV = 2
Total nSV = 75
...*.*
optimization finished, #iter = 932
nu = 0.125936
obj = -1151.120586, rho = 0.402621
nSV = 87, nBSV = 6
Total nSV = 87
...*.*
optimization finished, #iter = 888
nu = 0.131179
obj = -1114.074159, rho = 0.015972
nSV = 82, nBSV = 6
Total nSV = 82
..*..*
optimization finished, #iter = 811
nu = 0.136702
obj = -1176.339571, rho = -0.034153
nSV = 82, nBSV = 10
Total nSV = 82
...*..*
optimization finished, #iter = 1122
nu = 0.140321
obj = -1197.938527, rho = 0.803603
nSV = 92, nBSV = 5
Total nSV = 92
Cross Validation Accuracy = 77.9167%
..*..*
optimization finished, #iter = 784
nu = 0.096897
obj = -812.338835, rho = 0.408650
nSV = 76, nBSV = 2
Total nSV = 76
...*..*
optimization finished, #iter = 1051
nu = 0.117097
obj = -1225.925643, rho = 0.369860
nSV = 88, nBSV = 6
Total nSV = 88
...*.*
optimization finished, #iter = 955
nu = 0.120604
obj = -1166.457090, rho = -0.137377
nSV = 83, nBSV = 5
Total nSV = 83
...*.*
optimization finished, #iter = 903
nu = 0.125659
obj = -1234.907013, rho = -0.143087
nSV = 81, nBSV = 7
Total nSV = 81
...*..*
optimization finished, #iter = 991
nu = 0.128974
obj = -1257.731403, rho = 0.811697
nSV = 91, nBSV = 5
Total nSV = 91
Cross Validation Accuracy = 77.5%
..*..*
optimization finished, #iter = 865
nu = 0.086144
obj = -816.986994, rho = 0.366188
nSV = 76, nBSV = 1
Total nSV = 76
...*..*
optimization finished, #iter = 1046
nu = 0.109354
obj = -1303.987774, rho = 0.324834
nSV = 88, nBSV = 6
Total nSV = 88
...*..*
optimization finished, #iter = 984
nu = 0.110476
obj = -1218.757395, rho = -0.263784
nSV = 83, nBSV = 3
Total nSV = 83
...*
optimization finished, #iter = 755
nu = 0.115331
obj = -1295.953506, rho = -0.226790
nSV = 80, nBSV = 6
Total nSV = 80
...*..*
optimization finished, #iter = 971
nu = 0.119186
obj = -1317.807415, rho = 0.771447
nSV = 88, nBSV = 5
Total nSV = 88
Cross Validation Accuracy = 77.0833%
..*..*
optimization finished, #iter = 776
nu = 0.075955
obj = -818.816634, rho = 0.348498
nSV = 76, nBSV = 1
Total nSV = 76
...*..*
optimization finished, #iter = 1014
nu = 0.102615
obj = -1383.478835, rho = 0.264503
nSV = 86, nBSV = 6
Total nSV = 86
....*.*
optimization finished, #iter = 1106
nu = 0.100930
obj = -1271.770210, rho = -0.328107
nSV = 85, nBSV = 3
Total nSV = 85
...*.*
optimization finished, #iter = 835
nu = 0.106508
obj = -1356.907830, rho = -0.321206
nSV = 78, nBSV = 3
Total nSV = 78
...*..*
optimization finished, #iter = 1080
nu = 0.110007
obj = -1375.626900, rho = 0.738374
nSV = 90, nBSV = 4
Total nSV = 90
Cross Validation Accuracy = 77.0833%
...*.*
optimization finished, #iter = 826
nu = 0.066290
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
...*.*
optimization finished, #iter = 897
nu = 0.097137
obj = -1460.648219, rho = 0.230157
nSV = 86, nBSV = 6
Total nSV = 86
....*.*
optimization finished, #iter = 1106
nu = 0.091523
obj = -1326.038455, rho = -0.352637
nSV = 85, nBSV = 2
Total nSV = 85
...*.*
optimization finished, #iter = 869
nu = 0.097243
obj = -1418.136391, rho = -0.348766
nSV = 79, nBSV = 3
Total nSV = 79
...*..*
optimization finished, #iter = 1042
nu = 0.100806
obj = -1431.601837, rho = 0.731611
nSV = 89, nBSV = 3
Total nSV = 89
Cross Validation Accuracy = 77.0833%
...*.*
optimization finished, #iter = 826
nu = 0.057708
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*.*
optimization finished, #iter = 1045
nu = 0.091722
obj = -1529.977414, rho = 0.232996
nSV = 86, nBSV = 4
Total nSV = 86
....*..*
optimization finished, #iter = 1250
nu = 0.083064
obj = -1383.243358, rho = -0.359128
nSV = 86, nBSV = 2
Total nSV = 86
...*..*
optimization finished, #iter = 964
nu = 0.089039
obj = -1480.071546, rho = -0.346984
nSV = 78, nBSV = 3
Total nSV = 78
....*.*
optimization finished, #iter = 1112
nu = 0.092541
obj = -1485.270927, rho = 0.714752
nSV = 90, nBSV = 3
Total nSV = 90
Cross Validation Accuracy = 76.25%
...*.*
optimization finished, #iter = 826
nu = 0.050238
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1187
nu = 0.083359
obj = -1596.577259, rho = 0.213855
nSV = 87, nBSV = 2
Total nSV = 87
....*..*
optimization finished, #iter = 1328
nu = 0.075687
obj = -1442.429152, rho = -0.360405
nSV = 85, nBSV = 2
Total nSV = 85
....*.*
optimization finished, #iter = 1066
nu = 0.081363
obj = -1541.469416, rho = -0.278894
nSV = 78, nBSV = 2
Total nSV = 78
....*..*
optimization finished, #iter = 1220
nu = 0.083821
obj = -1536.282712, rho = 0.747406
nSV = 90, nBSV = 2
Total nSV = 90
Cross Validation Accuracy = 75.8333%
...*.*
optimization finished, #iter = 826
nu = 0.043735
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*.*
optimization finished, #iter = 1127
nu = 0.075964
obj = -1665.378061, rho = 0.229967
nSV = 88, nBSV = 2
Total nSV = 88
....*..*
optimization finished, #iter = 1290
nu = 0.069175
obj = -1502.001606, rho = -0.324680
nSV = 86, nBSV = 2
Total nSV = 86
...*..*
optimization finished, #iter = 1052
nu = 0.074092
obj = -1603.433677, rho = -0.138977
nSV = 76, nBSV = 2
Total nSV = 76
....*..*
optimization finished, #iter = 1205
nu = 0.076014
obj = -1586.773440, rho = 0.806978
nSV = 88, nBSV = 2
Total nSV = 88
Cross Validation Accuracy = 76.25%
...*.*
optimization finished, #iter = 826
nu = 0.038073
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1162
nu = 0.069481
obj = -1734.728559, rho = 0.262862
nSV = 88, nBSV = 2
Total nSV = 88
.....*..*
optimization finished, #iter = 1352
nu = 0.063470
obj = -1559.879559, rho = -0.272722
nSV = 87, nBSV = 2
Total nSV = 87
...*..*
optimization finished, #iter = 1020
nu = 0.067784
obj = -1664.347650, rho = 0.045540
nSV = 76, nBSV = 2
Total nSV = 76
....*.*
optimization finished, #iter = 1141
nu = 0.069073
obj = -1634.122211, rho = 0.875090
nSV = 88, nBSV = 1
Total nSV = 88
Cross Validation Accuracy = 76.25%
...*.*
optimization finished, #iter = 826
nu = 0.033145
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1262
nu = 0.063855
obj = -1801.728418, rho = 0.314274
nSV = 88, nBSV = 2
Total nSV = 88
.....*..*
optimization finished, #iter = 1479
nu = 0.058403
obj = -1612.582756, rho = -0.207652
nSV = 88, nBSV = 2
Total nSV = 88
...*..*
optimization finished, #iter = 977
nu = 0.062477
obj = -1720.151485, rho = 0.244740
nSV = 75, nBSV = 2
Total nSV = 75
....*..*
optimization finished, #iter = 1167
nu = 0.061867
obj = -1679.955684, rho = 0.924739
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 76.25%
...*.*
optimization finished, #iter = 826
nu = 0.028854
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1242
nu = 0.058964
obj = -1861.800798, rho = 0.373817
nSV = 88, nBSV = 2
Total nSV = 88
.....*..*
optimization finished, #iter = 1379
nu = 0.053616
obj = -1657.554266, rho = -0.105159
nSV = 87, nBSV = 2
Total nSV = 87
...*..*
optimization finished, #iter = 967
nu = 0.057094
obj = -1766.658176, rho = 0.385828
nSV = 74, nBSV = 1
Total nSV = 74
....*..*
optimization finished, #iter = 1224
nu = 0.055238
obj = -1727.641075, rho = 1.060225
nSV = 87, nBSV = 1
Total nSV = 87
Cross Validation Accuracy = 76.25%
...*.*
optimization finished, #iter = 826
nu = 0.025119
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1196
nu = 0.053345
obj = -1913.379844, rho = 0.516051
nSV = 88, nBSV = 1
Total nSV = 88
.....*..*
optimization finished, #iter = 1394
nu = 0.048196
obj = -1694.585558, rho = -0.021664
nSV = 87, nBSV = 1
Total nSV = 87
....*.*
optimization finished, #iter = 1034
nu = 0.052035
obj = -1804.775988, rho = 0.485806
nSV = 75, nBSV = 1
Total nSV = 75
....*..*
optimization finished, #iter = 1186
nu = 0.049480
obj = -1777.329194, rho = 1.213345
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75.8333%
...*.*
optimization finished, #iter = 826
nu = 0.021867
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1221
nu = 0.048046
obj = -1963.066925, rho = 0.704135
nSV = 87, nBSV = 1
Total nSV = 87
.....*..*
optimization finished, #iter = 1430
nu = 0.043089
obj = -1730.342986, rho = 0.062736
nSV = 87, nBSV = 1
Total nSV = 87
....*.*
optimization finished, #iter = 1140
nu = 0.047389
obj = -1830.596737, rho = 0.552562
nSV = 75, nBSV = 1
Total nSV = 75
....*..*
optimization finished, #iter = 1162
nu = 0.044563
obj = -1826.974337, rho = 1.365599
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75.8333%
...*.*
optimization finished, #iter = 826
nu = 0.019037
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1196
nu = 0.043446
obj = -2008.109620, rho = 0.929535
nSV = 87, nBSV = 1
Total nSV = 87
.....*..*
optimization finished, #iter = 1416
nu = 0.038643
obj = -1763.119440, rho = 0.159831
nSV = 87, nBSV = 1
Total nSV = 87
.....*..*
optimization finished, #iter = 1373
nu = 0.042971
obj = -1838.962647, rho = 0.608706
nSV = 79, nBSV = 0
Total nSV = 79
....*.*
optimization finished, #iter = 1102
nu = 0.040284
obj = -1873.643249, rho = 1.542184
nSV = 85, nBSV = 1
Total nSV = 85
Cross Validation Accuracy = 75.4167%
...*.*
optimization finished, #iter = 826
nu = 0.016572
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1310
nu = 0.039442
obj = -2043.853081, rho = 1.176921
nSV = 86, nBSV = 1
Total nSV = 86
.....*.*
optimization finished, #iter = 1320
nu = 0.034952
obj = -1788.957945, rho = 0.227680
nSV = 85, nBSV = 1
Total nSV = 85
.....*..*
optimization finished, #iter = 1373
nu = 0.037408
obj = -1838.962647, rho = 0.608706
nSV = 79, nBSV = 0
Total nSV = 79
....*..*
optimization finished, #iter = 1214
nu = 0.036559
obj = -1913.489918, rho = 1.746561
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75.4167%
...*.*
optimization finished, #iter = 826
nu = 0.014427
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1316
nu = 0.035954
obj = -2063.828088, rho = 1.457465
nSV = 87, nBSV = 1
Total nSV = 87
....*..*
optimization finished, #iter = 1331
nu = 0.031822
obj = -1799.895064, rho = 0.290751
nSV = 85, nBSV = 1
Total nSV = 85
.....*..*
optimization finished, #iter = 1373
nu = 0.032566
obj = -1838.962647, rho = 0.608706
nSV = 79, nBSV = 0
Total nSV = 79
....*.*
optimization finished, #iter = 1141
nu = 0.033313
obj = -1941.301507, rho = 1.976617
nSV = 84, nBSV = 1
Total nSV = 84
Cross Validation Accuracy = 75.8333%
...*.*
optimization finished, #iter = 826
nu = 0.012560
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
.....*..*
optimization finished, #iter = 1496
nu = 0.031845
obj = -2065.531602, rho = 1.560616
nSV = 87, nBSV = 0
Total nSV = 87
.....*..*
optimization finished, #iter = 1353
nu = 0.027749
obj = -1799.910600, rho = 0.293456
nSV = 85, nBSV = 0
Total nSV = 85
.....*..*
optimization finished, #iter = 1373
nu = 0.028350
obj = -1838.962647, rho = 0.608706
nSV = 79, nBSV = 0
Total nSV = 79
....*..*
optimization finished, #iter = 1155
nu = 0.030217
obj = -1949.753309, rho = 2.224675
nSV = 81, nBSV = 0
Total nSV = 81
Cross Validation Accuracy = 75.4167%
...*.*
optimization finished, #iter = 826
nu = 0.010934
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
.....*..*
optimization finished, #iter = 1496
nu = 0.027722
obj = -2065.531602, rho = 1.560616
nSV = 87, nBSV = 0
Total nSV = 87
.....*..*
optimization finished, #iter = 1353
nu = 0.024157
obj = -1799.910600, rho = 0.293456
nSV = 85, nBSV = 0
Total nSV = 85
.....*..*
optimization finished, #iter = 1373
nu = 0.024680
obj = -1838.962647, rho = 0.608706
nSV = 79, nBSV = 0
Total nSV = 79
....*..*
optimization finished, #iter = 1155
nu = 0.026305
obj = -1949.753309, rho = 2.224675
nSV = 81, nBSV = 0
Total nSV = 81
Cross Validation Accuracy = 75.4167%
...*.*
optimization finished, #iter = 826
nu = 0.009518
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
.....*..*
optimization finished, #iter = 1496
nu = 0.024134
obj = -2065.531602, rho = 1.560616
nSV = 87, nBSV = 0
Total nSV = 87
.....*..*
optimization finished, #iter = 1353
nu = 0.021030
obj = -1799.910600, rho = 0.293456
nSV = 85, nBSV = 0
Total nSV = 85
.....*..*
optimization finished, #iter = 1373
nu = 0.021485
obj = -1838.962647, rho = 0.608706
nSV = 79, nBSV = 0
Total nSV = 79
....*..*
optimization finished, #iter = 1155
nu = 0.022900
obj = -1949.753309, rho = 2.224675
nSV = 81, nBSV = 0
Total nSV = 81
Cross Validation Accuracy = 75.4167%
...*.*
optimization finished, #iter = 826
nu = 0.008286
obj = -818.868856, rho = 0.344376
nSV = 76, nBSV = 0
Total nSV = 76
.....*..*
optimization finished, #iter = 1496
nu = 0.021010
obj = -2065.531602, rho = 1.560616
nSV = 87, nBSV = 0
Total nSV = 87
.....*..*
optimization finished, #iter = 1353
nu = 0.018308
obj = -1799.910600, rho = 0.293456
nSV = 85, nBSV = 0
Total nSV = 85
.....*..*
optimization finished, #iter = 1373
nu = 0.018704
obj = -1838.962647, rho = 0.608706
nSV = 79, nBSV = 0
Total nSV = 79
....*..*
optimization finished, #iter = 1155
nu = 0.019936
obj = -1949.753309, rho = 2.224675
nSV = 81, nBSV = 0
Total nSV = 81
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.165538, rho = 0.986543
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165501, rho = 0.986987
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165485, rho = 0.985252
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165535, rho = 0.986560
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.163533, rho = 0.986311
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.190076, rho = 0.984541
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190027, rho = 0.985052
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190006, rho = 0.983058
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190072, rho = 0.984561
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.187764, rho = 0.984275
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.218231, rho = 0.982243
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218166, rho = 0.982829
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.218140, rho = 0.980539
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218226, rho = 0.982266
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.215564, rho = 0.981936
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.250538, rho = 0.979603
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250452, rho = 0.980276
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250417, rho = 0.977437
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250531, rho = 0.979629
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.247458, rho = 0.979251
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.287605, rho = 0.976570
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287491, rho = 0.977343
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287445, rho = 0.974082
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.287595, rho = 0.976600
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.284047, rho = 0.976165
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.330119, rho = 0.973086
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.329968, rho = 0.973974
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.329908, rho = 0.970228
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.330107, rho = 0.973121
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.326005, rho = 0.972621
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.378894, rho = 0.969083
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.378695, rho = 0.970103
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378615, rho = 0.965800
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.378878, rho = 0.969123
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.374133, rho = 0.968549
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.434802, rho = 0.964486
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.434540, rho = 0.965658
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.434435, rho = 0.960715
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.434781, rho = 0.964532
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.429285, rho = 0.963873
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.498884, rho = 0.959205
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.498539, rho = 0.960552
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.498400, rho = 0.954873
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.498857, rho = 0.959258
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.492487, rho = 0.958501
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.572318, rho = 0.953139
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.571862, rho = 0.954686
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.571678, rho = 0.948163
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.572282, rho = 0.952869
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.564887, rho = 0.952330
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.656439, rho = 0.946171
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.655837, rho = 0.947947
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.655595, rho = 0.940455
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.656391, rho = 0.945860
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.647796, rho = 0.945241
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.752736, rho = 0.938167
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.751943, rho = 0.940208
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.751623, rho = 0.931601
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.752674, rho = 0.937811
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.742666, rho = 0.937100
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.862943, rho = 0.928973
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.861896, rho = 0.931317
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.861474, rho = 0.921431
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.862860, rho = 0.928564
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.851188, rho = 0.927747
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.989002, rho = 0.918411
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.987620, rho = 0.921103
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.987063, rho = 0.909747
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.988893, rho = 0.917940
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.975252, rho = 0.917002
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.133067, rho = 0.906278
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.131245, rho = 0.909371
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.130510, rho = 0.896326
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.132924, rho = 0.905739
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -1.116947, rho = 0.904661
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.297596, rho = 0.892343
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.295191, rho = 0.895895
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.294221, rho = 0.880911
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.297407, rho = 0.891722
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.278649, rho = 0.890484
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.485331, rho = 0.876334
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.482158, rho = 0.880415
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.480878, rho = 0.863202
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.485082, rho = 0.875573
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.462999, rho = 0.874199
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.699373, rho = 0.857941
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.695185, rho = 0.862629
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.693496, rho = 0.842855
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.699044, rho = 0.857066
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.672971, rho = 0.855488
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.942998, rho = 0.836816
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.937473, rho = 0.842014
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.935244, rho = 0.819487
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.942564, rho = 0.835811
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.911682, rho = 0.833999
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.219799, rho = 0.812562
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.212510, rho = 0.818534
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.209569, rho = 0.792659
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.219227, rho = 0.811409
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.182525, rho = 0.809327
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.534136, rho = 0.784685
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.524518, rho = 0.791665
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.520637, rho = 0.761400
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.533382, rho = 0.783542
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.489598, rho = 0.781178
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.890036, rho = 0.752674
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.877346, rho = 0.760692
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.872226, rho = 0.725926
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.889043, rho = 0.751451
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.836611, rho = 0.748718
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.292283, rho = 0.715895
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.275539, rho = 0.725071
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.268779, rho = 0.685194
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.290971, rho = 0.714477
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -3.227919, rho = 0.711351
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -3.745567, rho = 0.673645
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.723472, rho = 0.684185
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.714552, rho = 0.638378
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.743836, rho = 0.672016
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -3.667679, rho = 0.668425
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -4.254661, rho = 0.625111
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.225506, rho = 0.637203
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.213736, rho = 0.584612
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.252377, rho = 0.623240
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -4.159977, rho = 0.619256
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.824043, rho = 0.569371
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.785574, rho = 0.583260
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -4.770043, rho = 0.522849
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.821028, rho = 0.567291
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -4.708402, rho = 0.562645
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 58.75%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.457960, rho = 0.505334
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.407200, rho = 0.521245
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -5.386707, rho = 0.451895
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.453984, rho = 0.502852
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -5.316047, rho = 0.497608
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 62.9167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -6.159481, rho = 0.431776
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.092502, rho = 0.450061
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.065461, rho = 0.370390
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.154235, rho = 0.428924
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -5.984486, rho = 0.422901
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 67.9167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -6.930046, rho = 0.347290
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.841669, rho = 0.368463
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -6.805989, rho = 0.276777
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.923124, rho = 0.344014
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -6.713231, rho = 0.337095
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -7.768827, rho = 0.250236
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.652213, rho = 0.274363
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -7.605134, rho = 0.169238
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.759693, rho = 0.246553
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -7.498920, rho = 0.238526
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 89
nu = 0.875940
obj = -8.671788, rho = 0.154495
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.869147
obj = -8.523845, rho = 0.213907
nSV = 169, nBSV = 165
Total nSV = 169
*
optimization finished, #iter = 88
nu = 0.864196
obj = -8.466773, rho = 0.111840
nSV = 169, nBSV = 164
Total nSV = 169
*
optimization finished, #iter = 89
nu = 0.874697
obj = -8.662123, rho = 0.166986
nSV = 171, nBSV = 166
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.862278
obj = -8.344438, rho = 0.230826
nSV = 166, nBSV = 162
Total nSV = 166
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 88
nu = 0.855971
obj = -9.658697, rho = 0.096891
nSV = 167, nBSV = 163
Total nSV = 167
*
optimization finished, #iter = 88
nu = 0.841462
obj = -9.495467, rho = 0.199664
nSV = 164, nBSV = 158
Total nSV = 164
*
optimization finished, #iter = 87
nu = 0.836848
obj = -9.428964, rho = 0.078866
nSV = 163, nBSV = 158
Total nSV = 163
*
optimization finished, #iter = 89
nu = 0.849854
obj = -9.662447, rho = 0.150408
nSV = 165, nBSV = 162
Total nSV = 165
*
optimization finished, #iter = 93
nu = 0.835189
obj = -9.282211, rho = 0.199747
nSV = 163, nBSV = 156
Total nSV = 163
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.830231
obj = -10.747616, rho = 0.088724
nSV = 162, nBSV = 158
Total nSV = 162
*
optimization finished, #iter = 90
nu = 0.821255
obj = -10.575713, rho = 0.147775
nSV = 161, nBSV = 154
Total nSV = 161
*
optimization finished, #iter = 87
nu = 0.811872
obj = -10.500182, rho = 0.042201
nSV = 159, nBSV = 154
Total nSV = 159
*
optimization finished, #iter = 86
nu = 0.832955
obj = -10.775313, rho = 0.114096
nSV = 161, nBSV = 158
Total nSV = 161
*
optimization finished, #iter = 87
nu = 0.811121
obj = -10.318374, rho = 0.157030
nSV = 158, nBSV = 153
Total nSV = 158
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 89
nu = 0.804200
obj = -11.957800, rho = 0.068759
nSV = 158, nBSV = 152
Total nSV = 158
*
optimization finished, #iter = 84
nu = 0.795093
obj = -11.770642, rho = 0.122974
nSV = 155, nBSV = 151
Total nSV = 155
*
optimization finished, #iter = 84
nu = 0.789929
obj = -11.692945, rho = 0.002357
nSV = 154, nBSV = 149
Total nSV = 154
*
optimization finished, #iter = 91
nu = 0.807830
obj = -11.997954, rho = 0.101870
nSV = 158, nBSV = 152
Total nSV = 158
*
optimization finished, #iter = 90
nu = 0.786957
obj = -11.462948, rho = 0.116421
nSV = 155, nBSV = 147
Total nSV = 155
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 93
nu = 0.779334
obj = -13.306222, rho = 0.035867
nSV = 154, nBSV = 145
Total nSV = 154
*
optimization finished, #iter = 81
nu = 0.773979
obj = -13.096204, rho = 0.095441
nSV = 151, nBSV = 146
Total nSV = 151
*
optimization finished, #iter = 80
nu = 0.763032
obj = -13.018347, rho = 0.003216
nSV = 149, nBSV = 145
Total nSV = 149
*
optimization finished, #iter = 88
nu = 0.784862
obj = -13.355997, rho = 0.059938
nSV = 154, nBSV = 147
Total nSV = 154
*
optimization finished, #iter = 84
nu = 0.759050
obj = -12.733908, rho = 0.089317
nSV = 148, nBSV = 142
Total nSV = 148
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 91
nu = 0.753912
obj = -14.805452, rho = 0.005342
nSV = 150, nBSV = 140
Total nSV = 150
*
optimization finished, #iter = 88
nu = 0.748367
obj = -14.557120, rho = 0.081392
nSV = 148, nBSV = 138
Total nSV = 148
*
optimization finished, #iter = 81
nu = 0.739252
obj = -14.496013, rho = -0.007104
nSV = 144, nBSV = 140
Total nSV = 144
*
optimization finished, #iter = 86
nu = 0.759885
obj = -14.867067, rho = 0.050618
nSV = 149, nBSV = 143
Total nSV = 149
*
optimization finished, #iter = 87
nu = 0.733349
obj = -14.152074, rho = 0.092395
nSV = 144, nBSV = 138
Total nSV = 144
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.725275
obj = -16.487128, rho = -0.002402
nSV = 144, nBSV = 134
Total nSV = 144
*
optimization finished, #iter = 85
nu = 0.723353
obj = -16.195393, rho = 0.055671
nSV = 143, nBSV = 134
Total nSV = 143
*
optimization finished, #iter = 79
nu = 0.715379
obj = -16.144976, rho = -0.017152
nSV = 141, nBSV = 134
Total nSV = 141
*
optimization finished, #iter = 84
nu = 0.738226
obj = -16.547210, rho = 0.043680
nSV = 145, nBSV = 139
Total nSV = 145
*
optimization finished, #iter = 82
nu = 0.710398
obj = -15.729080, rho = 0.090246
nSV = 138, nBSV = 133
Total nSV = 138
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 80
nu = 0.702577
obj = -18.378217, rho = -0.003890
nSV = 141, nBSV = 134
Total nSV = 141
*
optimization finished, #iter = 88
nu = 0.698785
obj = -18.023015, rho = 0.039699
nSV = 138, nBSV = 128
Total nSV = 138
*
optimization finished, #iter = 86
nu = 0.692615
obj = -17.988080, rho = -0.034541
nSV = 138, nBSV = 129
Total nSV = 138
*
optimization finished, #iter = 89
nu = 0.713471
obj = -18.411965, rho = 0.049919
nSV = 141, nBSV = 131
Total nSV = 141
*
optimization finished, #iter = 84
nu = 0.684962
obj = -17.480823, rho = 0.072964
nSV = 135, nBSV = 126
Total nSV = 135
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 84
nu = 0.681435
obj = -20.480651, rho = -0.015567
nSV = 136, nBSV = 126
Total nSV = 136
*
optimization finished, #iter = 82
nu = 0.676515
obj = -20.061168, rho = 0.026084
nSV = 136, nBSV = 126
Total nSV = 136
*
optimization finished, #iter = 83
nu = 0.670896
obj = -20.045100, rho = -0.049562
nSV = 133, nBSV = 125
Total nSV = 133
*
optimization finished, #iter = 83
nu = 0.690586
obj = -20.497795, rho = 0.043287
nSV = 136, nBSV = 129
Total nSV = 136
*
optimization finished, #iter = 82
nu = 0.662619
obj = -19.442184, rho = 0.067647
nSV = 132, nBSV = 122
Total nSV = 132
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.659942
obj = -22.836361, rho = -0.006875
nSV = 133, nBSV = 124
Total nSV = 133
*
optimization finished, #iter = 79
nu = 0.655533
obj = -22.331084, rho = 0.018138
nSV = 130, nBSV = 122
Total nSV = 130
*
optimization finished, #iter = 82
nu = 0.651036
obj = -22.343842, rho = -0.061527
nSV = 131, nBSV = 121
Total nSV = 131
*
optimization finished, #iter = 85
nu = 0.669842
obj = -22.819154, rho = 0.052138
nSV = 133, nBSV = 123
Total nSV = 133
*
optimization finished, #iter = 80
nu = 0.639821
obj = -21.631904, rho = 0.060726
nSV = 126, nBSV = 118
Total nSV = 126
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 86
nu = 0.642578
obj = -25.459923, rho = 0.000325
nSV = 128, nBSV = 118
Total nSV = 128
*
optimization finished, #iter = 87
nu = 0.636506
obj = -24.854726, rho = 0.017497
nSV = 128, nBSV = 115
Total nSV = 128
*
optimization finished, #iter = 76
nu = 0.630675
obj = -24.909603, rho = -0.060939
nSV = 125, nBSV = 117
Total nSV = 125
*
optimization finished, #iter = 93
nu = 0.649368
obj = -25.399860, rho = 0.064529
nSV = 131, nBSV = 117
Total nSV = 131
*
optimization finished, #iter = 88
nu = 0.619677
obj = -24.065170, rho = 0.058971
nSV = 124, nBSV = 110
Total nSV = 124
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 86
nu = 0.621449
obj = -28.380789, rho = 0.004456
nSV = 125, nBSV = 114
Total nSV = 125
*
optimization finished, #iter = 85
nu = 0.614105
obj = -27.664664, rho = 0.033086
nSV = 125, nBSV = 111
Total nSV = 125
*
optimization finished, #iter = 83
nu = 0.611334
obj = -27.771489, rho = -0.039190
nSV = 122, nBSV = 111
Total nSV = 122
*
optimization finished, #iter = 96
nu = 0.627610
obj = -28.276540, rho = 0.085170
nSV = 129, nBSV = 112
Total nSV = 129
*
optimization finished, #iter = 97
nu = 0.597501
obj = -26.787579, rho = 0.085988
nSV = 120, nBSV = 102
Total nSV = 120
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 98
nu = 0.601479
obj = -31.658571, rho = 0.018029
nSV = 125, nBSV = 109
Total nSV = 125
*
optimization finished, #iter = 79
nu = 0.594280
obj = -30.815513, rho = 0.071941
nSV = 121, nBSV = 109
Total nSV = 121
*
optimization finished, #iter = 84
nu = 0.593174
obj = -30.973278, rho = -0.009459
nSV = 120, nBSV = 108
Total nSV = 120
*
optimization finished, #iter = 97
nu = 0.605378
obj = -31.505848, rho = 0.119960
nSV = 126, nBSV = 108
Total nSV = 126
*
optimization finished, #iter = 112
nu = 0.576230
obj = -29.847911, rho = 0.114129
nSV = 119, nBSV = 99
Total nSV = 119
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 96
nu = 0.582214
obj = -35.336731, rho = 0.048597
nSV = 121, nBSV = 106
Total nSV = 121
*
optimization finished, #iter = 85
nu = 0.576891
obj = -34.323317, rho = 0.098111
nSV = 116, nBSV = 103
Total nSV = 116
*
optimization finished, #iter = 87
nu = 0.575268
obj = -34.546128, rho = 0.016417
nSV = 118, nBSV = 104
Total nSV = 118
*
optimization finished, #iter = 90
nu = 0.585164
obj = -35.132525, rho = 0.138140
nSV = 120, nBSV = 105
Total nSV = 120
*
optimization finished, #iter = 103
nu = 0.559128
obj = -33.274367, rho = 0.124798
nSV = 117, nBSV = 97
Total nSV = 117
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 104
nu = 0.565483
obj = -39.457855, rho = 0.094014
nSV = 119, nBSV = 100
Total nSV = 119
*
optimization finished, #iter = 92
nu = 0.557566
obj = -38.239040, rho = 0.111371
nSV = 115, nBSV = 98
Total nSV = 115
*
optimization finished, #iter = 90
nu = 0.559018
obj = -38.535517, rho = 0.037149
nSV = 113, nBSV = 100
Total nSV = 113
*
optimization finished, #iter = 93
nu = 0.568256
obj = -39.191087, rho = 0.141240
nSV = 116, nBSV = 102
Total nSV = 116
*
optimization finished, #iter = 106
nu = 0.540386
obj = -37.104514, rho = 0.153442
nSV = 114, nBSV = 89
Total nSV = 114
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 100
nu = 0.549112
obj = -44.067082, rho = 0.137758
nSV = 116, nBSV = 97
Total nSV = 116
*
optimization finished, #iter = 96
nu = 0.538665
obj = -42.629523, rho = 0.122374
nSV = 112, nBSV = 92
Total nSV = 112
*
optimization finished, #iter = 92
nu = 0.543694
obj = -42.969222, rho = 0.070048
nSV = 113, nBSV = 96
Total nSV = 113
*
optimization finished, #iter = 99
nu = 0.550417
obj = -43.723585, rho = 0.143888
nSV = 114, nBSV = 96
Total nSV = 114
*
optimization finished, #iter = 121
nu = 0.522359
obj = -41.415517, rho = 0.176369
nSV = 111, nBSV = 85
Total nSV = 111
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 100
nu = 0.532525
obj = -49.230192, rho = 0.163354
nSV = 112, nBSV = 94
Total nSV = 112
*
optimization finished, #iter = 112
nu = 0.520697
obj = -47.564246, rho = 0.131508
nSV = 111, nBSV = 88
Total nSV = 111
*
optimization finished, #iter = 91
nu = 0.526397
obj = -47.922181, rho = 0.084789
nSV = 110, nBSV = 91
Total nSV = 110
*
optimization finished, #iter = 100
nu = 0.534780
obj = -48.797783, rho = 0.149895
nSV = 112, nBSV = 92
Total nSV = 112
*
optimization finished, #iter = 125
nu = 0.505667
obj = -46.260849, rho = 0.203966
nSV = 110, nBSV = 83
Total nSV = 110
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 109
nu = 0.517131
obj = -55.016793, rho = 0.175077
nSV = 111, nBSV = 90
Total nSV = 111
*
optimization finished, #iter = 105
nu = 0.505608
obj = -53.098646, rho = 0.136027
nSV = 109, nBSV = 87
Total nSV = 109
*
optimization finished, #iter = 93
nu = 0.510358
obj = -53.468087, rho = 0.099967
nSV = 108, nBSV = 87
Total nSV = 108
*
optimization finished, #iter = 113
nu = 0.519767
obj = -54.456695, rho = 0.149616
nSV = 111, nBSV = 90
Total nSV = 111
*
optimization finished, #iter = 122
nu = 0.489448
obj = -51.717539, rho = 0.224560
nSV = 110, nBSV = 82
Total nSV = 110
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 99
nu = 0.503029
obj = -61.502443, rho = 0.191385
nSV = 108, nBSV = 89
Total nSV = 108
*
optimization finished, #iter = 129
nu = 0.491759
obj = -59.269010, rho = 0.145448
nSV = 108, nBSV = 81
Total nSV = 108
*
optimization finished, #iter = 108
nu = 0.494253
obj = -59.683187, rho = 0.099411
nSV = 106, nBSV = 81
Total nSV = 106
*
optimization finished, #iter = 101
nu = 0.504980
obj = -60.763377, rho = 0.153917
nSV = 110, nBSV = 86
Total nSV = 110
*
optimization finished, #iter = 124
nu = 0.475756
obj = -57.857942, rho = 0.247663
nSV = 107, nBSV = 80
Total nSV = 107
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 103
nu = 0.490737
obj = -68.739478, rho = 0.216338
nSV = 107, nBSV = 88
Total nSV = 107
*
optimization finished, #iter = 143
nu = 0.477395
obj = -66.157627, rho = 0.155595
nSV = 107, nBSV = 76
Total nSV = 107
*
optimization finished, #iter = 120
nu = 0.478996
obj = -66.649852, rho = 0.093012
nSV = 105, nBSV = 74
Total nSV = 105
*
optimization finished, #iter = 116
nu = 0.489585
obj = -67.813173, rho = 0.155170
nSV = 107, nBSV = 79
Total nSV = 107
*
optimization finished, #iter = 132
nu = 0.463456
obj = -64.726564, rho = 0.258361
nSV = 105, nBSV = 74
Total nSV = 105
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 102
nu = 0.479616
obj = -76.769618, rho = 0.241363
nSV = 106, nBSV = 82
Total nSV = 106
*
optimization finished, #iter = 131
nu = 0.463013
obj = -73.872466, rho = 0.154445
nSV = 105, nBSV = 74
Total nSV = 105
*
optimization finished, #iter = 129
nu = 0.464540
obj = -74.474808, rho = 0.087584
nSV = 102, nBSV = 72
Total nSV = 102
*
optimization finished, #iter = 120
nu = 0.475182
obj = -75.702820, rho = 0.154486
nSV = 104, nBSV = 76
Total nSV = 104
*
optimization finished, #iter = 128
nu = 0.451193
obj = -72.417260, rho = 0.272471
nSV = 104, nBSV = 72
Total nSV = 104
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 123
nu = 0.469267
obj = -85.655187, rho = 0.244995
nSV = 101, nBSV = 79
Total nSV = 101
*
optimization finished, #iter = 158
nu = 0.450451
obj = -82.493742, rho = 0.155621
nSV = 105, nBSV = 71
Total nSV = 105
*
optimization finished, #iter = 123
nu = 0.452245
obj = -83.237895, rho = 0.080402
nSV = 99, nBSV = 71
Total nSV = 99
*
optimization finished, #iter = 123
nu = 0.462112
obj = -84.521850, rho = 0.153064
nSV = 102, nBSV = 75
Total nSV = 102
*
optimization finished, #iter = 164
nu = 0.438856
obj = -81.032010, rho = 0.290603
nSV = 105, nBSV = 66
Total nSV = 105
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 124
nu = 0.458691
obj = -95.448862, rho = 0.222213
nSV = 100, nBSV = 75
Total nSV = 100
*
optimization finished, #iter = 156
nu = 0.439268
obj = -92.091306, rho = 0.160722
nSV = 105, nBSV = 70
Total nSV = 105
*
optimization finished, #iter = 120
nu = 0.441960
obj = -92.989311, rho = 0.076296
nSV = 97, nBSV = 70
Total nSV = 97
*
optimization finished, #iter = 136
nu = 0.451188
obj = -94.321169, rho = 0.153043
nSV = 103, nBSV = 74
Total nSV = 103
*
optimization finished, #iter = 181
nu = 0.427404
obj = -90.687190, rho = 0.304464
nSV = 106, nBSV = 64
Total nSV = 106
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 134
nu = 0.448722
obj = -106.202601, rho = 0.190137
nSV = 99, nBSV = 73
Total nSV = 99
*
optimization finished, #iter = 181
nu = 0.428915
obj = -102.721319, rho = 0.170482
nSV = 103, nBSV = 66
Total nSV = 103
*
optimization finished, #iter = 149
nu = 0.432252
obj = -103.776736, rho = 0.083171
nSV = 96, nBSV = 66
Total nSV = 96
*
optimization finished, #iter = 142
nu = 0.441177
obj = -105.150822, rho = 0.128744
nSV = 101, nBSV = 73
Total nSV = 101
*.*
optimization finished, #iter = 192
nu = 0.417075
obj = -101.485246, rho = 0.314232
nSV = 102, nBSV = 62
Total nSV = 102
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 141
nu = 0.438417
obj = -117.970497, rho = 0.177536
nSV = 99, nBSV = 72
Total nSV = 99
*
optimization finished, #iter = 174
nu = 0.418085
obj = -114.492719, rho = 0.180371
nSV = 100, nBSV = 63
Total nSV = 100
*
optimization finished, #iter = 167
nu = 0.421704
obj = -115.704545, rho = 0.080605
nSV = 96, nBSV = 63
Total nSV = 96
*
optimization finished, #iter = 156
nu = 0.431967
obj = -117.036922, rho = 0.092893
nSV = 98, nBSV = 68
Total nSV = 98
*.*
optimization finished, #iter = 213
nu = 0.407262
obj = -113.531149, rho = 0.328676
nSV = 102, nBSV = 59
Total nSV = 102
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 156
nu = 0.428121
obj = -130.785070, rho = 0.189466
nSV = 97, nBSV = 68
Total nSV = 97
*.*
optimization finished, #iter = 194
nu = 0.408375
obj = -127.471961, rho = 0.193560
nSV = 100, nBSV = 60
Total nSV = 100
*
optimization finished, #iter = 168
nu = 0.411003
obj = -128.883146, rho = 0.065490
nSV = 95, nBSV = 59
Total nSV = 95
*
optimization finished, #iter = 180
nu = 0.421912
obj = -130.029693, rho = 0.061964
nSV = 97, nBSV = 61
Total nSV = 97
*.*
optimization finished, #iter = 222
nu = 0.398430
obj = -126.920489, rho = 0.343243
nSV = 103, nBSV = 59
Total nSV = 103
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 191
nu = 0.415887
obj = -144.721208, rho = 0.209555
nSV = 96, nBSV = 63
Total nSV = 96
*
optimization finished, #iter = 186
nu = 0.398834
obj = -141.717927, rho = 0.209308
nSV = 98, nBSV = 56
Total nSV = 98
*
optimization finished, #iter = 170
nu = 0.399486
obj = -143.475853, rho = 0.045791
nSV = 95, nBSV = 57
Total nSV = 95
*.*
optimization finished, #iter = 195
nu = 0.409448
obj = -144.301635, rho = 0.069288
nSV = 99, nBSV = 58
Total nSV = 99
*.*
optimization finished, #iter = 237
nu = 0.390314
obj = -141.739169, rho = 0.367300
nSV = 102, nBSV = 57
Total nSV = 102
Cross Validation Accuracy = 80.4167%
*.*
optimization finished, #iter = 227
nu = 0.403515
obj = -159.918279, rho = 0.228544
nSV = 99, nBSV = 59
Total nSV = 99
*.*
optimization finished, #iter = 229
nu = 0.388139
obj = -157.335012, rho = 0.237826
nSV = 97, nBSV = 51
Total nSV = 97
*
optimization finished, #iter = 175
nu = 0.388696
obj = -159.618848, rho = 0.043391
nSV = 94, nBSV = 54
Total nSV = 94
*.*
optimization finished, #iter = 203
nu = 0.396813
obj = -160.020333, rho = 0.067055
nSV = 98, nBSV = 55
Total nSV = 98
*.*
optimization finished, #iter = 221
nu = 0.382567
obj = -158.057843, rho = 0.403198
nSV = 99, nBSV = 54
Total nSV = 99
Cross Validation Accuracy = 80.4167%
*.*
optimization finished, #iter = 247
nu = 0.390198
obj = -176.474159, rho = 0.246981
nSV = 97, nBSV = 56
Total nSV = 97
*.*
optimization finished, #iter = 260
nu = 0.376927
obj = -174.482834, rho = 0.261583
nSV = 97, nBSV = 48
Total nSV = 97
*
optimization finished, #iter = 191
nu = 0.378751
obj = -177.399041, rho = 0.046904
nSV = 95, nBSV = 52
Total nSV = 95
*.*
optimization finished, #iter = 238
nu = 0.385154
obj = -177.306954, rho = 0.068130
nSV = 96, nBSV = 54
Total nSV = 96
.*
optimization finished, #iter = 292
nu = 0.374228
obj = -175.954808, rho = 0.433600
nSV = 100, nBSV = 49
Total nSV = 100
Cross Validation Accuracy = 80%
*.*
optimization finished, #iter = 236
nu = 0.378239
obj = -194.460969, rho = 0.262631
nSV = 98, nBSV = 54
Total nSV = 98
*.*
optimization finished, #iter = 253
nu = 0.366515
obj = -193.272095, rho = 0.286676
nSV = 95, nBSV = 48
Total nSV = 95
*.*
optimization finished, #iter = 229
nu = 0.369691
obj = -196.875994, rho = 0.049306
nSV = 93, nBSV = 51
Total nSV = 93
*.*
optimization finished, #iter = 259
nu = 0.374398
obj = -196.194122, rho = 0.059237
nSV = 97, nBSV = 51
Total nSV = 97
.*
optimization finished, #iter = 282
nu = 0.365676
obj = -195.586690, rho = 0.457097
nSV = 99, nBSV = 48
Total nSV = 99
Cross Validation Accuracy = 79.5833%
*.*
optimization finished, #iter = 236
nu = 0.366170
obj = -213.858732, rho = 0.259011
nSV = 94, nBSV = 49
Total nSV = 94
.*
optimization finished, #iter = 308
nu = 0.356215
obj = -213.741799, rho = 0.307925
nSV = 96, nBSV = 45
Total nSV = 96
*.*
optimization finished, #iter = 215
nu = 0.361112
obj = -218.044937, rho = 0.044057
nSV = 90, nBSV = 47
Total nSV = 90
*.*
optimization finished, #iter = 285
nu = 0.363449
obj = -216.723195, rho = 0.047718
nSV = 95, nBSV = 44
Total nSV = 95
.*
optimization finished, #iter = 296
nu = 0.358386
obj = -216.948171, rho = 0.479656
nSV = 98, nBSV = 47
Total nSV = 98
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 320
nu = 0.353112
obj = -234.737650, rho = 0.259330
nSV = 95, nBSV = 42
Total nSV = 95
.*
optimization finished, #iter = 289
nu = 0.346814
obj = -235.922504, rho = 0.317406
nSV = 98, nBSV = 46
Total nSV = 98
*.*
optimization finished, #iter = 246
nu = 0.352526
obj = -240.876786, rho = 0.040139
nSV = 89, nBSV = 44
Total nSV = 89
*.*
optimization finished, #iter = 285
nu = 0.352224
obj = -239.018921, rho = 0.026997
nSV = 93, nBSV = 43
Total nSV = 93
.*
optimization finished, #iter = 298
nu = 0.350750
obj = -239.987137, rho = 0.482260
nSV = 97, nBSV = 44
Total nSV = 97
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 308
nu = 0.340787
obj = -257.169144, rho = 0.254144
nSV = 95, nBSV = 40
Total nSV = 95
.*
optimization finished, #iter = 319
nu = 0.337386
obj = -259.732351, rho = 0.332347
nSV = 97, nBSV = 41
Total nSV = 97
.*
optimization finished, #iter = 270
nu = 0.343014
obj = -265.382134, rho = 0.048672
nSV = 89, nBSV = 40
Total nSV = 89
.*
optimization finished, #iter = 318
nu = 0.342143
obj = -263.056120, rho = 0.008334
nSV = 92, nBSV = 42
Total nSV = 92
.*
optimization finished, #iter = 347
nu = 0.342748
obj = -264.659342, rho = 0.471950
nSV = 98, nBSV = 39
Total nSV = 98
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 325
nu = 0.329374
obj = -281.051501, rho = 0.252360
nSV = 93, nBSV = 39
Total nSV = 93
.*
optimization finished, #iter = 331
nu = 0.328958
obj = -285.050284, rho = 0.354581
nSV = 95, nBSV = 40
Total nSV = 95
.*
optimization finished, #iter = 289
nu = 0.332472
obj = -291.678337, rho = 0.062993
nSV = 89, nBSV = 37
Total nSV = 89
.*
optimization finished, #iter = 333
nu = 0.332488
obj = -288.698175, rho = 0.009439
nSV = 93, nBSV = 41
Total nSV = 93
.*
optimization finished, #iter = 354
nu = 0.333129
obj = -291.004295, rho = 0.470800
nSV = 96, nBSV = 38
Total nSV = 96
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 275
nu = 0.319775
obj = -305.952113, rho = 0.229099
nSV = 92, nBSV = 39
Total nSV = 92
.*
optimization finished, #iter = 370
nu = 0.319200
obj = -311.603377, rho = 0.356792
nSV = 94, nBSV = 34
Total nSV = 94
.*
optimization finished, #iter = 305
nu = 0.321622
obj = -319.814310, rho = 0.098542
nSV = 89, nBSV = 35
Total nSV = 89
.*.*
optimization finished, #iter = 416
nu = 0.320704
obj = -315.918988, rho = 0.023532
nSV = 92, nBSV = 34
Total nSV = 92
.*
optimization finished, #iter = 373
nu = 0.322657
obj = -319.063750, rho = 0.480797
nSV = 95, nBSV = 36
Total nSV = 95
Cross Validation Accuracy = 79.5833%
.*.*
optimization finished, #iter = 389
nu = 0.307624
obj = -331.572485, rho = 0.219693
nSV = 93, nBSV = 35
Total nSV = 93
.*.*
optimization finished, #iter = 444
nu = 0.307298
obj = -339.560778, rho = 0.362313
nSV = 93, nBSV = 31
Total nSV = 93
.*
optimization finished, #iter = 370
nu = 0.311638
obj = -349.677832, rho = 0.139969
nSV = 92, nBSV = 36
Total nSV = 92
.*.*
optimization finished, #iter = 424
nu = 0.308234
obj = -345.030746, rho = 0.043214
nSV = 92, nBSV = 33
Total nSV = 92
.*.*
optimization finished, #iter = 472
nu = 0.310762
obj = -349.020738, rho = 0.499264
nSV = 96, nBSV = 30
Total nSV = 96
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 394
nu = 0.294333
obj = -358.050490, rho = 0.245851
nSV = 94, nBSV = 32
Total nSV = 94
.*.*
optimization finished, #iter = 458
nu = 0.295580
obj = -368.963065, rho = 0.364801
nSV = 97, nBSV = 31
Total nSV = 97
.*.*
optimization finished, #iter = 411
nu = 0.302274
obj = -380.841916, rho = 0.184945
nSV = 92, nBSV = 35
Total nSV = 92
.*
optimization finished, #iter = 363
nu = 0.297380
obj = -375.825737, rho = 0.057173
nSV = 92, nBSV = 33
Total nSV = 92
.*.*
optimization finished, #iter = 414
nu = 0.297805
obj = -381.063989, rho = 0.516108
nSV = 96, nBSV = 29
Total nSV = 96
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 434
nu = 0.281070
obj = -385.273287, rho = 0.282526
nSV = 94, nBSV = 29
Total nSV = 94
.*.*
optimization finished, #iter = 458
nu = 0.284172
obj = -399.399881, rho = 0.378101
nSV = 95, nBSV = 27
Total nSV = 95
.*.*
optimization finished, #iter = 528
nu = 0.289837
obj = -413.106233, rho = 0.210555
nSV = 92, nBSV = 26
Total nSV = 92
.*.*
optimization finished, #iter = 430
nu = 0.286945
obj = -407.796999, rho = 0.058365
nSV = 91, nBSV = 30
Total nSV = 91
.*.*
optimization finished, #iter = 519
nu = 0.284803
obj = -415.417723, rho = 0.557954
nSV = 96, nBSV = 25
Total nSV = 96
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 477
nu = 0.268236
obj = -412.725261, rho = 0.338263
nSV = 88, nBSV = 25
Total nSV = 88
.*.*
optimization finished, #iter = 484
nu = 0.270639
obj = -430.875144, rho = 0.371301
nSV = 94, nBSV = 24
Total nSV = 94
.*.*
optimization finished, #iter = 490
nu = 0.276307
obj = -447.126005, rho = 0.233604
nSV = 90, nBSV = 25
Total nSV = 90
.*.*
optimization finished, #iter = 490
nu = 0.275837
obj = -440.557963, rho = 0.076214
nSV = 92, nBSV = 27
Total nSV = 92
.*..*
optimization finished, #iter = 585
nu = 0.271855
obj = -452.253363, rho = 0.582514
nSV = 101, nBSV = 24
Total nSV = 101
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 483
nu = 0.254283
obj = -440.024248, rho = 0.429913
nSV = 85, nBSV = 21
Total nSV = 85
.*.*
optimization finished, #iter = 522
nu = 0.257075
obj = -463.588952, rho = 0.338402
nSV = 93, nBSV = 23
Total nSV = 93
.*.*
optimization finished, #iter = 518
nu = 0.263722
obj = -482.604029, rho = 0.249619
nSV = 90, nBSV = 24
Total nSV = 90
..*
optimization finished, #iter = 559
nu = 0.262623
obj = -474.175202, rho = 0.121067
nSV = 90, nBSV = 21
Total nSV = 90
.*..*
optimization finished, #iter = 605
nu = 0.260090
obj = -491.505635, rho = 0.597984
nSV = 100, nBSV = 23
Total nSV = 100
Cross Validation Accuracy = 80.8333%
.*.*
optimization finished, #iter = 529
nu = 0.239308
obj = -467.244547, rho = 0.478899
nSV = 85, nBSV = 20
Total nSV = 85
..*
optimization finished, #iter = 556
nu = 0.243377
obj = -497.272274, rho = 0.311391
nSV = 93, nBSV = 19
Total nSV = 93
.*.*
optimization finished, #iter = 537
nu = 0.251793
obj = -518.948501, rho = 0.290121
nSV = 90, nBSV = 22
Total nSV = 90
..*.*
optimization finished, #iter = 597
nu = 0.246427
obj = -509.326548, rho = 0.184665
nSV = 91, nBSV = 19
Total nSV = 91
..*.*
optimization finished, #iter = 618
nu = 0.249424
obj = -532.789431, rho = 0.605160
nSV = 95, nBSV = 23
Total nSV = 95
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 521
nu = 0.225874
obj = -493.822351, rho = 0.521978
nSV = 85, nBSV = 20
Total nSV = 85
..*.*
optimization finished, #iter = 717
nu = 0.228410
obj = -532.224090, rho = 0.329112
nSV = 97, nBSV = 15
Total nSV = 97
.*.*
optimization finished, #iter = 548
nu = 0.239885
obj = -555.674252, rho = 0.354777
nSV = 89, nBSV = 19
Total nSV = 89
..*
optimization finished, #iter = 545
nu = 0.231307
obj = -546.717633, rho = 0.240424
nSV = 90, nBSV = 19
Total nSV = 90
..*.*
optimization finished, #iter = 617
nu = 0.239600
obj = -575.281443, rho = 0.634886
nSV = 94, nBSV = 21
Total nSV = 94
Cross Validation Accuracy = 79.1667%
..*.*
optimization finished, #iter = 581
nu = 0.211945
obj = -518.824567, rho = 0.551721
nSV = 85, nBSV = 16
Total nSV = 85
..*.*
optimization finished, #iter = 722
nu = 0.213356
obj = -569.106270, rho = 0.374061
nSV = 96, nBSV = 13
Total nSV = 96
..*.*
optimization finished, #iter = 598
nu = 0.227336
obj = -592.321444, rho = 0.398881
nSV = 87, nBSV = 17
Total nSV = 87
.*..*
optimization finished, #iter = 591
nu = 0.216938
obj = -586.232263, rho = 0.304053
nSV = 93, nBSV = 16
Total nSV = 93
..*.*
optimization finished, #iter = 683
nu = 0.228232
obj = -618.673979, rho = 0.667126
nSV = 94, nBSV = 19
Total nSV = 94
Cross Validation Accuracy = 78.75%
..*.*
optimization finished, #iter = 599
nu = 0.198441
obj = -541.656542, rho = 0.592847
nSV = 85, nBSV = 15
Total nSV = 85
..*..*
optimization finished, #iter = 802
nu = 0.199812
obj = -607.913515, rho = 0.441751
nSV = 96, nBSV = 12
Total nSV = 96
..*.*
optimization finished, #iter = 653
nu = 0.212755
obj = -629.054398, rho = 0.410252
nSV = 87, nBSV = 14
Total nSV = 87
..*
optimization finished, #iter = 559
nu = 0.203016
obj = -627.974162, rho = 0.352827
nSV = 89, nBSV = 15
Total nSV = 89
..*.*
optimization finished, #iter = 657
nu = 0.217253
obj = -662.848330, rho = 0.697290
nSV = 94, nBSV = 17
Total nSV = 94
Cross Validation Accuracy = 79.5833%
..*.*
optimization finished, #iter = 630
nu = 0.183302
obj = -561.713316, rho = 0.596237
nSV = 83, nBSV = 9
Total nSV = 83
...*.*
optimization finished, #iter = 821
nu = 0.188038
obj = -647.756107, rho = 0.510037
nSV = 94, nBSV = 10
Total nSV = 94
..*.*
optimization finished, #iter = 631
nu = 0.197461
obj = -666.797271, rho = 0.391630
nSV = 87, nBSV = 11
Total nSV = 87
.*.*
optimization finished, #iter = 565
nu = 0.190302
obj = -672.276635, rho = 0.403445
nSV = 89, nBSV = 15
Total nSV = 89
..*.*
optimization finished, #iter = 593
nu = 0.206497
obj = -706.852349, rho = 0.710640
nSV = 91, nBSV = 14
Total nSV = 91
Cross Validation Accuracy = 79.5833%
..*.*
optimization finished, #iter = 720
nu = 0.167045
obj = -580.226974, rho = 0.555990
nSV = 83, nBSV = 8
Total nSV = 83
...*.*
optimization finished, #iter = 845
nu = 0.174484
obj = -689.000585, rho = 0.448980
nSV = 94, nBSV = 8
Total nSV = 94
..*.*
optimization finished, #iter = 718
nu = 0.183522
obj = -705.803340, rho = 0.330689
nSV = 87, nBSV = 11
Total nSV = 87
..*.*
optimization finished, #iter = 635
nu = 0.178867
obj = -718.437450, rho = 0.429286
nSV = 87, nBSV = 14
Total nSV = 87
..*.*
optimization finished, #iter = 620
nu = 0.195630
obj = -749.865377, rho = 0.684124
nSV = 90, nBSV = 13
Total nSV = 90
Cross Validation Accuracy = 78.75%
..*.*
optimization finished, #iter = 711
nu = 0.152283
obj = -597.070357, rho = 0.498828
nSV = 82, nBSV = 6
Total nSV = 82
...*.*
optimization finished, #iter = 857
nu = 0.161156
obj = -732.888101, rho = 0.388068
nSV = 92, nBSV = 7
Total nSV = 92
..*.*
optimization finished, #iter = 725
nu = 0.171080
obj = -745.101969, rho = 0.251053
nSV = 86, nBSV = 9
Total nSV = 86
..*.*
optimization finished, #iter = 685
nu = 0.167573
obj = -766.117605, rho = 0.414398
nSV = 85, nBSV = 11
Total nSV = 85
..*.*
optimization finished, #iter = 719
nu = 0.182176
obj = -791.718305, rho = 0.679122
nSV = 91, nBSV = 9
Total nSV = 91
Cross Validation Accuracy = 77.5%
..*.*
optimization finished, #iter = 610
nu = 0.138247
obj = -611.805248, rho = 0.467289
nSV = 81, nBSV = 5
Total nSV = 81
...*.*
optimization finished, #iter = 841
nu = 0.149123
obj = -779.963528, rho = 0.337775
nSV = 92, nBSV = 7
Total nSV = 92
..*.*
optimization finished, #iter = 748
nu = 0.158740
obj = -784.076727, rho = 0.177310
nSV = 86, nBSV = 8
Total nSV = 86
..*.*
optimization finished, #iter = 658
nu = 0.156799
obj = -815.418486, rho = 0.298206
nSV = 85, nBSV = 11
Total nSV = 85
..*.*
optimization finished, #iter = 753
nu = 0.168702
obj = -834.290844, rho = 0.679108
nSV = 90, nBSV = 9
Total nSV = 90
Cross Validation Accuracy = 77.5%
..*.*
optimization finished, #iter = 595
nu = 0.124982
obj = -623.771451, rho = 0.437049
nSV = 78, nBSV = 4
Total nSV = 78
...*.*
optimization finished, #iter = 827
nu = 0.138541
obj = -829.985061, rho = 0.310392
nSV = 90, nBSV = 7
Total nSV = 90
..*.*
optimization finished, #iter = 621
nu = 0.146778
obj = -823.001180, rho = 0.090511
nSV = 82, nBSV = 7
Total nSV = 82
..*.*
optimization finished, #iter = 640
nu = 0.147478
obj = -865.267593, rho = 0.160733
nSV = 84, nBSV = 11
Total nSV = 84
...*.*
optimization finished, #iter = 870
nu = 0.156048
obj = -877.064049, rho = 0.657792
nSV = 91, nBSV = 7
Total nSV = 91
Cross Validation Accuracy = 77.0833%
..*.*
optimization finished, #iter = 663
nu = 0.112832
obj = -632.576632, rho = 0.408301
nSV = 76, nBSV = 2
Total nSV = 76
..*..*
optimization finished, #iter = 788
nu = 0.128063
obj = -883.087210, rho = 0.282546
nSV = 89, nBSV = 6
Total nSV = 89
...*.*
optimization finished, #iter = 802
nu = 0.134810
obj = -861.803293, rho = -0.003390
nSV = 83, nBSV = 6
Total nSV = 83
..*.*
optimization finished, #iter = 666
nu = 0.139376
obj = -913.578064, rho = 0.005949
nSV = 84, nBSV = 11
Total nSV = 84
...*.*
optimization finished, #iter = 878
nu = 0.142896
obj = -920.543553, rho = 0.662345
nSV = 91, nBSV = 5
Total nSV = 91
Cross Validation Accuracy = 77.9167%
..*.*
optimization finished, #iter = 665
nu = 0.100152
obj = -639.078199, rho = 0.396478
nSV = 76, nBSV = 2
Total nSV = 76
...*.*
optimization finished, #iter = 855
nu = 0.118886
obj = -939.608438, rho = 0.240570
nSV = 93, nBSV = 6
Total nSV = 93
...*.*
optimization finished, #iter = 833
nu = 0.123708
obj = -900.931414, rho = -0.122343
nSV = 84, nBSV = 5
Total nSV = 84
..*.*
optimization finished, #iter = 756
nu = 0.129370
obj = -958.753851, rho = -0.110719
nSV = 83, nBSV = 7
Total nSV = 83
...*.*
optimization finished, #iter = 843
nu = 0.131095
obj = -965.626538, rho = 0.672892
nSV = 91, nBSV = 5
Total nSV = 91
Cross Validation Accuracy = 77.5%
..*.*
optimization finished, #iter = 653
nu = 0.089092
obj = -643.606648, rho = 0.376391
nSV = 76, nBSV = 2
Total nSV = 76
...*.*
optimization finished, #iter = 899
nu = 0.110853
obj = -998.726903, rho = 0.195500
nSV = 90, nBSV = 6
Total nSV = 90
...*.*
optimization finished, #iter = 914
nu = 0.113058
obj = -939.957365, rho = -0.226207
nSV = 84, nBSV = 3
Total nSV = 84
..*.*
optimization finished, #iter = 671
nu = 0.118438
obj = -1005.276393, rho = -0.184642
nSV = 82, nBSV = 7
Total nSV = 82
...*.*
optimization finished, #iter = 872
nu = 0.121022
obj = -1010.953069, rho = 0.633257
nSV = 90, nBSV = 5
Total nSV = 90
Cross Validation Accuracy = 77.5%
..*.*
optimization finished, #iter = 675
nu = 0.078632
obj = -645.881787, rho = 0.366559
nSV = 77, nBSV = 1
Total nSV = 77
..*..*
optimization finished, #iter = 808
nu = 0.103899
obj = -1058.937375, rho = 0.142125
nSV = 88, nBSV = 6
Total nSV = 88
...*..*
optimization finished, #iter = 965
nu = 0.103025
obj = -979.678330, rho = -0.289224
nSV = 86, nBSV = 3
Total nSV = 86
..*.*
optimization finished, #iter = 714
nu = 0.109474
obj = -1051.702641, rho = -0.266490
nSV = 82, nBSV = 5
Total nSV = 82
...*.*
optimization finished, #iter = 931
nu = 0.111515
obj = -1054.673575, rho = 0.616416
nSV = 90, nBSV = 4
Total nSV = 90
Cross Validation Accuracy = 77.5%
..*.*
optimization finished, #iter = 711
nu = 0.069037
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
..*..*
optimization finished, #iter = 812
nu = 0.097973
obj = -1117.823808, rho = 0.083523
nSV = 86, nBSV = 6
Total nSV = 86
...*.*
optimization finished, #iter = 958
nu = 0.093378
obj = -1020.380308, rho = -0.309447
nSV = 86, nBSV = 2
Total nSV = 86
...*.*
optimization finished, #iter = 781
nu = 0.100040
obj = -1097.307677, rho = -0.286437
nSV = 80, nBSV = 3
Total nSV = 80
...*..*
optimization finished, #iter = 960
nu = 0.102477
obj = -1096.573611, rho = 0.604547
nSV = 92, nBSV = 3
Total nSV = 92
Cross Validation Accuracy = 77.0833%
..*.*
optimization finished, #iter = 711
nu = 0.060100
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
...*.*
optimization finished, #iter = 940
nu = 0.092827
obj = -1171.118464, rho = 0.075666
nSV = 87, nBSV = 3
Total nSV = 87
...*..*
optimization finished, #iter = 1014
nu = 0.084670
obj = -1063.161561, rho = -0.307838
nSV = 86, nBSV = 2
Total nSV = 86
...*.*
optimization finished, #iter = 830
nu = 0.091426
obj = -1143.221330, rho = -0.276196
nSV = 81, nBSV = 3
Total nSV = 81
...*.*
optimization finished, #iter = 921
nu = 0.093926
obj = -1136.146163, rho = 0.589310
nSV = 92, nBSV = 3
Total nSV = 92
Cross Validation Accuracy = 76.25%
..*.*
optimization finished, #iter = 711
nu = 0.052320
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
...*..*
optimization finished, #iter = 1003
nu = 0.084587
obj = -1220.532080, rho = 0.095754
nSV = 88, nBSV = 2
Total nSV = 88
....*.*
optimization finished, #iter = 1076
nu = 0.077049
obj = -1107.287856, rho = -0.296092
nSV = 87, nBSV = 2
Total nSV = 87
...*.*
optimization finished, #iter = 891
nu = 0.083319
obj = -1188.666786, rho = -0.216124
nSV = 81, nBSV = 2
Total nSV = 81
...*..*
optimization finished, #iter = 1035
nu = 0.085013
obj = -1173.456996, rho = 0.617534
nSV = 91, nBSV = 2
Total nSV = 91
Cross Validation Accuracy = 75.8333%
..*.*
optimization finished, #iter = 711
nu = 0.045547
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
...*..*
optimization finished, #iter = 975
nu = 0.076962
obj = -1271.406828, rho = 0.123481
nSV = 89, nBSV = 2
Total nSV = 89
....*.*
optimization finished, #iter = 1116
nu = 0.070343
obj = -1151.687798, rho = -0.257661
nSV = 88, nBSV = 2
Total nSV = 88
...*.*
optimization finished, #iter = 881
nu = 0.075779
obj = -1234.503802, rho = -0.110017
nSV = 80, nBSV = 2
Total nSV = 80
...*..*
optimization finished, #iter = 1075
nu = 0.077017
obj = -1210.069163, rho = 0.658314
nSV = 90, nBSV = 2
Total nSV = 90
Cross Validation Accuracy = 76.25%
..*.*
optimization finished, #iter = 711
nu = 0.039651
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
...*.*
optimization finished, #iter = 941
nu = 0.070310
obj = -1322.551734, rho = 0.162128
nSV = 89, nBSV = 2
Total nSV = 89
....*.*
optimization finished, #iter = 1075
nu = 0.064497
obj = -1194.536468, rho = -0.217162
nSV = 88, nBSV = 2
Total nSV = 88
...*.*
optimization finished, #iter = 841
nu = 0.069235
obj = -1279.276018, rho = 0.028706
nSV = 78, nBSV = 2
Total nSV = 78
...*..*
optimization finished, #iter = 1066
nu = 0.069665
obj = -1244.158207, rho = 0.707791
nSV = 90, nBSV = 1
Total nSV = 90
Cross Validation Accuracy = 75.8333%
..*.*
optimization finished, #iter = 711
nu = 0.034518
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
...*.*
optimization finished, #iter = 954
nu = 0.064552
obj = -1371.596619, rho = 0.213281
nSV = 90, nBSV = 2
Total nSV = 90
...*..*
optimization finished, #iter = 1102
nu = 0.059001
obj = -1233.905970, rho = -0.166407
nSV = 88, nBSV = 2
Total nSV = 88
...*.*
optimization finished, #iter = 845
nu = 0.063650
obj = -1320.120445, rho = 0.192357
nSV = 77, nBSV = 2
Total nSV = 77
...*..*
optimization finished, #iter = 1045
nu = 0.062136
obj = -1278.105805, rho = 0.765511
nSV = 89, nBSV = 1
Total nSV = 89
Cross Validation Accuracy = 76.25%
..*.*
optimization finished, #iter = 711
nu = 0.030050
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
...*.*
optimization finished, #iter = 921
nu = 0.059541
obj = -1415.030068, rho = 0.273501
nSV = 90, nBSV = 2
Total nSV = 90
...*..*
optimization finished, #iter = 1043
nu = 0.054150
obj = -1268.176121, rho = -0.093395
nSV = 87, nBSV = 2
Total nSV = 87
...*.*
optimization finished, #iter = 866
nu = 0.058141
obj = -1353.507717, rho = 0.306942
nSV = 77, nBSV = 1
Total nSV = 77
...*..*
optimization finished, #iter = 1023
nu = 0.055468
obj = -1314.260776, rho = 0.873850
nSV = 88, nBSV = 1
Total nSV = 88
Cross Validation Accuracy = 76.6667%
..*.*
optimization finished, #iter = 711
nu = 0.026160
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
...*..*
optimization finished, #iter = 993
nu = 0.053565
obj = -1453.289810, rho = 0.405594
nSV = 90, nBSV = 1
Total nSV = 90
....*.*
optimization finished, #iter = 1090
nu = 0.048644
obj = -1296.519803, rho = -0.029301
nSV = 87, nBSV = 1
Total nSV = 87
...*.*
optimization finished, #iter = 923
nu = 0.052871
obj = -1380.058767, rho = 0.394433
nSV = 78, nBSV = 1
Total nSV = 78
...*..*
optimization finished, #iter = 1017
nu = 0.049732
obj = -1351.802692, rho = 0.986996
nSV = 87, nBSV = 1
Total nSV = 87
Cross Validation Accuracy = 75.8333%
..*.*
optimization finished, #iter = 711
nu = 0.022774
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
...*..*
optimization finished, #iter = 989
nu = 0.048237
obj = -1490.258227, rho = 0.563296
nSV = 88, nBSV = 1
Total nSV = 88
....*.*
optimization finished, #iter = 1109
nu = 0.043489
obj = -1323.970685, rho = 0.036022
nSV = 87, nBSV = 1
Total nSV = 87
...*..*
optimization finished, #iter = 1020
nu = 0.047989
obj = -1397.238896, rho = 0.450318
nSV = 77, nBSV = 1
Total nSV = 77
...*..*
optimization finished, #iter = 955
nu = 0.044778
obj = -1389.017887, rho = 1.109107
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 711
nu = 0.019826
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
...*..*
optimization finished, #iter = 997
nu = 0.043607
obj = -1523.513198, rho = 0.745258
nSV = 87, nBSV = 1
Total nSV = 87
...*..*
optimization finished, #iter = 1055
nu = 0.038999
obj = -1349.194802, rho = 0.110737
nSV = 87, nBSV = 1
Total nSV = 87
....*.*
optimization finished, #iter = 1123
nu = 0.043252
obj = -1402.765847, rho = 0.472245
nSV = 80, nBSV = 0
Total nSV = 80
...*..*
optimization finished, #iter = 999
nu = 0.040474
obj = -1423.832058, rho = 1.254256
nSV = 87, nBSV = 1
Total nSV = 87
Cross Validation Accuracy = 75%
..*.*
optimization finished, #iter = 711
nu = 0.017259
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
...*..*
optimization finished, #iter = 1036
nu = 0.039588
obj = -1549.427067, rho = 0.958501
nSV = 87, nBSV = 1
Total nSV = 87
...*..*
optimization finished, #iter = 1086
nu = 0.035326
obj = -1368.613793, rho = 0.148892
nSV = 86, nBSV = 1
Total nSV = 86
....*.*
optimization finished, #iter = 1123
nu = 0.037653
obj = -1402.765847, rho = 0.472245
nSV = 80, nBSV = 0
Total nSV = 80
...*..*
optimization finished, #iter = 1001
nu = 0.036706
obj = -1453.460747, rho = 1.414578
nSV = 85, nBSV = 1
Total nSV = 85
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 711
nu = 0.015025
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
....*.*
optimization finished, #iter = 1085
nu = 0.036080
obj = -1562.973775, rho = 1.186050
nSV = 88, nBSV = 1
Total nSV = 88
...*..*
optimization finished, #iter = 1053
nu = 0.032141
obj = -1376.594813, rho = 0.192137
nSV = 85, nBSV = 1
Total nSV = 85
....*.*
optimization finished, #iter = 1123
nu = 0.032779
obj = -1402.765847, rho = 0.472245
nSV = 80, nBSV = 0
Total nSV = 80
...*.*
optimization finished, #iter = 931
nu = 0.033438
obj = -1473.845137, rho = 1.603452
nSV = 84, nBSV = 1
Total nSV = 84
Cross Validation Accuracy = 75.8333%
..*.*
optimization finished, #iter = 711
nu = 0.013080
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1214
nu = 0.031810
obj = -1563.679755, rho = 1.249193
nSV = 88, nBSV = 0
Total nSV = 88
...*..*
optimization finished, #iter = 1062
nu = 0.028004
obj = -1376.597800, rho = 0.193176
nSV = 85, nBSV = 0
Total nSV = 85
....*.*
optimization finished, #iter = 1123
nu = 0.028536
obj = -1402.765847, rho = 0.472245
nSV = 80, nBSV = 0
Total nSV = 80
...*..*
optimization finished, #iter = 959
nu = 0.030259
obj = -1479.661251, rho = 1.773907
nSV = 84, nBSV = 0
Total nSV = 84
Cross Validation Accuracy = 75%
..*.*
optimization finished, #iter = 711
nu = 0.011387
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1214
nu = 0.027692
obj = -1563.679755, rho = 1.249193
nSV = 88, nBSV = 0
Total nSV = 88
...*..*
optimization finished, #iter = 1062
nu = 0.024379
obj = -1376.597800, rho = 0.193176
nSV = 85, nBSV = 0
Total nSV = 85
....*.*
optimization finished, #iter = 1123
nu = 0.024842
obj = -1402.765847, rho = 0.472245
nSV = 80, nBSV = 0
Total nSV = 80
...*..*
optimization finished, #iter = 959
nu = 0.026342
obj = -1479.661251, rho = 1.773907
nSV = 84, nBSV = 0
Total nSV = 84
Cross Validation Accuracy = 75%
..*.*
optimization finished, #iter = 711
nu = 0.009913
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1214
nu = 0.024107
obj = -1563.679755, rho = 1.249193
nSV = 88, nBSV = 0
Total nSV = 88
...*..*
optimization finished, #iter = 1062
nu = 0.021223
obj = -1376.597800, rho = 0.193176
nSV = 85, nBSV = 0
Total nSV = 85
....*.*
optimization finished, #iter = 1123
nu = 0.021626
obj = -1402.765847, rho = 0.472245
nSV = 80, nBSV = 0
Total nSV = 80
...*..*
optimization finished, #iter = 959
nu = 0.022932
obj = -1479.661251, rho = 1.773907
nSV = 84, nBSV = 0
Total nSV = 84
Cross Validation Accuracy = 75%
..*.*
optimization finished, #iter = 711
nu = 0.008630
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1214
nu = 0.020987
obj = -1563.679755, rho = 1.249193
nSV = 88, nBSV = 0
Total nSV = 88
...*..*
optimization finished, #iter = 1062
nu = 0.018476
obj = -1376.597800, rho = 0.193176
nSV = 85, nBSV = 0
Total nSV = 85
....*.*
optimization finished, #iter = 1123
nu = 0.018827
obj = -1402.765847, rho = 0.472245
nSV = 80, nBSV = 0
Total nSV = 80
...*..*
optimization finished, #iter = 959
nu = 0.019963
obj = -1479.661251, rho = 1.773907
nSV = 84, nBSV = 0
Total nSV = 84
Cross Validation Accuracy = 75%
..*.*
optimization finished, #iter = 711
nu = 0.007512
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1214
nu = 0.018270
obj = -1563.679755, rho = 1.249193
nSV = 88, nBSV = 0
Total nSV = 88
...*..*
optimization finished, #iter = 1062
nu = 0.016084
obj = -1376.597800, rho = 0.193176
nSV = 85, nBSV = 0
Total nSV = 85
....*.*
optimization finished, #iter = 1123
nu = 0.016390
obj = -1402.765847, rho = 0.472245
nSV = 80, nBSV = 0
Total nSV = 80
...*..*
optimization finished, #iter = 959
nu = 0.017379
obj = -1479.661251, rho = 1.773907
nSV = 84, nBSV = 0
Total nSV = 84
Cross Validation Accuracy = 75%
..*.*
optimization finished, #iter = 711
nu = 0.006540
obj = -646.320938, rho = 0.360454
nSV = 76, nBSV = 0
Total nSV = 76
....*..*
optimization finished, #iter = 1214
nu = 0.015905
obj = -1563.679755, rho = 1.249193
nSV = 88, nBSV = 0
Total nSV = 88
...*..*
optimization finished, #iter = 1062
nu = 0.014002
obj = -1376.597800, rho = 0.193176
nSV = 85, nBSV = 0
Total nSV = 85
....*.*
optimization finished, #iter = 1123
nu = 0.014268
obj = -1402.765847, rho = 0.472245
nSV = 80, nBSV = 0
Total nSV = 80
...*..*
optimization finished, #iter = 959
nu = 0.015129
obj = -1479.661251, rho = 1.773907
nSV = 84, nBSV = 0
Total nSV = 84
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.165544, rho = 0.986814
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165506, rho = 0.987241
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.165492, rho = 0.985476
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165540, rho = 0.986703
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.163541, rho = 0.986558
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.190084, rho = 0.984853
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190034, rho = 0.985343
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190016, rho = 0.983316
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190079, rho = 0.984725
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.187775, rho = 0.984559
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.218242, rho = 0.982601
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218175, rho = 0.983164
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.218151, rho = 0.980835
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218235, rho = 0.982454
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.215577, rho = 0.982263
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.250552, rho = 0.980014
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250464, rho = 0.980660
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.250432, rho = 0.977985
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250542, rho = 0.979845
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.247476, rho = 0.979626
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.287624, rho = 0.977042
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287507, rho = 0.977785
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.287465, rho = 0.974712
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.287611, rho = 0.976848
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.284071, rho = 0.976802
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.330144, rho = 0.973628
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.329991, rho = 0.974482
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.329935, rho = 0.970952
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.330126, rho = 0.973406
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.326037, rho = 0.973353
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.378927, rho = 0.969706
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378725, rho = 0.970686
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.378651, rho = 0.966306
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.378904, rho = 0.969450
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.374175, rho = 0.969390
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.434845, rho = 0.965201
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.434579, rho = 0.966327
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.434481, rho = 0.961120
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.434815, rho = 0.964908
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.429342, rho = 0.964838
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.498941, rho = 0.960027
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.498590, rho = 0.961114
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.498461, rho = 0.955339
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.498902, rho = 0.959690
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.492560, rho = 0.959610
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.572393, rho = 0.954083
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.571930, rho = 0.955332
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.571759, rho = 0.948568
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.572344, rho = 0.953761
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.564985, rho = 0.953604
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.656538, rho = 0.947255
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.655927, rho = 0.948689
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.655702, rho = 0.941105
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.656473, rho = 0.946885
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.647924, rho = 0.946705
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.752867, rho = 0.939413
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.752061, rho = 0.941060
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.751765, rho = 0.932332
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.752781, rho = 0.938988
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.742836, rho = 0.938781
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.863115, rho = 0.930404
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.862051, rho = 0.932296
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.861661, rho = 0.922270
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.863002, rho = 0.929916
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.851412, rho = 0.929678
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.989230, rho = 0.920054
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.987826, rho = 0.922228
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.987310, rho = 0.910656
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.989080, rho = 0.919494
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.975547, rho = 0.919220
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.133368, rho = 0.908166
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.131516, rho = 0.910664
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.130835, rho = 0.897371
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.133172, rho = 0.907339
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.117336, rho = 0.907208
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.297994, rho = 0.894084
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.295549, rho = 0.897380
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.294650, rho = 0.882071
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.297734, rho = 0.893561
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.279163, rho = 0.893411
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.485856, rho = 0.878376
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.482629, rho = 0.882121
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.481445, rho = 0.864718
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.485513, rho = 0.877734
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.463677, rho = 0.877561
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.700065, rho = 0.860286
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.695808, rho = 0.864742
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.694246, rho = 0.844485
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.699613, rho = 0.859549
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.673865, rho = 0.859661
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -1.943911, rho = 0.839455
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.938298, rho = 0.844801
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.936233, rho = 0.821359
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.943315, rho = 0.838663
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.912862, rho = 0.838791
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.221004, rho = 0.815594
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.213598, rho = 0.821648
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -2.210874, rho = 0.794808
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.220217, rho = 0.814684
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.184082, rho = 0.814832
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.535725, rho = 0.788168
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.525953, rho = 0.795123
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -2.522358, rho = 0.764291
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.534688, rho = 0.787211
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.879581
obj = -2.491653, rho = 0.787297
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.892133, rho = 0.756674
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.879240, rho = 0.764663
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.874496, rho = 0.729248
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.890767, rho = 0.755843
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.879581
obj = -2.839319, rho = 0.755674
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.295050, rho = 0.720563
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.278036, rho = 0.729720
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.271777, rho = 0.688985
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.293247, rho = 0.719535
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.879581
obj = -3.231492, rho = 0.719341
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.749218, rho = 0.678980
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.726767, rho = 0.689526
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.718508, rho = 0.642734
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.746839, rho = 0.677827
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.879581
obj = -3.672394, rho = 0.677603
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.259479, rho = 0.631280
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.229854, rho = 0.643219
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.218956, rho = 0.589600
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -4.256340, rho = 0.629915
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.879581
obj = -4.166198, rho = 0.629658
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.830400, rho = 0.576457
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.791311, rho = 0.590170
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.776931, rho = 0.528580
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -4.826258, rho = 0.574889
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.879581
obj = -4.716612, rho = 0.574660
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 57.9167%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -5.466350, rho = 0.513462
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.414771, rho = 0.529227
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -5.395798, rho = 0.458392
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.460884, rho = 0.511673
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.879581
obj = -5.326879, rho = 0.511411
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 62.0833%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -6.170551, rho = 0.441112
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.102492, rho = 0.459306
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -6.077457, rho = 0.377853
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -6.163339, rho = 0.439060
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.879581
obj = -5.998780, rho = 0.438756
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 66.6667%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.944653, rho = 0.357968
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.854851, rho = 0.378913
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.821818, rho = 0.285354
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.935137, rho = 0.355535
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.879581
obj = -6.732091, rho = 0.355308
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 74.1667%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.788100, rho = 0.262502
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.669606, rho = 0.286550
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.626019, rho = 0.179091
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -7.775543, rho = 0.259930
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.879581
obj = -7.523806, rho = 0.259446
nSV = 170, nBSV = 167
Total nSV = 170
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 89
nu = 0.878611
obj = -8.696727, rho = 0.159463
nSV = 171, nBSV = 166
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.870771
obj = -8.545481, rho = 0.221931
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.866608
obj = -8.491940, rho = 0.113542
nSV = 170, nBSV = 163
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.876944
obj = -8.681986, rho = 0.179569
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.864184
obj = -8.374966, rho = 0.235363
nSV = 166, nBSV = 163
Total nSV = 166
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 88
nu = 0.857803
obj = -9.688837, rho = 0.107062
nSV = 168, nBSV = 163
Total nSV = 168
*
optimization finished, #iter = 85
nu = 0.843750
obj = -9.520848, rho = 0.200535
nSV = 164, nBSV = 160
Total nSV = 164
*
optimization finished, #iter = 89
nu = 0.839344
obj = -9.456978, rho = 0.083591
nSV = 164, nBSV = 158
Total nSV = 164
*
optimization finished, #iter = 89
nu = 0.851483
obj = -9.684892, rho = 0.155466
nSV = 166, nBSV = 162
Total nSV = 166
*
optimization finished, #iter = 89
nu = 0.837696
obj = -9.318679, rho = 0.205271
nSV = 163, nBSV = 158
Total nSV = 163
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.833255
obj = -10.782293, rho = 0.083002
nSV = 163, nBSV = 158
Total nSV = 163
*
optimization finished, #iter = 88
nu = 0.822917
obj = -10.604143, rho = 0.164166
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 91
nu = 0.814775
obj = -10.529226, rho = 0.043525
nSV = 159, nBSV = 153
Total nSV = 159
*
optimization finished, #iter = 83
nu = 0.833333
obj = -10.800567, rho = 0.125935
nSV = 161, nBSV = 159
Total nSV = 161
*
optimization finished, #iter = 85
nu = 0.814034
obj = -10.359657, rho = 0.174795
nSV = 156, nBSV = 153
Total nSV = 156
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 89
nu = 0.806150
obj = -11.997758, rho = 0.068327
nSV = 158, nBSV = 151
Total nSV = 158
*
optimization finished, #iter = 82
nu = 0.798565
obj = -11.801546, rho = 0.134562
nSV = 155, nBSV = 151
Total nSV = 155
*
optimization finished, #iter = 85
nu = 0.791318
obj = -11.725982, rho = 0.006249
nSV = 154, nBSV = 149
Total nSV = 154
*
optimization finished, #iter = 87
nu = 0.810994
obj = -12.026944, rho = 0.099925
nSV = 157, nBSV = 152
Total nSV = 157
*
optimization finished, #iter = 91
nu = 0.792009
obj = -11.510304, rho = 0.127070
nSV = 154, nBSV = 147
Total nSV = 154
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.782765
obj = -13.350825, rho = 0.037999
nSV = 155, nBSV = 149
Total nSV = 155
*
optimization finished, #iter = 89
nu = 0.776978
obj = -13.126358, rho = 0.096601
nSV = 152, nBSV = 145
Total nSV = 152
*
optimization finished, #iter = 84
nu = 0.766396
obj = -13.054364, rho = -0.023337
nSV = 149, nBSV = 144
Total nSV = 149
*
optimization finished, #iter = 87
nu = 0.787163
obj = -13.387529, rho = 0.067719
nSV = 154, nBSV = 148
Total nSV = 154
*
optimization finished, #iter = 94
nu = 0.764826
obj = -12.782669, rho = 0.099301
nSV = 151, nBSV = 142
Total nSV = 151
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 93
nu = 0.758281
obj = -14.846442, rho = 0.018448
nSV = 151, nBSV = 140
Total nSV = 151
*
optimization finished, #iter = 87
nu = 0.751971
obj = -14.586739, rho = 0.081009
nSV = 149, nBSV = 140
Total nSV = 149
*
optimization finished, #iter = 84
nu = 0.743486
obj = -14.528906, rho = -0.014353
nSV = 146, nBSV = 140
Total nSV = 146
*
optimization finished, #iter = 86
nu = 0.764295
obj = -14.895876, rho = 0.038906
nSV = 151, nBSV = 144
Total nSV = 151
*
optimization finished, #iter = 83
nu = 0.737315
obj = -14.199944, rho = 0.084644
nSV = 147, nBSV = 139
Total nSV = 147
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.729599
obj = -16.524832, rho = -0.002089
nSV = 147, nBSV = 135
Total nSV = 147
*
optimization finished, #iter = 87
nu = 0.724465
obj = -16.221741, rho = 0.062529
nSV = 145, nBSV = 136
Total nSV = 145
*
optimization finished, #iter = 84
nu = 0.719247
obj = -16.170074, rho = -0.016065
nSV = 141, nBSV = 132
Total nSV = 141
*
optimization finished, #iter = 86
nu = 0.742816
obj = -16.565308, rho = 0.037670
nSV = 147, nBSV = 139
Total nSV = 147
*
optimization finished, #iter = 87
nu = 0.714266
obj = -15.774805, rho = 0.088266
nSV = 141, nBSV = 133
Total nSV = 141
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.706775
obj = -18.406089, rho = -0.008591
nSV = 143, nBSV = 133
Total nSV = 143
*
optimization finished, #iter = 83
nu = 0.701783
obj = -18.045977, rho = 0.053899
nSV = 139, nBSV = 130
Total nSV = 139
*
optimization finished, #iter = 82
nu = 0.696587
obj = -18.004571, rho = -0.028903
nSV = 138, nBSV = 130
Total nSV = 138
*
optimization finished, #iter = 91
nu = 0.717229
obj = -18.418659, rho = 0.046395
nSV = 145, nBSV = 133
Total nSV = 145
*
optimization finished, #iter = 83
nu = 0.689721
obj = -17.526110, rho = 0.088109
nSV = 135, nBSV = 127
Total nSV = 135
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 85
nu = 0.684619
obj = -20.501608, rho = -0.000593
nSV = 137, nBSV = 127
Total nSV = 137
*
optimization finished, #iter = 84
nu = 0.680403
obj = -20.072152, rho = 0.040325
nSV = 136, nBSV = 126
Total nSV = 136
*
optimization finished, #iter = 84
nu = 0.673042
obj = -20.051735, rho = -0.039992
nSV = 135, nBSV = 125
Total nSV = 135
*
optimization finished, #iter = 93
nu = 0.692030
obj = -20.491169, rho = 0.048360
nSV = 141, nBSV = 130
Total nSV = 141
*
optimization finished, #iter = 92
nu = 0.667126
obj = -19.472745, rho = 0.072558
nSV = 132, nBSV = 119
Total nSV = 132
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.664500
obj = -22.837381, rho = -0.007503
nSV = 133, nBSV = 122
Total nSV = 133
*
optimization finished, #iter = 82
nu = 0.657349
obj = -22.328658, rho = 0.032343
nSV = 132, nBSV = 121
Total nSV = 132
*
optimization finished, #iter = 82
nu = 0.654076
obj = -22.331075, rho = -0.062060
nSV = 132, nBSV = 120
Total nSV = 132
*
optimization finished, #iter = 91
nu = 0.672784
obj = -22.797625, rho = 0.049194
nSV = 133, nBSV = 124
Total nSV = 133
*
optimization finished, #iter = 90
nu = 0.643716
obj = -21.646740, rho = 0.066286
nSV = 130, nBSV = 118
Total nSV = 130
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 87
nu = 0.645648
obj = -25.435287, rho = 0.001826
nSV = 129, nBSV = 119
Total nSV = 129
*
optimization finished, #iter = 86
nu = 0.640556
obj = -24.825056, rho = 0.006263
nSV = 129, nBSV = 114
Total nSV = 129
*
optimization finished, #iter = 84
nu = 0.633911
obj = -24.869719, rho = -0.070074
nSV = 129, nBSV = 116
Total nSV = 129
*
optimization finished, #iter = 91
nu = 0.652658
obj = -25.347816, rho = 0.052675
nSV = 131, nBSV = 117
Total nSV = 131
*
optimization finished, #iter = 85
nu = 0.622905
obj = -24.064313, rho = 0.062893
nSV = 126, nBSV = 114
Total nSV = 126
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 90
nu = 0.625039
obj = -28.323894, rho = -0.008971
nSV = 128, nBSV = 114
Total nSV = 128
*
optimization finished, #iter = 94
nu = 0.616421
obj = -27.603258, rho = 0.015721
nSV = 127, nBSV = 111
Total nSV = 127
*
optimization finished, #iter = 83
nu = 0.613946
obj = -27.697002, rho = -0.052933
nSV = 124, nBSV = 111
Total nSV = 124
*
optimization finished, #iter = 99
nu = 0.629370
obj = -28.187495, rho = 0.069595
nSV = 131, nBSV = 113
Total nSV = 131
*
optimization finished, #iter = 97
nu = 0.602091
obj = -26.752447, rho = 0.075851
nSV = 121, nBSV = 103
Total nSV = 121
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 97
nu = 0.604271
obj = -31.553108, rho = -0.000671
nSV = 125, nBSV = 107
Total nSV = 125
*
optimization finished, #iter = 86
nu = 0.596115
obj = -30.715513, rho = 0.040236
nSV = 121, nBSV = 109
Total nSV = 121
*
optimization finished, #iter = 90
nu = 0.594720
obj = -30.852978, rho = -0.024843
nSV = 122, nBSV = 107
Total nSV = 122
*
optimization finished, #iter = 96
nu = 0.607544
obj = -31.370299, rho = 0.099618
nSV = 126, nBSV = 108
Total nSV = 126
*
optimization finished, #iter = 101
nu = 0.580480
obj = -29.760984, rho = 0.098319
nSV = 120, nBSV = 99
Total nSV = 120
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 97
nu = 0.584362
obj = -35.170152, rho = 0.024028
nSV = 123, nBSV = 103
Total nSV = 123
*
optimization finished, #iter = 84
nu = 0.578062
obj = -34.175004, rho = 0.073288
nSV = 117, nBSV = 101
Total nSV = 117
*
optimization finished, #iter = 86
nu = 0.575821
obj = -34.377503, rho = -0.009794
nSV = 119, nBSV = 103
Total nSV = 119
*
optimization finished, #iter = 102
nu = 0.587804
obj = -34.927847, rho = 0.118324
nSV = 123, nBSV = 105
Total nSV = 123
*
optimization finished, #iter = 115
nu = 0.560858
obj = -33.125633, rho = 0.106927
nSV = 119, nBSV = 94
Total nSV = 119
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 98
nu = 0.566583
obj = -39.216900, rho = 0.056889
nSV = 121, nBSV = 99
Total nSV = 121
*
optimization finished, #iter = 90
nu = 0.558307
obj = -38.031895, rho = 0.088937
nSV = 116, nBSV = 96
Total nSV = 116
*
optimization finished, #iter = 87
nu = 0.559664
obj = -38.307604, rho = 0.016537
nSV = 114, nBSV = 100
Total nSV = 114
*
optimization finished, #iter = 95
nu = 0.568308
obj = -38.900810, rho = 0.118685
nSV = 118, nBSV = 99
Total nSV = 118
*
optimization finished, #iter = 122
nu = 0.541243
obj = -36.895035, rho = 0.122377
nSV = 116, nBSV = 87
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 115
nu = 0.549894
obj = -43.733105, rho = 0.098855
nSV = 118, nBSV = 95
Total nSV = 118
*
optimization finished, #iter = 109
nu = 0.539121
obj = -42.346173, rho = 0.101686
nSV = 114, nBSV = 88
Total nSV = 114
*
optimization finished, #iter = 97
nu = 0.543961
obj = -42.661777, rho = 0.050031
nSV = 113, nBSV = 95
Total nSV = 113
*
optimization finished, #iter = 90
nu = 0.550081
obj = -43.347545, rho = 0.120107
nSV = 114, nBSV = 97
Total nSV = 114
*
optimization finished, #iter = 129
nu = 0.522964
obj = -41.127570, rho = 0.150758
nSV = 114, nBSV = 85
Total nSV = 114
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 111
nu = 0.533226
obj = -48.778644, rho = 0.128289
nSV = 116, nBSV = 94
Total nSV = 116
*
optimization finished, #iter = 114
nu = 0.521057
obj = -47.184838, rho = 0.110513
nSV = 113, nBSV = 87
Total nSV = 113
*
optimization finished, #iter = 100
nu = 0.526730
obj = -47.510883, rho = 0.063940
nSV = 110, nBSV = 89
Total nSV = 110
*
optimization finished, #iter = 106
nu = 0.534385
obj = -48.306222, rho = 0.123274
nSV = 112, nBSV = 93
Total nSV = 112
*
optimization finished, #iter = 130
nu = 0.505531
obj = -45.876395, rho = 0.177246
nSV = 112, nBSV = 82
Total nSV = 112
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 99
nu = 0.517298
obj = -54.415927, rho = 0.142847
nSV = 113, nBSV = 91
Total nSV = 113
*
optimization finished, #iter = 116
nu = 0.506049
obj = -52.589426, rho = 0.111142
nSV = 111, nBSV = 84
Total nSV = 111
*
optimization finished, #iter = 108
nu = 0.509593
obj = -52.925781, rho = 0.073752
nSV = 109, nBSV = 85
Total nSV = 109
*
optimization finished, #iter = 103
nu = 0.519490
obj = -53.814711, rho = 0.126911
nSV = 110, nBSV = 89
Total nSV = 110
*
optimization finished, #iter = 138
nu = 0.489313
obj = -51.213108, rho = 0.199790
nSV = 112, nBSV = 81
Total nSV = 112
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 107
nu = 0.503235
obj = -60.702483, rho = 0.160877
nSV = 110, nBSV = 87
Total nSV = 110
*
optimization finished, #iter = 131
nu = 0.491024
obj = -58.601252, rho = 0.113376
nSV = 109, nBSV = 79
Total nSV = 109
*
optimization finished, #iter = 123
nu = 0.493389
obj = -58.988867, rho = 0.065809
nSV = 108, nBSV = 80
Total nSV = 108
*
optimization finished, #iter = 109
nu = 0.503385
obj = -59.935364, rho = 0.125638
nSV = 109, nBSV = 82
Total nSV = 109
*
optimization finished, #iter = 143
nu = 0.476289
obj = -57.184435, rho = 0.214154
nSV = 110, nBSV = 77
Total nSV = 110
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 102
nu = 0.490856
obj = -67.680644, rho = 0.181387
nSV = 108, nBSV = 86
Total nSV = 108
*
optimization finished, #iter = 130
nu = 0.476102
obj = -65.300447, rho = 0.118689
nSV = 108, nBSV = 75
Total nSV = 108
*
optimization finished, #iter = 135
nu = 0.477638
obj = -65.764973, rho = 0.064987
nSV = 108, nBSV = 74
Total nSV = 108
*
optimization finished, #iter = 121
nu = 0.487496
obj = -66.767095, rho = 0.121631
nSV = 107, nBSV = 77
Total nSV = 107
*
optimization finished, #iter = 132
nu = 0.462309
obj = -63.851117, rho = 0.223739
nSV = 108, nBSV = 73
Total nSV = 108
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 111
nu = 0.478660
obj = -75.390402, rho = 0.195551
nSV = 108, nBSV = 81
Total nSV = 108
*
optimization finished, #iter = 160
nu = 0.462015
obj = -72.771470, rho = 0.121530
nSV = 108, nBSV = 72
Total nSV = 108
*
optimization finished, #iter = 130
nu = 0.463368
obj = -73.345043, rho = 0.060695
nSV = 104, nBSV = 73
Total nSV = 104
*
optimization finished, #iter = 123
nu = 0.472298
obj = -74.397704, rho = 0.121840
nSV = 107, nBSV = 76
Total nSV = 107
*
optimization finished, #iter = 151
nu = 0.449160
obj = -71.302887, rho = 0.240525
nSV = 107, nBSV = 68
Total nSV = 107
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 125
nu = 0.467701
obj = -83.874022, rho = 0.199088
nSV = 106, nBSV = 76
Total nSV = 106
*
optimization finished, #iter = 150
nu = 0.449466
obj = -81.076768, rho = 0.125331
nSV = 107, nBSV = 71
Total nSV = 107
*
optimization finished, #iter = 121
nu = 0.451271
obj = -81.784310, rho = 0.059229
nSV = 98, nBSV = 72
Total nSV = 98
*
optimization finished, #iter = 127
nu = 0.459581
obj = -82.891828, rho = 0.116482
nSV = 104, nBSV = 75
Total nSV = 104
*
optimization finished, #iter = 165
nu = 0.436731
obj = -79.631723, rho = 0.257822
nSV = 108, nBSV = 65
Total nSV = 108
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 139
nu = 0.456598
obj = -93.168383, rho = 0.174547
nSV = 105, nBSV = 73
Total nSV = 105
*
optimization finished, #iter = 165
nu = 0.438377
obj = -90.254397, rho = 0.127862
nSV = 107, nBSV = 68
Total nSV = 107
*
optimization finished, #iter = 123
nu = 0.440877
obj = -91.102935, rho = 0.059532
nSV = 99, nBSV = 69
Total nSV = 99
*
optimization finished, #iter = 138
nu = 0.448349
obj = -92.267591, rho = 0.104033
nSV = 104, nBSV = 71
Total nSV = 104
*.*
optimization finished, #iter = 200
nu = 0.425155
obj = -88.920549, rho = 0.266112
nSV = 108, nBSV = 62
Total nSV = 108
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 146
nu = 0.445557
obj = -103.308315, rho = 0.157597
nSV = 104, nBSV = 72
Total nSV = 104
*
optimization finished, #iter = 160
nu = 0.426585
obj = -100.369907, rho = 0.137603
nSV = 106, nBSV = 65
Total nSV = 106
*
optimization finished, #iter = 142
nu = 0.429511
obj = -101.370960, rho = 0.056696
nSV = 97, nBSV = 63
Total nSV = 97
*
optimization finished, #iter = 140
nu = 0.438211
obj = -102.570220, rho = 0.081395
nSV = 102, nBSV = 71
Total nSV = 102
*.*
optimization finished, #iter = 198
nu = 0.414125
obj = -99.265971, rho = 0.275780
nSV = 105, nBSV = 59
Total nSV = 105
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 178
nu = 0.434553
obj = -114.311845, rho = 0.154416
nSV = 104, nBSV = 68
Total nSV = 104
*
optimization finished, #iter = 191
nu = 0.415645
obj = -111.507757, rho = 0.151814
nSV = 103, nBSV = 63
Total nSV = 103
*
optimization finished, #iter = 182
nu = 0.418128
obj = -112.682892, rho = 0.040599
nSV = 97, nBSV = 60
Total nSV = 97
*
optimization finished, #iter = 185
nu = 0.428243
obj = -113.785435, rho = 0.056972
nSV = 103, nBSV = 61
Total nSV = 103
*.*
optimization finished, #iter = 227
nu = 0.404263
obj = -110.747110, rho = 0.287904
nSV = 105, nBSV = 58
Total nSV = 105
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 178
nu = 0.421641
obj = -126.246131, rho = 0.169936
nSV = 101, nBSV = 64
Total nSV = 101
*.*
optimization finished, #iter = 196
nu = 0.405353
obj = -123.686152, rho = 0.169166
nSV = 101, nBSV = 56
Total nSV = 101
*
optimization finished, #iter = 167
nu = 0.405588
obj = -125.156357, rho = 0.025397
nSV = 97, nBSV = 55
Total nSV = 97
*.*
optimization finished, #iter = 207
nu = 0.415321
obj = -126.041469, rho = 0.054984
nSV = 103, nBSV = 57
Total nSV = 103
*.*
optimization finished, #iter = 242
nu = 0.395317
obj = -123.421462, rho = 0.308729
nSV = 103, nBSV = 56
Total nSV = 103
Cross Validation Accuracy = 80.4167%
*.*
optimization finished, #iter = 199
nu = 0.408371
obj = -139.204031, rho = 0.184998
nSV = 101, nBSV = 60
Total nSV = 101
*.*
optimization finished, #iter = 225
nu = 0.393614
obj = -136.987243, rho = 0.190773
nSV = 101, nBSV = 50
Total nSV = 101
*
optimization finished, #iter = 185
nu = 0.393999
obj = -138.922302, rho = 0.023355
nSV = 95, nBSV = 55
Total nSV = 95
*.*
optimization finished, #iter = 230
nu = 0.402116
obj = -139.500404, rho = 0.052143
nSV = 102, nBSV = 54
Total nSV = 102
*.*
optimization finished, #iter = 245
nu = 0.386759
obj = -137.341175, rho = 0.347516
nSV = 103, nBSV = 55
Total nSV = 103
Cross Validation Accuracy = 79.5833%
*.*
optimization finished, #iter = 195
nu = 0.394358
obj = -153.280815, rho = 0.198491
nSV = 99, nBSV = 57
Total nSV = 99
*.*
optimization finished, #iter = 233
nu = 0.381923
obj = -151.529674, rho = 0.207904
nSV = 101, nBSV = 49
Total nSV = 101
*
optimization finished, #iter = 182
nu = 0.383298
obj = -154.017497, rho = 0.025125
nSV = 95, nBSV = 53
Total nSV = 95
*.*
optimization finished, #iter = 238
nu = 0.389720
obj = -154.238338, rho = 0.040397
nSV = 101, nBSV = 52
Total nSV = 101
*.*
optimization finished, #iter = 260
nu = 0.377450
obj = -152.564519, rho = 0.375872
nSV = 103, nBSV = 48
Total nSV = 103
Cross Validation Accuracy = 79.5833%
*.*
optimization finished, #iter = 224
nu = 0.381671
obj = -168.482178, rho = 0.201826
nSV = 99, nBSV = 50
Total nSV = 99
.*
optimization finished, #iter = 266
nu = 0.370629
obj = -167.367954, rho = 0.223495
nSV = 102, nBSV = 47
Total nSV = 102
*.*
optimization finished, #iter = 218
nu = 0.373381
obj = -170.474668, rho = 0.027046
nSV = 96, nBSV = 51
Total nSV = 96
*.*
optimization finished, #iter = 246
nu = 0.378290
obj = -170.278358, rho = 0.032414
nSV = 101, nBSV = 51
Total nSV = 101
.*
optimization finished, #iter = 275
nu = 0.368342
obj = -169.205374, rho = 0.396138
nSV = 100, nBSV = 48
Total nSV = 100
Cross Validation Accuracy = 79.5833%
*.*
optimization finished, #iter = 272
nu = 0.368604
obj = -184.812958, rho = 0.199954
nSV = 98, nBSV = 46
Total nSV = 98
*.*
optimization finished, #iter = 262
nu = 0.359570
obj = -184.544775, rho = 0.236214
nSV = 101, nBSV = 45
Total nSV = 101
*.*
optimization finished, #iter = 225
nu = 0.363953
obj = -188.286061, rho = 0.024883
nSV = 92, nBSV = 48
Total nSV = 92
*.*
optimization finished, #iter = 263
nu = 0.366555
obj = -187.647393, rho = 0.028341
nSV = 96, nBSV = 46
Total nSV = 96
.*
optimization finished, #iter = 277
nu = 0.360209
obj = -187.235926, rho = 0.413414
nSV = 97, nBSV = 47
Total nSV = 97
Cross Validation Accuracy = 79.5833%
*.*
optimization finished, #iter = 255
nu = 0.354932
obj = -202.314791, rho = 0.201051
nSV = 95, nBSV = 41
Total nSV = 95
.*
optimization finished, #iter = 295
nu = 0.349370
obj = -203.016518, rho = 0.241208
nSV = 100, nBSV = 42
Total nSV = 100
*.*
optimization finished, #iter = 235
nu = 0.354168
obj = -207.426573, rho = 0.027181
nSV = 92, nBSV = 44
Total nSV = 92
*.*
optimization finished, #iter = 265
nu = 0.354887
obj = -206.410385, rho = 0.008556
nSV = 93, nBSV = 43
Total nSV = 93
.*
optimization finished, #iter = 287
nu = 0.351971
obj = -206.593394, rho = 0.408011
nSV = 96, nBSV = 43
Total nSV = 96
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 299
nu = 0.341828
obj = -221.001863, rho = 0.195466
nSV = 97, nBSV = 40
Total nSV = 97
.*
optimization finished, #iter = 311
nu = 0.339247
obj = -222.718292, rho = 0.252859
nSV = 99, nBSV = 41
Total nSV = 99
.*
optimization finished, #iter = 260
nu = 0.343489
obj = -227.906091, rho = 0.031329
nSV = 91, nBSV = 40
Total nSV = 91
.*
optimization finished, #iter = 298
nu = 0.344126
obj = -226.483079, rho = -0.000163
nSV = 94, nBSV = 40
Total nSV = 94
.*
optimization finished, #iter = 326
nu = 0.343353
obj = -227.216495, rho = 0.383687
nSV = 97, nBSV = 38
Total nSV = 97
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 300
nu = 0.330361
obj = -240.707255, rho = 0.186023
nSV = 95, nBSV = 39
Total nSV = 95
.*
optimization finished, #iter = 328
nu = 0.329772
obj = -243.423821, rho = 0.254963
nSV = 99, nBSV = 36
Total nSV = 99
.*
optimization finished, #iter = 281
nu = 0.332201
obj = -249.780551, rho = 0.049461
nSV = 93, nBSV = 38
Total nSV = 93
.*
optimization finished, #iter = 339
nu = 0.333215
obj = -247.779993, rho = 0.017520
nSV = 95, nBSV = 37
Total nSV = 95
.*
optimization finished, #iter = 344
nu = 0.332980
obj = -249.096702, rho = 0.385220
nSV = 98, nBSV = 36
Total nSV = 98
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 330
nu = 0.319293
obj = -261.045578, rho = 0.172996
nSV = 94, nBSV = 37
Total nSV = 94
.*
optimization finished, #iter = 359
nu = 0.317677
obj = -265.112504, rho = 0.248956
nSV = 100, nBSV = 32
Total nSV = 100
.*
optimization finished, #iter = 316
nu = 0.320957
obj = -273.051832, rho = 0.068443
nSV = 92, nBSV = 37
Total nSV = 92
.*
optimization finished, #iter = 354
nu = 0.319938
obj = -270.365741, rho = 0.036847
nSV = 93, nBSV = 33
Total nSV = 93
.*.*
optimization finished, #iter = 412
nu = 0.321104
obj = -272.301332, rho = 0.392049
nSV = 97, nBSV = 32
Total nSV = 97
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 339
nu = 0.305990
obj = -281.916996, rho = 0.178340
nSV = 93, nBSV = 33
Total nSV = 93
.*.*
optimization finished, #iter = 387
nu = 0.304503
obj = -287.954209, rho = 0.242850
nSV = 98, nBSV = 31
Total nSV = 98
.*
optimization finished, #iter = 346
nu = 0.310671
obj = -297.473572, rho = 0.098196
nSV = 95, nBSV = 35
Total nSV = 95
.*
optimization finished, #iter = 366
nu = 0.307547
obj = -294.364231, rho = 0.052483
nSV = 93, nBSV = 33
Total nSV = 93
.*.*
optimization finished, #iter = 424
nu = 0.308222
obj = -297.031033, rho = 0.408495
nSV = 97, nBSV = 28
Total nSV = 97
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 339
nu = 0.291779
obj = -303.357552, rho = 0.219781
nSV = 93, nBSV = 32
Total nSV = 93
.*.*
optimization finished, #iter = 412
nu = 0.292766
obj = -311.729070, rho = 0.242428
nSV = 98, nBSV = 30
Total nSV = 98
.*.*
optimization finished, #iter = 398
nu = 0.299507
obj = -322.711874, rho = 0.124786
nSV = 94, nBSV = 28
Total nSV = 94
.*.*
optimization finished, #iter = 392
nu = 0.296246
obj = -319.424863, rho = 0.071822
nSV = 92, nBSV = 30
Total nSV = 92
.*.*
optimization finished, #iter = 437
nu = 0.294486
obj = -323.419403, rho = 0.439906
nSV = 101, nBSV = 27
Total nSV = 101
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 371
nu = 0.278540
obj = -325.045866, rho = 0.253460
nSV = 92, nBSV = 29
Total nSV = 92
.*.*
optimization finished, #iter = 392
nu = 0.279716
obj = -336.135405, rho = 0.253316
nSV = 96, nBSV = 26
Total nSV = 96
.*.*
optimization finished, #iter = 430
nu = 0.284566
obj = -349.165938, rho = 0.149960
nSV = 93, nBSV = 26
Total nSV = 93
.*.*
optimization finished, #iter = 396
nu = 0.284784
obj = -345.226647, rho = 0.074698
nSV = 93, nBSV = 29
Total nSV = 93
.*.*
optimization finished, #iter = 491
nu = 0.280602
obj = -351.667808, rho = 0.469594
nSV = 104, nBSV = 25
Total nSV = 104
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 409
nu = 0.264413
obj = -346.560217, rho = 0.324298
nSV = 90, nBSV = 24
Total nSV = 90
.*.*
optimization finished, #iter = 446
nu = 0.265572
obj = -361.291152, rho = 0.241663
nSV = 96, nBSV = 23
Total nSV = 96
.*.*
optimization finished, #iter = 488
nu = 0.271466
obj = -376.877442, rho = 0.164771
nSV = 91, nBSV = 25
Total nSV = 91
.*.*
optimization finished, #iter = 455
nu = 0.271816
obj = -371.530917, rho = 0.098216
nSV = 93, nBSV = 24
Total nSV = 93
.*.*
optimization finished, #iter = 467
nu = 0.268115
obj = -381.758787, rho = 0.488507
nSV = 102, nBSV = 24
Total nSV = 102
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 460
nu = 0.248678
obj = -367.928733, rho = 0.378299
nSV = 88, nBSV = 21
Total nSV = 88
.*.*
optimization finished, #iter = 453
nu = 0.251083
obj = -387.183204, rho = 0.223390
nSV = 98, nBSV = 20
Total nSV = 98
.*.*
optimization finished, #iter = 508
nu = 0.258908
obj = -405.403852, rho = 0.183953
nSV = 91, nBSV = 23
Total nSV = 91
.*.*
optimization finished, #iter = 533
nu = 0.255960
obj = -398.728639, rho = 0.141912
nSV = 93, nBSV = 20
Total nSV = 93
.*.*
optimization finished, #iter = 519
nu = 0.256413
obj = -413.392140, rho = 0.493785
nSV = 100, nBSV = 23
Total nSV = 100
Cross Validation Accuracy = 80.8333%
.*.*
optimization finished, #iter = 457
nu = 0.233827
obj = -389.037090, rho = 0.416261
nSV = 89, nBSV = 21
Total nSV = 89
..*.*
optimization finished, #iter = 636
nu = 0.235774
obj = -414.001158, rho = 0.239351
nSV = 99, nBSV = 15
Total nSV = 99
.*.*
optimization finished, #iter = 482
nu = 0.246610
obj = -434.410128, rho = 0.226159
nSV = 92, nBSV = 21
Total nSV = 92
.*.*
optimization finished, #iter = 494
nu = 0.239573
obj = -427.588103, rho = 0.184351
nSV = 92, nBSV = 19
Total nSV = 92
.*.*
optimization finished, #iter = 481
nu = 0.245627
obj = -446.116552, rho = 0.508070
nSV = 99, nBSV = 21
Total nSV = 99
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 513
nu = 0.219453
obj = -409.165451, rho = 0.447922
nSV = 88, nBSV = 17
Total nSV = 88
..*.*
optimization finished, #iter = 651
nu = 0.219839
obj = -442.201522, rho = 0.264812
nSV = 97, nBSV = 13
Total nSV = 97
.*.*
optimization finished, #iter = 455
nu = 0.233916
obj = -463.388293, rho = 0.266174
nSV = 89, nBSV = 19
Total nSV = 89
.*.*
optimization finished, #iter = 533
nu = 0.224604
obj = -458.109482, rho = 0.230009
nSV = 91, nBSV = 16
Total nSV = 91
.*.*
optimization finished, #iter = 521
nu = 0.233970
obj = -479.547151, rho = 0.532982
nSV = 95, nBSV = 19
Total nSV = 95
Cross Validation Accuracy = 78.75%
.*.*
optimization finished, #iter = 516
nu = 0.205759
obj = -427.760695, rho = 0.487810
nSV = 86, nBSV = 17
Total nSV = 86
..*.*
optimization finished, #iter = 726
nu = 0.205374
obj = -471.899458, rho = 0.311403
nSV = 97, nBSV = 13
Total nSV = 97
.*.*
optimization finished, #iter = 501
nu = 0.219863
obj = -492.206013, rho = 0.283963
nSV = 88, nBSV = 16
Total nSV = 88
.*.*
optimization finished, #iter = 574
nu = 0.210554
obj = -490.242313, rho = 0.269732
nSV = 93, nBSV = 16
Total nSV = 93
..*.*
optimization finished, #iter = 578
nu = 0.222400
obj = -513.598183, rho = 0.555761
nSV = 97, nBSV = 16
Total nSV = 97
Cross Validation Accuracy = 79.1667%
..*
optimization finished, #iter = 569
nu = 0.191084
obj = -443.961840, rho = 0.500850
nSV = 86, nBSV = 9
Total nSV = 86
..*.*
optimization finished, #iter = 604
nu = 0.193245
obj = -502.547895, rho = 0.368689
nSV = 96, nBSV = 12
Total nSV = 96
..*.*
optimization finished, #iter = 578
nu = 0.204511
obj = -521.302190, rho = 0.267564
nSV = 89, nBSV = 11
Total nSV = 89
.*.*
optimization finished, #iter = 549
nu = 0.196303
obj = -524.263345, rho = 0.303333
nSV = 94, nBSV = 15
Total nSV = 94
..*
optimization finished, #iter = 572
nu = 0.211041
obj = -547.683417, rho = 0.559812
nSV = 93, nBSV = 14
Total nSV = 93
Cross Validation Accuracy = 79.1667%
..*
optimization finished, #iter = 578
nu = 0.174176
obj = -458.713356, rho = 0.480585
nSV = 84, nBSV = 9
Total nSV = 84
..*.*
optimization finished, #iter = 688
nu = 0.179264
obj = -533.940216, rho = 0.329697
nSV = 95, nBSV = 8
Total nSV = 95
..*
optimization finished, #iter = 568
nu = 0.189672
obj = -551.397218, rho = 0.214919
nSV = 87, nBSV = 11
Total nSV = 87
.*.*
optimization finished, #iter = 538
nu = 0.183911
obj = -560.093820, rho = 0.317945
nSV = 91, nBSV = 14
Total nSV = 91
..*.*
optimization finished, #iter = 593
nu = 0.199699
obj = -581.136627, rho = 0.536805
nSV = 91, nBSV = 12
Total nSV = 91
Cross Validation Accuracy = 78.75%
..*.*
optimization finished, #iter = 595
nu = 0.158659
obj = -472.174161, rho = 0.434191
nSV = 83, nBSV = 6
Total nSV = 83
..*.*
optimization finished, #iter = 719
nu = 0.165594
obj = -567.294594, rho = 0.273416
nSV = 94, nBSV = 7
Total nSV = 94
..*.*
optimization finished, #iter = 671
nu = 0.176507
obj = -581.937391, rho = 0.171164
nSV = 87, nBSV = 9
Total nSV = 87
.*.*
optimization finished, #iter = 523
nu = 0.172258
obj = -597.298811, rho = 0.322025
nSV = 89, nBSV = 13
Total nSV = 89
..*.*
optimization finished, #iter = 613
nu = 0.186664
obj = -613.556689, rho = 0.534110
nSV = 92, nBSV = 10
Total nSV = 92
Cross Validation Accuracy = 78.3333%
..*.*
optimization finished, #iter = 615
nu = 0.143773
obj = -484.160164, rho = 0.407594
nSV = 83, nBSV = 5
Total nSV = 83
..*.*
optimization finished, #iter = 721
nu = 0.152796
obj = -603.079794, rho = 0.244727
nSV = 95, nBSV = 7
Total nSV = 95
..*.*
optimization finished, #iter = 649
nu = 0.164178
obj = -612.238288, rho = 0.108778
nSV = 87, nBSV = 9
Total nSV = 87
..*
optimization finished, #iter = 551
nu = 0.161345
obj = -635.629580, rho = 0.264227
nSV = 87, nBSV = 11
Total nSV = 87
..*.*
optimization finished, #iter = 708
nu = 0.172795
obj = -646.156242, rho = 0.547055
nSV = 92, nBSV = 9
Total nSV = 92
Cross Validation Accuracy = 77.5%
..*.*
optimization finished, #iter = 616
nu = 0.130475
obj = -494.040132, rho = 0.378782
nSV = 80, nBSV = 4
Total nSV = 80
..*.*
optimization finished, #iter = 705
nu = 0.141688
obj = -641.247357, rho = 0.219585
nSV = 93, nBSV = 7
Total nSV = 93
..*.*
optimization finished, #iter = 666
nu = 0.151744
obj = -642.059845, rho = 0.043425
nSV = 86, nBSV = 8
Total nSV = 86
..*.*
optimization finished, #iter = 593
nu = 0.151359
obj = -674.633881, rho = 0.162280
nSV = 86, nBSV = 11
Total nSV = 86
..*.*
optimization finished, #iter = 714
nu = 0.159577
obj = -679.067399, rho = 0.548253
nSV = 93, nBSV = 8
Total nSV = 93
Cross Validation Accuracy = 77.0833%
..*.*
optimization finished, #iter = 587
nu = 0.117272
obj = -501.516570, rho = 0.365316
nSV = 79, nBSV = 3
Total nSV = 79
..*.*
optimization finished, #iter = 746
nu = 0.131076
obj = -681.531525, rho = 0.200996
nSV = 95, nBSV = 6
Total nSV = 95
..*.*
optimization finished, #iter = 664
nu = 0.139527
obj = -671.402097, rho = -0.030832
nSV = 83, nBSV = 6
Total nSV = 83
..*.*
optimization finished, #iter = 609
nu = 0.142684
obj = -712.948902, rho = 0.046415
nSV = 84, nBSV = 11
Total nSV = 84
..*.*
optimization finished, #iter = 704
nu = 0.146459
obj = -712.231597, rho = 0.545132
nSV = 93, nBSV = 5
Total nSV = 93
Cross Validation Accuracy = 76.6667%
..*
optimization finished, #iter = 564
nu = 0.104393
obj = -507.277221, rho = 0.356823
nSV = 78, nBSV = 2
Total nSV = 78
..*.*
optimization finished, #iter = 726
nu = 0.121455
obj = -724.427642, rho = 0.166950
nSV = 92, nBSV = 6
Total nSV = 92
..*.*
optimization finished, #iter = 706
nu = 0.127763
obj = -700.820011, rho = -0.120147
nSV = 83, nBSV = 5
Total nSV = 83
..*.*
optimization finished, #iter = 718
nu = 0.134035
obj = -748.644421, rho = -0.082355
nSV = 85, nBSV = 7
Total nSV = 85
..*.*
optimization finished, #iter = 687
nu = 0.134186
obj = -746.487791, rho = 0.551476
nSV = 92, nBSV = 5
Total nSV = 92
Cross Validation Accuracy = 77.5%
..*.*
optimization finished, #iter = 588
nu = 0.092824
obj = -511.673613, rho = 0.352521
nSV = 78, nBSV = 2
Total nSV = 78
..*.*
optimization finished, #iter = 688
nu = 0.113076
obj = -769.348115, rho = 0.122961
nSV = 92, nBSV = 6
Total nSV = 92
...*.*
optimization finished, #iter = 800
nu = 0.116530
obj = -730.158067, rho = -0.196141
nSV = 84, nBSV = 3
Total nSV = 84
..*.*
optimization finished, #iter = 617
nu = 0.122231
obj = -784.031639, rho = -0.139505
nSV = 84, nBSV = 7
Total nSV = 84
..*.*
optimization finished, #iter = 747
nu = 0.123635
obj = -780.971767, rho = 0.523250
nSV = 92, nBSV = 5
Total nSV = 92
Cross Validation Accuracy = 77.0833%
..*.*
optimization finished, #iter = 612
nu = 0.082130
obj = -514.276998, rho = 0.345717
nSV = 78, nBSV = 1
Total nSV = 78
..*.*
optimization finished, #iter = 693
nu = 0.105820
obj = -815.183983, rho = 0.074512
nSV = 91, nBSV = 6
Total nSV = 91
...*.*
optimization finished, #iter = 797
nu = 0.105972
obj = -760.083009, rho = -0.242537
nSV = 85, nBSV = 3
Total nSV = 85
..*.*
optimization finished, #iter = 595
nu = 0.112921
obj = -819.682332, rho = -0.200434
nSV = 83, nBSV = 6
Total nSV = 83
..*..*
optimization finished, #iter = 819
nu = 0.113774
obj = -814.427127, rho = 0.507946
nSV = 95, nBSV = 4
Total nSV = 95
Cross Validation Accuracy = 76.6667%
..*.*
optimization finished, #iter = 638
nu = 0.072533
obj = -515.424564, rho = 0.339560
nSV = 79, nBSV = 1
Total nSV = 79
..*..*
optimization finished, #iter = 794
nu = 0.099501
obj = -860.161619, rho = 0.029400
nSV = 91, nBSV = 6
Total nSV = 91
..*..*
optimization finished, #iter = 802
nu = 0.095993
obj = -790.723504, rho = -0.258166
nSV = 86, nBSV = 2
Total nSV = 86
..*.*
optimization finished, #iter = 685
nu = 0.103548
obj = -853.919290, rho = -0.225450
nSV = 82, nBSV = 3
Total nSV = 82
...*.*
optimization finished, #iter = 820
nu = 0.104681
obj = -846.581482, rho = 0.494680
nSV = 92, nBSV = 4
Total nSV = 92
Cross Validation Accuracy = 76.6667%
..*.*
optimization finished, #iter = 659
nu = 0.063246
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
..*..*
optimization finished, #iter = 890
nu = 0.094033
obj = -901.662231, rho = 0.003528
nSV = 89, nBSV = 4
Total nSV = 89
...*.*
optimization finished, #iter = 893
nu = 0.086945
obj = -822.816531, rho = -0.255181
nSV = 86, nBSV = 2
Total nSV = 86
..*.*
optimization finished, #iter = 739
nu = 0.094427
obj = -888.030274, rho = -0.205913
nSV = 83, nBSV = 3
Total nSV = 83
...*.*
optimization finished, #iter = 858
nu = 0.096008
obj = -876.166248, rho = 0.484336
nSV = 92, nBSV = 3
Total nSV = 92
Cross Validation Accuracy = 76.25%
..*.*
optimization finished, #iter = 659
nu = 0.055059
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
..*..*
optimization finished, #iter = 829
nu = 0.086360
obj = -939.137398, rho = 0.032367
nSV = 90, nBSV = 2
Total nSV = 90
...*.*
optimization finished, #iter = 901
nu = 0.078974
obj = -855.931924, rho = -0.228793
nSV = 87, nBSV = 2
Total nSV = 87
..*.*
optimization finished, #iter = 759
nu = 0.085840
obj = -921.746097, rho = -0.153441
nSV = 83, nBSV = 2
Total nSV = 83
...*.*
optimization finished, #iter = 814
nu = 0.086928
obj = -903.646046, rho = 0.502500
nSV = 91, nBSV = 2
Total nSV = 91
Cross Validation Accuracy = 75.8333%
..*.*
optimization finished, #iter = 659
nu = 0.047932
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 877
nu = 0.078470
obj = -977.006244, rho = 0.063084
nSV = 91, nBSV = 2
Total nSV = 91
...*.*
optimization finished, #iter = 938
nu = 0.072028
obj = -889.194861, rho = -0.199351
nSV = 88, nBSV = 2
Total nSV = 88
..*.*
optimization finished, #iter = 759
nu = 0.077957
obj = -955.688896, rho = -0.070294
nSV = 81, nBSV = 2
Total nSV = 81
...*.*
optimization finished, #iter = 839
nu = 0.078645
obj = -930.358113, rho = 0.532707
nSV = 91, nBSV = 2
Total nSV = 91
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.041727
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 844
nu = 0.071616
obj = -1014.938315, rho = 0.097975
nSV = 91, nBSV = 2
Total nSV = 91
...*..*
optimization finished, #iter = 964
nu = 0.065775
obj = -921.254680, rho = -0.164707
nSV = 89, nBSV = 2
Total nSV = 89
..*..*
optimization finished, #iter = 774
nu = 0.071109
obj = -988.637968, rho = 0.036847
nSV = 81, nBSV = 2
Total nSV = 81
...*.*
optimization finished, #iter = 863
nu = 0.070906
obj = -955.170402, rho = 0.568212
nSV = 89, nBSV = 1
Total nSV = 89
Cross Validation Accuracy = 75.8333%
..*.*
optimization finished, #iter = 659
nu = 0.036325
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 857
nu = 0.065662
obj = -1051.082083, rho = 0.140222
nSV = 91, nBSV = 2
Total nSV = 91
...*.*
optimization finished, #iter = 939
nu = 0.060048
obj = -951.485609, rho = -0.123064
nSV = 89, nBSV = 2
Total nSV = 89
..*.*
optimization finished, #iter = 722
nu = 0.065174
obj = -1018.491301, rho = 0.158661
nSV = 80, nBSV = 2
Total nSV = 80
...*.*
optimization finished, #iter = 896
nu = 0.062987
obj = -980.660752, rho = 0.629626
nSV = 89, nBSV = 1
Total nSV = 89
Cross Validation Accuracy = 76.25%
..*.*
optimization finished, #iter = 659
nu = 0.031623
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 847
nu = 0.060390
obj = -1082.780991, rho = 0.195087
nSV = 91, nBSV = 1
Total nSV = 91
...*.*
optimization finished, #iter = 926
nu = 0.055067
obj = -977.929307, rho = -0.075220
nSV = 88, nBSV = 2
Total nSV = 88
..*.*
optimization finished, #iter = 745
nu = 0.059529
obj = -1042.480352, rho = 0.243700
nSV = 79, nBSV = 1
Total nSV = 79
..*..*
optimization finished, #iter = 799
nu = 0.056190
obj = -1008.202303, rho = 0.711818
nSV = 88, nBSV = 1
Total nSV = 88
Cross Validation Accuracy = 76.25%
..*.*
optimization finished, #iter = 659
nu = 0.027529
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 869
nu = 0.054180
obj = -1111.411153, rho = 0.306674
nSV = 91, nBSV = 1
Total nSV = 91
...*.*
optimization finished, #iter = 920
nu = 0.049487
obj = -999.860941, rho = -0.028593
nSV = 87, nBSV = 1
Total nSV = 87
...*.*
optimization finished, #iter = 828
nu = 0.053939
obj = -1060.946411, rho = 0.308796
nSV = 79, nBSV = 1
Total nSV = 79
...*.*
optimization finished, #iter = 813
nu = 0.050399
obj = -1036.652106, rho = 0.795382
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.023966
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 839
nu = 0.048774
obj = -1138.961157, rho = 0.434161
nSV = 91, nBSV = 1
Total nSV = 91
...*.*
optimization finished, #iter = 886
nu = 0.044234
obj = -1021.130344, rho = 0.022313
nSV = 87, nBSV = 1
Total nSV = 87
...*.*
optimization finished, #iter = 894
nu = 0.048657
obj = -1073.438385, rho = 0.349936
nSV = 81, nBSV = 1
Total nSV = 81
...*.*
optimization finished, #iter = 832
nu = 0.045364
obj = -1064.786220, rho = 0.894665
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75%
..*.*
optimization finished, #iter = 659
nu = 0.020863
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 855
nu = 0.044070
obj = -1163.563167, rho = 0.582990
nSV = 88, nBSV = 1
Total nSV = 88
...*.*
optimization finished, #iter = 861
nu = 0.039695
obj = -1040.760377, rho = 0.075561
nSV = 87, nBSV = 1
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.043850
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 840
nu = 0.040963
obj = -1091.125079, rho = 1.005436
nSV = 88, nBSV = 1
Total nSV = 88
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.018163
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 884
nu = 0.039981
obj = -1182.480995, rho = 0.749819
nSV = 89, nBSV = 1
Total nSV = 89
...*.*
optimization finished, #iter = 909
nu = 0.035941
obj = -1055.757431, rho = 0.103187
nSV = 87, nBSV = 1
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.038174
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 882
nu = 0.037129
obj = -1113.624955, rho = 1.131136
nSV = 87, nBSV = 1
Total nSV = 87
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.015812
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 919
nu = 0.036421
obj = -1191.848887, rho = 0.929379
nSV = 90, nBSV = 1
Total nSV = 90
...*.*
optimization finished, #iter = 928
nu = 0.032673
obj = -1062.195824, rho = 0.134900
nSV = 87, nBSV = 1
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.033232
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 858
nu = 0.033802
obj = -1129.171685, rho = 1.281135
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.013765
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*..*
optimization finished, #iter = 1019
nu = 0.032000
obj = -1192.139644, rho = 0.966388
nSV = 90, nBSV = 0
Total nSV = 90
...*..*
optimization finished, #iter = 961
nu = 0.028513
obj = -1062.215333, rho = 0.136509
nSV = 87, nBSV = 0
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.028930
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 864
nu = 0.030592
obj = -1133.703622, rho = 1.417146
nSV = 85, nBSV = 0
Total nSV = 85
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.011983
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*..*
optimization finished, #iter = 1019
nu = 0.027858
obj = -1192.139644, rho = 0.966388
nSV = 90, nBSV = 0
Total nSV = 90
...*..*
optimization finished, #iter = 961
nu = 0.024822
obj = -1062.215333, rho = 0.136509
nSV = 87, nBSV = 0
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.025185
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 864
nu = 0.026632
obj = -1133.703622, rho = 1.417146
nSV = 85, nBSV = 0
Total nSV = 85
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.010432
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*..*
optimization finished, #iter = 1019
nu = 0.024252
obj = -1192.139644, rho = 0.966388
nSV = 90, nBSV = 0
Total nSV = 90
...*..*
optimization finished, #iter = 961
nu = 0.021609
obj = -1062.215333, rho = 0.136509
nSV = 87, nBSV = 0
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.021925
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 864
nu = 0.023184
obj = -1133.703622, rho = 1.417146
nSV = 85, nBSV = 0
Total nSV = 85
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.009081
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*..*
optimization finished, #iter = 1019
nu = 0.021112
obj = -1192.139644, rho = 0.966388
nSV = 90, nBSV = 0
Total nSV = 90
...*..*
optimization finished, #iter = 961
nu = 0.018812
obj = -1062.215333, rho = 0.136509
nSV = 87, nBSV = 0
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.019087
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 864
nu = 0.020183
obj = -1133.703622, rho = 1.417146
nSV = 85, nBSV = 0
Total nSV = 85
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.007906
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*..*
optimization finished, #iter = 1019
nu = 0.018379
obj = -1192.139644, rho = 0.966388
nSV = 90, nBSV = 0
Total nSV = 90
...*..*
optimization finished, #iter = 961
nu = 0.016377
obj = -1062.215333, rho = 0.136509
nSV = 87, nBSV = 0
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.016616
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 864
nu = 0.017570
obj = -1133.703622, rho = 1.417146
nSV = 85, nBSV = 0
Total nSV = 85
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.006882
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*..*
optimization finished, #iter = 1019
nu = 0.016000
obj = -1192.139644, rho = 0.966388
nSV = 90, nBSV = 0
Total nSV = 90
...*..*
optimization finished, #iter = 961
nu = 0.014257
obj = -1062.215333, rho = 0.136509
nSV = 87, nBSV = 0
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.014465
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 864
nu = 0.015296
obj = -1133.703622, rho = 1.417146
nSV = 85, nBSV = 0
Total nSV = 85
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.005991
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*..*
optimization finished, #iter = 1019
nu = 0.013929
obj = -1192.139644, rho = 0.966388
nSV = 90, nBSV = 0
Total nSV = 90
...*..*
optimization finished, #iter = 961
nu = 0.012411
obj = -1062.215333, rho = 0.136509
nSV = 87, nBSV = 0
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.012593
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 864
nu = 0.013316
obj = -1133.703622, rho = 1.417146
nSV = 85, nBSV = 0
Total nSV = 85
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 659
nu = 0.005216
obj = -515.436678, rho = 0.338970
nSV = 79, nBSV = 0
Total nSV = 79
...*..*
optimization finished, #iter = 1019
nu = 0.012126
obj = -1192.139644, rho = 0.966388
nSV = 90, nBSV = 0
Total nSV = 90
...*..*
optimization finished, #iter = 961
nu = 0.010804
obj = -1062.215333, rho = 0.136509
nSV = 87, nBSV = 0
Total nSV = 87
...*..*
optimization finished, #iter = 969
nu = 0.010962
obj = -1077.772755, rho = 0.368896
nSV = 79, nBSV = 0
Total nSV = 79
...*.*
optimization finished, #iter = 864
nu = 0.011592
obj = -1133.703622, rho = 1.417146
nSV = 85, nBSV = 0
Total nSV = 85
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.165558, rho = 0.987286
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.165520, rho = 0.987787
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.165507, rho = 0.985651
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.165552, rho = 0.987291
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.163557, rho = 0.987480
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.190102, rho = 0.985395
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190052, rho = 0.985971
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190035, rho = 0.983517
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190095, rho = 0.985401
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.187796, rho = 0.985618
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.218265, rho = 0.983224
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.218199, rho = 0.983885
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.218177, rho = 0.981067
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218256, rho = 0.983230
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.215606, rho = 0.983479
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.250583, rho = 0.980729
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.250496, rho = 0.981281
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.250466, rho = 0.978252
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250570, rho = 0.980737
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.247514, rho = 0.981023
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.287664, rho = 0.977864
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.287549, rho = 0.978497
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.287511, rho = 0.975018
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.287649, rho = 0.977793
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.284121, rho = 0.978201
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.330197, rho = 0.974573
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.330045, rho = 0.975300
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.329995, rho = 0.971358
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330178, rho = 0.974492
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.326102, rho = 0.974960
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.378997, rho = 0.970791
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.378797, rho = 0.971626
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.378731, rho = 0.967098
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.378972, rho = 0.970697
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.374261, rho = 0.971235
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.434937, rho = 0.966448
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.434674, rho = 0.967407
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.434586, rho = 0.962205
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.434904, rho = 0.966340
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.429455, rho = 0.966958
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.499063, rho = 0.961459
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.498715, rho = 0.962561
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.498600, rho = 0.956586
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.499019, rho = 0.961336
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.492710, rho = 0.962045
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.572554, rho = 0.955271
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.572095, rho = 0.956994
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.571942, rho = 0.950130
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.572496, rho = 0.955586
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.565182, rho = 0.956402
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.656750, rho = 0.948620
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.656144, rho = 0.950599
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.655943, rho = 0.942714
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.656673, rho = 0.948982
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.648184, rho = 0.949918
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.753147, rho = 0.940980
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.752348, rho = 0.943139
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.752080, rho = 0.934253
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.753046, rho = 0.941396
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.743179, rho = 0.942472
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.863485, rho = 0.932204
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.862430, rho = 0.934684
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.862079, rho = 0.924659
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.863352, rho = 0.932682
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.851865, rho = 0.933918
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.989717, rho = 0.922122
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.988327, rho = 0.925183
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.987863, rho = 0.913455
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.989541, rho = 0.922671
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.976145, rho = 0.924091
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.134010, rho = 0.910680
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.132177, rho = 0.914058
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.131570, rho = 0.900532
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.133779, rho = 0.911173
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.118125, rho = 0.912803
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.298840, rho = 0.897399
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.296422, rho = 0.901279
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.295621, rho = 0.885741
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.298535, rho = 0.897965
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.280203, rho = 0.899838
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.486974, rho = 0.881960
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.483782, rho = 0.886599
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.482724, rho = 0.868744
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.486570, rho = 0.882792
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.465050, rho = 0.884944
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.701541, rho = 0.864403
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.697329, rho = 0.869746
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.695933, rho = 0.849221
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.701008, rho = 0.865359
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.675677, rho = 0.867830
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.945859, rho = 0.844239
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.940301, rho = 0.850376
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.938459, rho = 0.826846
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.945156, rho = 0.845337
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.915253, rho = 0.848176
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.223573, rho = 0.821090
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.216241, rho = 0.828139
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.213811, rho = 0.800991
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.222646, rho = 0.822351
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.879581
obj = -2.187237, rho = 0.825612
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.539116, rho = 0.794752
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.529440, rho = 0.802578
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.526234, rho = 0.771524
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.537891, rho = 0.795930
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.495814, rho = 0.799675
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.896608, rho = 0.764237
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.883840, rho = 0.773227
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -2.879611, rho = 0.737592
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.894992, rho = 0.765590
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.844810, rho = 0.769892
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.300954, rho = 0.729178
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.284107, rho = 0.739504
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -3.278527, rho = 0.698570
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.298832, rho = 0.731477
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.238738, rho = 0.735674
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -3.757009, rho = 0.688903
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.734778, rho = 0.700765
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -3.727415, rho = 0.653858
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.754208, rho = 0.691544
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.681955, rho = 0.696365
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.269760, rho = 0.642683
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -4.240425, rho = 0.656444
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -4.230709, rho = 0.602381
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.266063, rho = 0.645672
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.178814, rho = 0.651210
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -4.843965, rho = 0.589555
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -4.805259, rho = 0.605362
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.792439, rho = 0.543260
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.839088, rho = 0.592988
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.733258, rho = 0.599350
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -5.484249, rho = 0.528520
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -5.433176, rho = 0.546678
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -5.416258, rho = 0.475295
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -5.477813, rho = 0.532464
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.348843, rho = 0.539772
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 61.25%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.194169, rho = 0.458410
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -6.126777, rho = 0.479325
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.104455, rho = 0.397323
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -6.185677, rho = 0.462940
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.027763, rho = 0.471335
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 65.4167%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -6.975817, rho = 0.377884
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -6.886893, rho = 0.401808
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -6.857441, rho = 0.307660
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.964612, rho = 0.383088
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.770333, rho = 0.392731
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 70.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -7.829220, rho = 0.285379
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.711887, rho = 0.312941
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -7.673025, rho = 0.204815
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -7.814436, rho = 0.291448
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.574265, rho = 0.302434
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 79.1667%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -8.750862, rho = 0.179110
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.876305
obj = -8.598075, rho = 0.235169
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.873684
obj = -8.548696, rho = 0.124584
nSV = 170, nBSV = 164
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.883068
obj = -8.731511, rho = 0.194517
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.869332
obj = -8.436090, rho = 0.242887
nSV = 168, nBSV = 164
Total nSV = 168
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 88
nu = 0.860104
obj = -9.752022, rho = 0.130780
nSV = 167, nBSV = 164
Total nSV = 167
*
optimization finished, #iter = 88
nu = 0.847144
obj = -9.579397, rho = 0.213465
nSV = 166, nBSV = 161
Total nSV = 166
*
optimization finished, #iter = 96
nu = 0.845569
obj = -9.518872, rho = 0.089840
nSV = 167, nBSV = 158
Total nSV = 167
*
optimization finished, #iter = 92
nu = 0.856189
obj = -9.739647, rho = 0.169397
nSV = 168, nBSV = 162
Total nSV = 168
*
optimization finished, #iter = 89
nu = 0.840899
obj = -9.388818, rho = 0.220835
nSV = 164, nBSV = 158
Total nSV = 164
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 88
nu = 0.837502
obj = -10.855465, rho = 0.093912
nSV = 165, nBSV = 159
Total nSV = 165
*
optimization finished, #iter = 86
nu = 0.824776
obj = -10.669999, rho = 0.185581
nSV = 160, nBSV = 156
Total nSV = 160
*
optimization finished, #iter = 98
nu = 0.821713
obj = -10.596503, rho = 0.044984
nSV = 162, nBSV = 154
Total nSV = 162
*
optimization finished, #iter = 85
nu = 0.835249
obj = -10.861295, rho = 0.146766
nSV = 163, nBSV = 159
Total nSV = 163
*
optimization finished, #iter = 85
nu = 0.818692
obj = -10.439816, rho = 0.186827
nSV = 160, nBSV = 155
Total nSV = 160
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.812366
obj = -12.079532, rho = 0.063224
nSV = 159, nBSV = 153
Total nSV = 159
*
optimization finished, #iter = 81
nu = 0.802186
obj = -11.876512, rho = 0.158807
nSV = 156, nBSV = 153
Total nSV = 156
*
optimization finished, #iter = 86
nu = 0.793524
obj = -11.799419, rho = 0.026554
nSV = 156, nBSV = 150
Total nSV = 156
*
optimization finished, #iter = 85
nu = 0.813969
obj = -12.098242, rho = 0.114743
nSV = 159, nBSV = 154
Total nSV = 159
*
optimization finished, #iter = 88
nu = 0.795812
obj = -11.605991, rho = 0.151850
nSV = 154, nBSV = 149
Total nSV = 154
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.788093
obj = -13.440648, rho = 0.041400
nSV = 156, nBSV = 149
Total nSV = 156
*
optimization finished, #iter = 90
nu = 0.784407
obj = -13.206422, rho = 0.106662
nSV = 153, nBSV = 146
Total nSV = 153
*
optimization finished, #iter = 84
nu = 0.770973
obj = -13.136673, rho = -0.016155
nSV = 151, nBSV = 146
Total nSV = 151
*
optimization finished, #iter = 84
nu = 0.792999
obj = -13.465532, rho = 0.071916
nSV = 155, nBSV = 149
Total nSV = 155
*
optimization finished, #iter = 93
nu = 0.773911
obj = -12.886446, rho = 0.112867
nSV = 152, nBSV = 143
Total nSV = 152
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.765747
obj = -14.944857, rho = 0.015685
nSV = 151, nBSV = 142
Total nSV = 151
*
optimization finished, #iter = 88
nu = 0.758666
obj = -14.668802, rho = 0.086796
nSV = 150, nBSV = 140
Total nSV = 150
*
optimization finished, #iter = 80
nu = 0.751285
obj = -14.616559, rho = -0.034375
nSV = 146, nBSV = 141
Total nSV = 146
*
optimization finished, #iter = 84
nu = 0.769735
obj = -14.978787, rho = 0.046801
nSV = 151, nBSV = 146
Total nSV = 151
*
optimization finished, #iter = 92
nu = 0.746073
obj = -14.304770, rho = 0.093305
nSV = 147, nBSV = 137
Total nSV = 147
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.737584
obj = -16.622733, rho = 0.006787
nSV = 147, nBSV = 137
Total nSV = 147
*
optimization finished, #iter = 84
nu = 0.729720
obj = -16.306070, rho = 0.067804
nSV = 146, nBSV = 136
Total nSV = 146
*
optimization finished, #iter = 87
nu = 0.726391
obj = -16.255958, rho = -0.032450
nSV = 145, nBSV = 134
Total nSV = 145
*
optimization finished, #iter = 98
nu = 0.750335
obj = -16.646566, rho = 0.029454
nSV = 147, nBSV = 135
Total nSV = 147
*
optimization finished, #iter = 92
nu = 0.721120
obj = -15.880926, rho = 0.072399
nSV = 145, nBSV = 132
Total nSV = 145
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.714110
obj = -18.496553, rho = -0.004103
nSV = 142, nBSV = 131
Total nSV = 142
*
optimization finished, #iter = 83
nu = 0.707489
obj = -18.132582, rho = 0.054875
nSV = 140, nBSV = 131
Total nSV = 140
*
optimization finished, #iter = 86
nu = 0.702745
obj = -18.084093, rho = -0.032603
nSV = 140, nBSV = 130
Total nSV = 140
*
optimization finished, #iter = 99
nu = 0.723519
obj = -18.494238, rho = 0.029425
nSV = 146, nBSV = 133
Total nSV = 146
*
optimization finished, #iter = 86
nu = 0.696143
obj = -17.637222, rho = 0.093231
nSV = 137, nBSV = 129
Total nSV = 137
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 93
nu = 0.691002
obj = -20.584750, rho = 0.003527
nSV = 139, nBSV = 128
Total nSV = 139
*
optimization finished, #iter = 88
nu = 0.685965
obj = -20.153962, rho = 0.044007
nSV = 136, nBSV = 125
Total nSV = 136
*
optimization finished, #iter = 90
nu = 0.679170
obj = -20.125212, rho = -0.036948
nSV = 136, nBSV = 124
Total nSV = 136
*
optimization finished, #iter = 104
nu = 0.698735
obj = -20.555190, rho = 0.038523
nSV = 142, nBSV = 129
Total nSV = 142
*
optimization finished, #iter = 86
nu = 0.674290
obj = -19.583425, rho = 0.079122
nSV = 133, nBSV = 123
Total nSV = 133
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 91
nu = 0.670749
obj = -22.907296, rho = 0.005866
nSV = 136, nBSV = 124
Total nSV = 136
*
optimization finished, #iter = 86
nu = 0.662568
obj = -22.404524, rho = 0.040154
nSV = 134, nBSV = 122
Total nSV = 134
*
optimization finished, #iter = 89
nu = 0.660229
obj = -22.393695, rho = -0.060257
nSV = 132, nBSV = 122
Total nSV = 132
*
optimization finished, #iter = 98
nu = 0.677205
obj = -22.847226, rho = 0.052158
nSV = 137, nBSV = 124
Total nSV = 137
*
optimization finished, #iter = 88
nu = 0.651044
obj = -21.744338, rho = 0.075769
nSV = 131, nBSV = 118
Total nSV = 131
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 92
nu = 0.651192
obj = -25.483515, rho = 0.003744
nSV = 130, nBSV = 118
Total nSV = 130
*
optimization finished, #iter = 88
nu = 0.645791
obj = -24.887705, rho = 0.010131
nSV = 129, nBSV = 114
Total nSV = 129
*
optimization finished, #iter = 89
nu = 0.639521
obj = -24.908514, rho = -0.066904
nSV = 131, nBSV = 116
Total nSV = 131
*
optimization finished, #iter = 98
nu = 0.657796
obj = -25.379880, rho = 0.044522
nSV = 131, nBSV = 118
Total nSV = 131
*
optimization finished, #iter = 82
nu = 0.628658
obj = -24.146931, rho = 0.076682
nSV = 127, nBSV = 113
Total nSV = 127
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 91
nu = 0.630562
obj = -28.345599, rho = -0.011342
nSV = 128, nBSV = 113
Total nSV = 128
*
optimization finished, #iter = 84
nu = 0.622445
obj = -27.639079, rho = 0.008060
nSV = 127, nBSV = 113
Total nSV = 127
*
optimization finished, #iter = 90
nu = 0.619280
obj = -27.701493, rho = -0.061968
nSV = 126, nBSV = 110
Total nSV = 126
*
optimization finished, #iter = 98
nu = 0.634337
obj = -28.188388, rho = 0.056498
nSV = 130, nBSV = 113
Total nSV = 130
*
optimization finished, #iter = 91
nu = 0.609458
obj = -26.807112, rho = 0.079240
nSV = 122, nBSV = 103
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 97
nu = 0.609822
obj = -31.525548, rho = -0.016430
nSV = 127, nBSV = 107
Total nSV = 127
*
optimization finished, #iter = 94
nu = 0.600980
obj = -30.707302, rho = 0.022792
nSV = 123, nBSV = 107
Total nSV = 123
*
optimization finished, #iter = 99
nu = 0.598948
obj = -30.814340, rho = -0.042830
nSV = 125, nBSV = 106
Total nSV = 125
*
optimization finished, #iter = 99
nu = 0.613008
obj = -31.323065, rho = 0.078188
nSV = 127, nBSV = 109
Total nSV = 127
*
optimization finished, #iter = 102
nu = 0.586911
obj = -29.767750, rho = 0.085163
nSV = 122, nBSV = 98
Total nSV = 122
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 105
nu = 0.588301
obj = -35.081886, rho = 0.001436
nSV = 125, nBSV = 102
Total nSV = 125
*
optimization finished, #iter = 93
nu = 0.581318
obj = -34.124876, rho = 0.044289
nSV = 119, nBSV = 101
Total nSV = 119
*
optimization finished, #iter = 95
nu = 0.579140
obj = -34.285373, rho = -0.031940
nSV = 120, nBSV = 102
Total nSV = 120
*
optimization finished, #iter = 102
nu = 0.592284
obj = -34.807607, rho = 0.090986
nSV = 124, nBSV = 101
Total nSV = 124
*
optimization finished, #iter = 110
nu = 0.565401
obj = -33.076518, rho = 0.095461
nSV = 120, nBSV = 94
Total nSV = 120
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 104
nu = 0.570061
obj = -39.054505, rho = 0.029705
nSV = 122, nBSV = 100
Total nSV = 122
*
optimization finished, #iter = 105
nu = 0.561610
obj = -37.921311, rho = 0.065203
nSV = 119, nBSV = 94
Total nSV = 119
*
optimization finished, #iter = 89
nu = 0.561764
obj = -38.151964, rho = -0.006553
nSV = 116, nBSV = 100
Total nSV = 116
*
optimization finished, #iter = 100
nu = 0.570826
obj = -38.700919, rho = 0.094259
nSV = 122, nBSV = 99
Total nSV = 122
*
optimization finished, #iter = 127
nu = 0.544538
obj = -36.781136, rho = 0.109402
nSV = 119, nBSV = 87
Total nSV = 119
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 104
nu = 0.552871
obj = -43.470218, rho = 0.063664
nSV = 121, nBSV = 95
Total nSV = 121
*
optimization finished, #iter = 116
nu = 0.542120
obj = -42.157507, rho = 0.079003
nSV = 118, nBSV = 88
Total nSV = 118
*
optimization finished, #iter = 98
nu = 0.546116
obj = -42.426751, rho = 0.026309
nSV = 112, nBSV = 92
Total nSV = 112
*
optimization finished, #iter = 102
nu = 0.552073
obj = -43.050015, rho = 0.096394
nSV = 119, nBSV = 96
Total nSV = 119
*
optimization finished, #iter = 134
nu = 0.525701
obj = -40.932551, rho = 0.136889
nSV = 116, nBSV = 83
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 113
nu = 0.535914
obj = -48.384433, rho = 0.089854
nSV = 119, nBSV = 93
Total nSV = 119
*
optimization finished, #iter = 124
nu = 0.523496
obj = -46.891036, rho = 0.087017
nSV = 114, nBSV = 85
Total nSV = 114
*
optimization finished, #iter = 101
nu = 0.528589
obj = -47.167479, rho = 0.042745
nSV = 110, nBSV = 88
Total nSV = 110
*
optimization finished, #iter = 109
nu = 0.536030
obj = -47.881953, rho = 0.097423
nSV = 116, nBSV = 92
Total nSV = 116
*
optimization finished, #iter = 134
nu = 0.507469
obj = -45.581466, rho = 0.158700
nSV = 116, nBSV = 80
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 112
nu = 0.519167
obj = -53.853663, rho = 0.102339
nSV = 114, nBSV = 87
Total nSV = 114
*
optimization finished, #iter = 114
nu = 0.507429
obj = -52.163097, rho = 0.078571
nSV = 112, nBSV = 82
Total nSV = 112
*
optimization finished, #iter = 119
nu = 0.510206
obj = -52.449322, rho = 0.047643
nSV = 109, nBSV = 81
Total nSV = 109
*
optimization finished, #iter = 108
nu = 0.520111
obj = -53.228013, rho = 0.101531
nSV = 112, nBSV = 86
Total nSV = 112
*
optimization finished, #iter = 146
nu = 0.491770
obj = -50.786006, rho = 0.174198
nSV = 114, nBSV = 79
Total nSV = 114
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 111
nu = 0.504705
obj = -59.925284, rho = 0.117000
nSV = 114, nBSV = 85
Total nSV = 114
*
optimization finished, #iter = 126
nu = 0.491968
obj = -58.016018, rho = 0.077138
nSV = 108, nBSV = 79
Total nSV = 108
*
optimization finished, #iter = 126
nu = 0.493817
obj = -58.348764, rho = 0.037601
nSV = 108, nBSV = 78
Total nSV = 108
*
optimization finished, #iter = 112
nu = 0.502764
obj = -59.165068, rho = 0.099154
nSV = 112, nBSV = 81
Total nSV = 112
*
optimization finished, #iter = 155
nu = 0.477058
obj = -56.579719, rho = 0.180700
nSV = 112, nBSV = 73
Total nSV = 112
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 121
nu = 0.491270
obj = -66.627607, rho = 0.133902
nSV = 113, nBSV = 83
Total nSV = 113
*
optimization finished, #iter = 134
nu = 0.476853
obj = -64.505824, rho = 0.079398
nSV = 108, nBSV = 73
Total nSV = 108
*
optimization finished, #iter = 121
nu = 0.478053
obj = -64.912738, rho = 0.038835
nSV = 106, nBSV = 75
Total nSV = 106
*
optimization finished, #iter = 124
nu = 0.486191
obj = -65.778438, rho = 0.095593
nSV = 111, nBSV = 78
Total nSV = 111
*
optimization finished, #iter = 154
nu = 0.462533
obj = -63.039132, rho = 0.189158
nSV = 111, nBSV = 69
Total nSV = 111
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 115
nu = 0.479005
obj = -73.990076, rho = 0.150107
nSV = 112, nBSV = 80
Total nSV = 112
*
optimization finished, #iter = 148
nu = 0.462581
obj = -71.704269, rho = 0.082132
nSV = 108, nBSV = 71
Total nSV = 108
*
optimization finished, #iter = 131
nu = 0.463715
obj = -72.207782, rho = 0.037300
nSV = 107, nBSV = 73
Total nSV = 107
*
optimization finished, #iter = 137
nu = 0.471025
obj = -73.130236, rho = 0.091999
nSV = 110, nBSV = 75
Total nSV = 110
*
optimization finished, #iter = 148
nu = 0.448661
obj = -70.240748, rho = 0.211030
nSV = 111, nBSV = 67
Total nSV = 111
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 142
nu = 0.466550
obj = -82.039552, rho = 0.153697
nSV = 110, nBSV = 75
Total nSV = 110
*
optimization finished, #iter = 144
nu = 0.449826
obj = -79.650806, rho = 0.085181
nSV = 108, nBSV = 70
Total nSV = 108
*
optimization finished, #iter = 124
nu = 0.451540
obj = -80.271736, rho = 0.034285
nSV = 102, nBSV = 69
Total nSV = 102
*
optimization finished, #iter = 155
nu = 0.458104
obj = -81.262396, rho = 0.088214
nSV = 110, nBSV = 71
Total nSV = 110
*
optimization finished, #iter = 186
nu = 0.435826
obj = -78.250468, rho = 0.225322
nSV = 112, nBSV = 62
Total nSV = 112
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 132
nu = 0.454674
obj = -90.806274, rho = 0.137745
nSV = 107, nBSV = 71
Total nSV = 107
*
optimization finished, #iter = 160
nu = 0.437712
obj = -88.376188, rho = 0.084041
nSV = 106, nBSV = 68
Total nSV = 106
*
optimization finished, #iter = 152
nu = 0.439424
obj = -89.124473, rho = 0.028961
nSV = 102, nBSV = 64
Total nSV = 102
*
optimization finished, #iter = 143
nu = 0.446391
obj = -90.190691, rho = 0.069013
nSV = 107, nBSV = 71
Total nSV = 107
*
optimization finished, #iter = 182
nu = 0.423550
obj = -87.146867, rho = 0.232462
nSV = 109, nBSV = 59
Total nSV = 109
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 148
nu = 0.442687
obj = -100.294680, rho = 0.129888
nSV = 105, nBSV = 68
Total nSV = 105
*
optimization finished, #iter = 181
nu = 0.425586
obj = -97.928541, rho = 0.095440
nSV = 106, nBSV = 63
Total nSV = 106
*
optimization finished, #iter = 150
nu = 0.426959
obj = -98.848396, rho = 0.014294
nSV = 101, nBSV = 62
Total nSV = 101
*
optimization finished, #iter = 173
nu = 0.435580
obj = -99.909296, rho = 0.043726
nSV = 104, nBSV = 64
Total nSV = 104
*.*
optimization finished, #iter = 205
nu = 0.412376
obj = -96.996835, rho = 0.243161
nSV = 108, nBSV = 57
Total nSV = 108
Cross Validation Accuracy = 80.4167%
*
optimization finished, #iter = 185
nu = 0.429505
obj = -110.535568, rho = 0.134383
nSV = 105, nBSV = 64
Total nSV = 105
*
optimization finished, #iter = 187
nu = 0.413258
obj = -108.360022, rho = 0.118862
nSV = 105, nBSV = 57
Total nSV = 105
*
optimization finished, #iter = 174
nu = 0.413582
obj = -109.536362, rho = 0.010393
nSV = 99, nBSV = 59
Total nSV = 99
*.*
optimization finished, #iter = 210
nu = 0.423075
obj = -110.480446, rho = 0.039252
nSV = 105, nBSV = 59
Total nSV = 105
*.*
optimization finished, #iter = 208
nu = 0.402141
obj = -107.845241, rho = 0.257381
nSV = 106, nBSV = 55
Total nSV = 106
Cross Validation Accuracy = 80%
*.*
optimization finished, #iter = 207
nu = 0.414938
obj = -121.600367, rho = 0.148456
nSV = 104, nBSV = 59
Total nSV = 104
*.*
optimization finished, #iter = 205
nu = 0.401042
obj = -119.724084, rho = 0.141165
nSV = 103, nBSV = 53
Total nSV = 103
*
optimization finished, #iter = 182
nu = 0.400849
obj = -121.281465, rho = 0.011215
nSV = 99, nBSV = 56
Total nSV = 99
*.*
optimization finished, #iter = 205
nu = 0.408794
obj = -122.019391, rho = 0.039456
nSV = 107, nBSV = 56
Total nSV = 107
*.*
optimization finished, #iter = 216
nu = 0.392056
obj = -119.744263, rho = 0.284557
nSV = 103, nBSV = 54
Total nSV = 103
Cross Validation Accuracy = 79.1667%
*.*
optimization finished, #iter = 218
nu = 0.400235
obj = -133.575614, rho = 0.157700
nSV = 102, nBSV = 55
Total nSV = 102
*.*
optimization finished, #iter = 225
nu = 0.388706
obj = -132.069140, rho = 0.150861
nSV = 103, nBSV = 49
Total nSV = 103
*
optimization finished, #iter = 163
nu = 0.389273
obj = -134.111339, rho = 0.008899
nSV = 99, nBSV = 54
Total nSV = 99
*.*
optimization finished, #iter = 205
nu = 0.395735
obj = -134.620382, rho = 0.027624
nSV = 105, nBSV = 54
Total nSV = 105
*.*
optimization finished, #iter = 236
nu = 0.382388
obj = -132.727386, rho = 0.309080
nSV = 103, nBSV = 49
Total nSV = 103
Cross Validation Accuracy = 79.5833%
*.*
optimization finished, #iter = 231
nu = 0.386297
obj = -146.455795, rho = 0.157711
nSV = 102, nBSV = 50
Total nSV = 102
*.*
optimization finished, #iter = 228
nu = 0.376213
obj = -145.440031, rho = 0.161812
nSV = 102, nBSV = 47
Total nSV = 102
*
optimization finished, #iter = 176
nu = 0.378360
obj = -148.037956, rho = 0.006985
nSV = 97, nBSV = 52
Total nSV = 97
*.*
optimization finished, #iter = 235
nu = 0.383543
obj = -148.264541, rho = 0.020518
nSV = 102, nBSV = 50
Total nSV = 102
*.*
optimization finished, #iter = 263
nu = 0.372728
obj = -146.833551, rho = 0.325517
nSV = 103, nBSV = 48
Total nSV = 103
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 274
nu = 0.372595
obj = -160.232067, rho = 0.153159
nSV = 102, nBSV = 44
Total nSV = 102
*.*
optimization finished, #iter = 250
nu = 0.364466
obj = -159.855780, rho = 0.169065
nSV = 103, nBSV = 45
Total nSV = 103
*.*
optimization finished, #iter = 208
nu = 0.367436
obj = -163.044260, rho = 0.010017
nSV = 97, nBSV = 49
Total nSV = 97
*.*
optimization finished, #iter = 215
nu = 0.370982
obj = -162.971952, rho = 0.017301
nSV = 99, nBSV = 46
Total nSV = 99
.*
optimization finished, #iter = 291
nu = 0.363241
obj = -162.060622, rho = 0.334184
nSV = 104, nBSV = 44
Total nSV = 104
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 282
nu = 0.358052
obj = -174.900501, rho = 0.152536
nSV = 101, nBSV = 40
Total nSV = 101
.*
optimization finished, #iter = 281
nu = 0.353146
obj = -175.240163, rho = 0.169950
nSV = 104, nBSV = 40
Total nSV = 104
*.*
optimization finished, #iter = 220
nu = 0.356890
obj = -179.121693, rho = 0.014613
nSV = 94, nBSV = 45
Total nSV = 94
.*
optimization finished, #iter = 255
nu = 0.358787
obj = -178.766205, rho = 0.011474
nSV = 98, nBSV = 43
Total nSV = 98
.*
optimization finished, #iter = 298
nu = 0.353951
obj = -178.357444, rho = 0.327105
nSV = 102, nBSV = 40
Total nSV = 102
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 280
nu = 0.344299
obj = -190.471093, rho = 0.149080
nSV = 99, nBSV = 40
Total nSV = 99
.*
optimization finished, #iter = 289
nu = 0.342402
obj = -191.515744, rho = 0.176267
nSV = 101, nBSV = 41
Total nSV = 101
*.*
optimization finished, #iter = 239
nu = 0.345019
obj = -196.254442, rho = 0.014805
nSV = 94, nBSV = 40
Total nSV = 94
.*
optimization finished, #iter = 282
nu = 0.346823
obj = -195.575616, rho = 0.015970
nSV = 98, nBSV = 40
Total nSV = 98
.*
optimization finished, #iter = 303
nu = 0.344585
obj = -195.641145, rho = 0.310153
nSV = 100, nBSV = 38
Total nSV = 100
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 319
nu = 0.332152
obj = -206.714186, rho = 0.135803
nSV = 99, nBSV = 38
Total nSV = 99
.*
optimization finished, #iter = 322
nu = 0.330391
obj = -208.507521, rho = 0.171674
nSV = 100, nBSV = 35
Total nSV = 100
.*
optimization finished, #iter = 288
nu = 0.333106
obj = -214.452557, rho = 0.028261
nSV = 94, nBSV = 36
Total nSV = 94
.*
optimization finished, #iter = 285
nu = 0.334764
obj = -213.323291, rho = 0.029463
nSV = 95, nBSV = 37
Total nSV = 95
.*
optimization finished, #iter = 305
nu = 0.333525
obj = -213.870784, rho = 0.313791
nSV = 98, nBSV = 34
Total nSV = 98
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 314
nu = 0.319478
obj = -223.386447, rho = 0.136600
nSV = 99, nBSV = 36
Total nSV = 99
.*
optimization finished, #iter = 346
nu = 0.316686
obj = -226.322636, rho = 0.157927
nSV = 101, nBSV = 31
Total nSV = 101
.*
optimization finished, #iter = 289
nu = 0.321362
obj = -233.657896, rho = 0.043358
nSV = 96, nBSV = 37
Total nSV = 96
.*
optimization finished, #iter = 323
nu = 0.320616
obj = -232.072326, rho = 0.050126
nSV = 94, nBSV = 33
Total nSV = 94
.*
optimization finished, #iter = 364
nu = 0.320216
obj = -233.139362, rho = 0.317388
nSV = 97, nBSV = 29
Total nSV = 97
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 338
nu = 0.304617
obj = -240.402430, rho = 0.158145
nSV = 97, nBSV = 32
Total nSV = 97
.*
optimization finished, #iter = 365
nu = 0.303308
obj = -244.968387, rho = 0.151600
nSV = 101, nBSV = 30
Total nSV = 101
.*
optimization finished, #iter = 366
nu = 0.310259
obj = -253.612470, rho = 0.065112
nSV = 95, nBSV = 30
Total nSV = 95
.*
optimization finished, #iter = 330
nu = 0.308025
obj = -251.809331, rho = 0.063444
nSV = 93, nBSV = 31
Total nSV = 93
.*.*
optimization finished, #iter = 422
nu = 0.306515
obj = -253.622519, rho = 0.338769
nSV = 100, nBSV = 27
Total nSV = 100
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 329
nu = 0.290555
obj = -257.738491, rho = 0.188595
nSV = 96, nBSV = 33
Total nSV = 96
.*
optimization finished, #iter = 380
nu = 0.290597
obj = -264.149547, rho = 0.152685
nSV = 101, nBSV = 28
Total nSV = 101
.*.*
optimization finished, #iter = 396
nu = 0.295817
obj = -274.325842, rho = 0.077845
nSV = 94, nBSV = 26
Total nSV = 94
.*
optimization finished, #iter = 304
nu = 0.295500
obj = -272.244406, rho = 0.078318
nSV = 94, nBSV = 30
Total nSV = 94
.*.*
optimization finished, #iter = 421
nu = 0.291852
obj = -275.431961, rho = 0.367107
nSV = 103, nBSV = 26
Total nSV = 103
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 396
nu = 0.276386
obj = -274.928813, rho = 0.223005
nSV = 93, nBSV = 26
Total nSV = 93
.*
optimization finished, #iter = 368
nu = 0.276329
obj = -283.740252, rho = 0.154021
nSV = 99, nBSV = 24
Total nSV = 99
.*
optimization finished, #iter = 373
nu = 0.281573
obj = -296.050556, rho = 0.088847
nSV = 94, nBSV = 25
Total nSV = 94
.*.*
optimization finished, #iter = 398
nu = 0.283037
obj = -293.096358, rho = 0.088938
nSV = 95, nBSV = 27
Total nSV = 95
.*.*
optimization finished, #iter = 421
nu = 0.278070
obj = -298.686516, rho = 0.385366
nSV = 104, nBSV = 25
Total nSV = 104
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 411
nu = 0.260482
obj = -291.923209, rho = 0.282319
nSV = 93, nBSV = 22
Total nSV = 93
.*.*
optimization finished, #iter = 457
nu = 0.261206
obj = -303.799015, rho = 0.148870
nSV = 102, nBSV = 20
Total nSV = 102
.*.*
optimization finished, #iter = 442
nu = 0.267873
obj = -318.524679, rho = 0.103336
nSV = 93, nBSV = 22
Total nSV = 93
.*.*
optimization finished, #iter = 409
nu = 0.267503
obj = -314.398484, rho = 0.110865
nSV = 97, nBSV = 22
Total nSV = 97
.*.*
optimization finished, #iter = 448
nu = 0.265788
obj = -323.115595, rho = 0.397960
nSV = 103, nBSV = 23
Total nSV = 103
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 412
nu = 0.244101
obj = -308.752432, rho = 0.312672
nSV = 92, nBSV = 21
Total nSV = 92
.*.*
optimization finished, #iter = 479
nu = 0.245083
obj = -324.517107, rho = 0.161876
nSV = 101, nBSV = 17
Total nSV = 101
.*.*
optimization finished, #iter = 392
nu = 0.254434
obj = -341.586710, rho = 0.139558
nSV = 93, nBSV = 21
Total nSV = 93
.*.*
optimization finished, #iter = 458
nu = 0.250295
obj = -336.747689, rho = 0.138965
nSV = 97, nBSV = 19
Total nSV = 97
.*.*
optimization finished, #iter = 431
nu = 0.253924
obj = -348.422709, rho = 0.410169
nSV = 102, nBSV = 22
Total nSV = 102
Cross Validation Accuracy = 80.8333%
.*.*
optimization finished, #iter = 398
nu = 0.228728
obj = -325.045215, rho = 0.338634
nSV = 91, nBSV = 19
Total nSV = 91
.*.*
optimization finished, #iter = 559
nu = 0.228321
obj = -346.196635, rho = 0.178362
nSV = 102, nBSV = 13
Total nSV = 102
.*.*
optimization finished, #iter = 409
nu = 0.241958
obj = -364.710774, rho = 0.167717
nSV = 93, nBSV = 19
Total nSV = 93
.*.*
optimization finished, #iter = 497
nu = 0.234279
obj = -360.435436, rho = 0.169703
nSV = 96, nBSV = 17
Total nSV = 96
.*.*
optimization finished, #iter = 484
nu = 0.241789
obj = -374.272475, rho = 0.429518
nSV = 103, nBSV = 19
Total nSV = 103
Cross Validation Accuracy = 80%
.*.*
optimization finished, #iter = 425
nu = 0.214175
obj = -340.323721, rho = 0.364436
nSV = 90, nBSV = 18
Total nSV = 90
..*
optimization finished, #iter = 557
nu = 0.212931
obj = -369.049032, rho = 0.202758
nSV = 98, nBSV = 13
Total nSV = 98
.*.*
optimization finished, #iter = 470
nu = 0.228216
obj = -387.592016, rho = 0.185464
nSV = 91, nBSV = 16
Total nSV = 91
.*.*
optimization finished, #iter = 512
nu = 0.219437
obj = -385.370123, rho = 0.198870
nSV = 96, nBSV = 17
Total nSV = 96
.*.*
optimization finished, #iter = 502
nu = 0.228998
obj = -400.710389, rho = 0.440436
nSV = 100, nBSV = 17
Total nSV = 100
Cross Validation Accuracy = 79.5833%
.*.*
optimization finished, #iter = 458
nu = 0.200009
obj = -353.855761, rho = 0.386757
nSV = 87, nBSV = 12
Total nSV = 87
..*.*
optimization finished, #iter = 594
nu = 0.199579
obj = -392.776900, rho = 0.244025
nSV = 98, nBSV = 13
Total nSV = 98
.*.*
optimization finished, #iter = 489
nu = 0.213348
obj = -410.461422, rho = 0.187236
nSV = 92, nBSV = 12
Total nSV = 92
.*.*
optimization finished, #iter = 495
nu = 0.204528
obj = -411.520578, rho = 0.221679
nSV = 96, nBSV = 15
Total nSV = 96
.*.*
optimization finished, #iter = 512
nu = 0.217295
obj = -427.311799, rho = 0.450094
nSV = 97, nBSV = 15
Total nSV = 97
Cross Validation Accuracy = 79.1667%
.*.*
optimization finished, #iter = 494
nu = 0.182940
obj = -365.763962, rho = 0.381228
nSV = 87, nBSV = 9
Total nSV = 87
..*.*
optimization finished, #iter = 614
nu = 0.185658
obj = -416.948058, rho = 0.234521
nSV = 97, nBSV = 9
Total nSV = 97
.*.*
optimization finished, #iter = 499
nu = 0.197448
obj = -433.763398, rho = 0.149050
nSV = 91, nBSV = 10
Total nSV = 91
.*.*
optimization finished, #iter = 484
nu = 0.190615
obj = -439.305692, rho = 0.238976
nSV = 94, nBSV = 14
Total nSV = 94
..*
optimization finished, #iter = 558
nu = 0.205372
obj = -453.444755, rho = 0.427471
nSV = 99, nBSV = 12
Total nSV = 99
Cross Validation Accuracy = 78.75%
.*.*
optimization finished, #iter = 518
nu = 0.166513
obj = -376.669695, rho = 0.363649
nSV = 87, nBSV = 6
Total nSV = 87
..*.*
optimization finished, #iter = 699
nu = 0.171526
obj = -442.449591, rho = 0.188862
nSV = 97, nBSV = 7
Total nSV = 97
..*
optimization finished, #iter = 543
nu = 0.183150
obj = -457.648313, rho = 0.107755
nSV = 91, nBSV = 10
Total nSV = 91
.*.*
optimization finished, #iter = 474
nu = 0.178481
obj = -468.371507, rho = 0.237467
nSV = 92, nBSV = 13
Total nSV = 92
.*.*
optimization finished, #iter = 506
nu = 0.192309
obj = -478.866168, rho = 0.415752
nSV = 96, nBSV = 10
Total nSV = 96
Cross Validation Accuracy = 78.3333%
.*.*
optimization finished, #iter = 518
nu = 0.150938
obj = -386.460634, rho = 0.343710
nSV = 86, nBSV = 5
Total nSV = 86
..*.*
optimization finished, #iter = 672
nu = 0.157893
obj = -469.776961, rho = 0.167663
nSV = 98, nBSV = 7
Total nSV = 98
..*
optimization finished, #iter = 568
nu = 0.170251
obj = -481.463640, rho = 0.060403
nSV = 90, nBSV = 9
Total nSV = 90
.*.*
optimization finished, #iter = 441
nu = 0.167126
obj = -498.378488, rho = 0.224335
nSV = 89, nBSV = 12
Total nSV = 89
..*.*
optimization finished, #iter = 595
nu = 0.178233
obj = -504.284942, rho = 0.447731
nSV = 93, nBSV = 10
Total nSV = 93
Cross Validation Accuracy = 77.9167%
.*.*
optimization finished, #iter = 531
nu = 0.137108
obj = -394.804979, rho = 0.321292
nSV = 84, nBSV = 5
Total nSV = 84
..*.*
optimization finished, #iter = 683
nu = 0.146039
obj = -499.001923, rho = 0.144853
nSV = 100, nBSV = 7
Total nSV = 100
..*.*
optimization finished, #iter = 579
nu = 0.157741
obj = -504.641040, rho = 0.010504
nSV = 90, nBSV = 8
Total nSV = 90
.*.*
optimization finished, #iter = 517
nu = 0.156400
obj = -528.898395, rho = 0.159969
nSV = 87, nBSV = 11
Total nSV = 87
..*.*
optimization finished, #iter = 685
nu = 0.164408
obj = -529.786569, rho = 0.451155
nSV = 94, nBSV = 8
Total nSV = 94
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 504
nu = 0.122997
obj = -401.278224, rho = 0.307131
nSV = 82, nBSV = 3
Total nSV = 82
..*.*
optimization finished, #iter = 605
nu = 0.135275
obj = -529.774405, rho = 0.129399
nSV = 98, nBSV = 6
Total nSV = 98
.*.*
optimization finished, #iter = 546
nu = 0.145481
obj = -527.163047, rho = -0.044518
nSV = 87, nBSV = 7
Total nSV = 87
.*.*
optimization finished, #iter = 517
nu = 0.147000
obj = -559.287304, rho = 0.072838
nSV = 88, nBSV = 11
Total nSV = 88
..*.*
optimization finished, #iter = 671
nu = 0.151352
obj = -555.431624, rho = 0.446394
nSV = 94, nBSV = 5
Total nSV = 94
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 522
nu = 0.109877
obj = -406.528247, rho = 0.296109
nSV = 81, nBSV = 2
Total nSV = 81
..*.*
optimization finished, #iter = 651
nu = 0.125079
obj = -562.423664, rho = 0.106446
nSV = 97, nBSV = 6
Total nSV = 97
..*.*
optimization finished, #iter = 609
nu = 0.132954
obj = -549.417033, rho = -0.112431
nSV = 85, nBSV = 5
Total nSV = 85
.*.*
optimization finished, #iter = 515
nu = 0.138533
obj = -588.072447, rho = -0.029618
nSV = 87, nBSV = 9
Total nSV = 87
..*.*
optimization finished, #iter = 658
nu = 0.138454
obj = -581.620594, rho = 0.450583
nSV = 93, nBSV = 5
Total nSV = 93
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 564
nu = 0.097604
obj = -410.695986, rho = 0.296097
nSV = 82, nBSV = 2
Total nSV = 82
..*.*
optimization finished, #iter = 653
nu = 0.116210
obj = -596.680095, rho = 0.076739
nSV = 97, nBSV = 6
Total nSV = 97
..*.*
optimization finished, #iter = 719
nu = 0.121098
obj = -571.610193, rho = -0.172627
nSV = 84, nBSV = 3
Total nSV = 84
..*
optimization finished, #iter = 546
nu = 0.127364
obj = -615.201823, rho = -0.098990
nSV = 85, nBSV = 7
Total nSV = 85
..*.*
optimization finished, #iter = 684
nu = 0.127227
obj = -608.132489, rho = 0.433021
nSV = 94, nBSV = 5
Total nSV = 94
Cross Validation Accuracy = 76.6667%
..*
optimization finished, #iter = 551
nu = 0.086615
obj = -413.546656, rho = 0.298469
nSV = 82, nBSV = 1
Total nSV = 82
..*.*
optimization finished, #iter = 672
nu = 0.108495
obj = -631.737239, rho = 0.042414
nSV = 97, nBSV = 6
Total nSV = 97
..*.*
optimization finished, #iter = 752
nu = 0.109849
obj = -594.271119, rho = -0.198779
nSV = 86, nBSV = 3
Total nSV = 86
..*
optimization finished, #iter = 546
nu = 0.117106
obj = -642.715906, rho = -0.145328
nSV = 84, nBSV = 7
Total nSV = 84
..*.*
optimization finished, #iter = 701
nu = 0.116994
obj = -634.021104, rho = 0.417160
nSV = 96, nBSV = 4
Total nSV = 96
Cross Validation Accuracy = 77.0833%
..*.*
optimization finished, #iter = 591
nu = 0.076478
obj = -415.274084, rho = 0.300448
nSV = 83, nBSV = 1
Total nSV = 83
..*.*
optimization finished, #iter = 712
nu = 0.101787
obj = -666.338053, rho = 0.004139
nSV = 95, nBSV = 6
Total nSV = 95
..*.*
optimization finished, #iter = 760
nu = 0.099516
obj = -617.445950, rho = -0.212177
nSV = 86, nBSV = 2
Total nSV = 86
..*.*
optimization finished, #iter = 616
nu = 0.107899
obj = -668.770163, rho = -0.176142
nSV = 84, nBSV = 3
Total nSV = 84
..*.*
optimization finished, #iter = 715
nu = 0.107431
obj = -659.031099, rho = 0.408264
nSV = 94, nBSV = 4
Total nSV = 94
Cross Validation Accuracy = 76.6667%
..*.*
optimization finished, #iter = 585
nu = 0.067302
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*..*
optimization finished, #iter = 775
nu = 0.095705
obj = -698.676481, rho = -0.013829
nSV = 95, nBSV = 4
Total nSV = 95
..*..*
optimization finished, #iter = 785
nu = 0.089929
obj = -641.635073, rho = -0.195621
nSV = 87, nBSV = 2
Total nSV = 87
..*.*
optimization finished, #iter = 640
nu = 0.098147
obj = -694.189847, rho = -0.146960
nSV = 84, nBSV = 3
Total nSV = 84
..*.*
optimization finished, #iter = 699
nu = 0.098941
obj = -681.886858, rho = 0.398651
nSV = 93, nBSV = 3
Total nSV = 93
Cross Validation Accuracy = 76.25%
..*.*
optimization finished, #iter = 585
nu = 0.058590
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*..*
optimization finished, #iter = 774
nu = 0.088667
obj = -728.012763, rho = -0.005379
nSV = 92, nBSV = 3
Total nSV = 92
..*..*
optimization finished, #iter = 777
nu = 0.081578
obj = -666.639614, rho = -0.173025
nSV = 87, nBSV = 2
Total nSV = 87
..*.*
optimization finished, #iter = 694
nu = 0.089028
obj = -719.265299, rho = -0.103797
nSV = 84, nBSV = 2
Total nSV = 84
..*.*
optimization finished, #iter = 757
nu = 0.089710
obj = -702.352829, rho = 0.410178
nSV = 92, nBSV = 2
Total nSV = 92
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.051006
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 740
nu = 0.080615
obj = -756.355701, rho = 0.023468
nSV = 91, nBSV = 2
Total nSV = 91
...*.*
optimization finished, #iter = 829
nu = 0.074309
obj = -691.699144, rho = -0.149207
nSV = 88, nBSV = 2
Total nSV = 88
..*.*
optimization finished, #iter = 671
nu = 0.080706
obj = -744.440534, rho = -0.042677
nSV = 84, nBSV = 2
Total nSV = 84
..*.*
optimization finished, #iter = 740
nu = 0.081028
obj = -722.000708, rho = 0.436082
nSV = 91, nBSV = 2
Total nSV = 91
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.044403
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 759
nu = 0.073469
obj = -784.635724, rho = 0.054858
nSV = 92, nBSV = 2
Total nSV = 92
...*.*
optimization finished, #iter = 778
nu = 0.067512
obj = -716.284869, rho = -0.120097
nSV = 89, nBSV = 2
Total nSV = 89
..*.*
optimization finished, #iter = 667
nu = 0.073478
obj = -768.765207, rho = 0.037387
nSV = 83, nBSV = 2
Total nSV = 83
..*..*
optimization finished, #iter = 786
nu = 0.072731
obj = -740.267007, rho = 0.465998
nSV = 93, nBSV = 1
Total nSV = 93
Cross Validation Accuracy = 75%
..*.*
optimization finished, #iter = 585
nu = 0.038655
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 705
nu = 0.067248
obj = -811.486927, rho = 0.091628
nSV = 92, nBSV = 2
Total nSV = 92
..*..*
optimization finished, #iter = 768
nu = 0.061589
obj = -739.767806, rho = -0.086645
nSV = 89, nBSV = 2
Total nSV = 89
..*.*
optimization finished, #iter = 654
nu = 0.067190
obj = -790.616599, rho = 0.131653
nSV = 83, nBSV = 2
Total nSV = 83
..*..*
optimization finished, #iter = 775
nu = 0.064525
obj = -759.584478, rho = 0.514136
nSV = 91, nBSV = 1
Total nSV = 91
Cross Validation Accuracy = 75.8333%
..*.*
optimization finished, #iter = 585
nu = 0.033651
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 752
nu = 0.061602
obj = -834.942888, rho = 0.142556
nSV = 92, nBSV = 1
Total nSV = 92
..*..*
optimization finished, #iter = 806
nu = 0.056432
obj = -760.464090, rho = -0.048120
nSV = 89, nBSV = 2
Total nSV = 89
..*.*
optimization finished, #iter = 725
nu = 0.061316
obj = -807.888003, rho = 0.206000
nSV = 83, nBSV = 1
Total nSV = 83
..*.*
optimization finished, #iter = 757
nu = 0.057509
obj = -780.570512, rho = 0.571749
nSV = 87, nBSV = 1
Total nSV = 87
Cross Validation Accuracy = 76.25%
..*.*
optimization finished, #iter = 585
nu = 0.029295
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 717
nu = 0.055236
obj = -856.463353, rho = 0.230255
nSV = 91, nBSV = 1
Total nSV = 91
...*.*
optimization finished, #iter = 823
nu = 0.050779
obj = -777.600390, rho = -0.012656
nSV = 89, nBSV = 1
Total nSV = 89
..*.*
optimization finished, #iter = 713
nu = 0.055144
obj = -821.488908, rho = 0.234206
nSV = 85, nBSV = 1
Total nSV = 85
..*.*
optimization finished, #iter = 751
nu = 0.051548
obj = -802.246026, rho = 0.636957
nSV = 87, nBSV = 1
Total nSV = 87
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.025503
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 723
nu = 0.049697
obj = -877.097680, rho = 0.332016
nSV = 91, nBSV = 1
Total nSV = 91
..*.*
optimization finished, #iter = 757
nu = 0.045367
obj = -794.219372, rho = 0.021904
nSV = 89, nBSV = 1
Total nSV = 89
..*.*
optimization finished, #iter = 749
nu = 0.049675
obj = -831.192373, rho = 0.270182
nSV = 86, nBSV = 1
Total nSV = 86
..*.*
optimization finished, #iter = 750
nu = 0.046353
obj = -823.734218, rho = 0.711424
nSV = 88, nBSV = 1
Total nSV = 88
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.022202
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 764
nu = 0.044875
obj = -895.405330, rho = 0.447501
nSV = 91, nBSV = 1
Total nSV = 91
..*.*
optimization finished, #iter = 741
nu = 0.040717
obj = -809.669078, rho = 0.055209
nSV = 87, nBSV = 1
Total nSV = 87
..*..*
optimization finished, #iter = 785
nu = 0.044818
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 754
nu = 0.041818
obj = -843.988960, rho = 0.795396
nSV = 88, nBSV = 1
Total nSV = 88
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.019328
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 752
nu = 0.040668
obj = -909.332701, rho = 0.568913
nSV = 92, nBSV = 1
Total nSV = 92
..*.*
optimization finished, #iter = 753
nu = 0.036831
obj = -821.641311, rho = 0.075096
nSV = 86, nBSV = 1
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.039016
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 703
nu = 0.037871
obj = -861.436458, rho = 0.892243
nSV = 88, nBSV = 1
Total nSV = 88
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.016826
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
..*..*
optimization finished, #iter = 770
nu = 0.037010
obj = -915.995312, rho = 0.705032
nSV = 91, nBSV = 1
Total nSV = 91
..*.*
optimization finished, #iter = 749
nu = 0.033449
obj = -827.312269, rho = 0.101383
nSV = 86, nBSV = 1
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.033965
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 698
nu = 0.034445
obj = -873.769682, rho = 1.006678
nSV = 86, nBSV = 1
Total nSV = 86
Cross Validation Accuracy = 75%
..*.*
optimization finished, #iter = 585
nu = 0.014648
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
...*.*
optimization finished, #iter = 882
nu = 0.032449
obj = -916.130781, rho = 0.727957
nSV = 91, nBSV = 0
Total nSV = 91
..*..*
optimization finished, #iter = 775
nu = 0.029306
obj = -827.417561, rho = 0.105398
nSV = 86, nBSV = 0
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.029569
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 672
nu = 0.031254
obj = -877.809510, rho = 1.120915
nSV = 86, nBSV = 0
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.012751
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
...*.*
optimization finished, #iter = 882
nu = 0.028248
obj = -916.130781, rho = 0.727957
nSV = 91, nBSV = 0
Total nSV = 91
..*..*
optimization finished, #iter = 775
nu = 0.025512
obj = -827.417561, rho = 0.105398
nSV = 86, nBSV = 0
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.025741
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 672
nu = 0.027208
obj = -877.809510, rho = 1.120915
nSV = 86, nBSV = 0
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.011101
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
...*.*
optimization finished, #iter = 882
nu = 0.024592
obj = -916.130781, rho = 0.727957
nSV = 91, nBSV = 0
Total nSV = 91
..*..*
optimization finished, #iter = 775
nu = 0.022210
obj = -827.417561, rho = 0.105398
nSV = 86, nBSV = 0
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.022409
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 672
nu = 0.023686
obj = -877.809510, rho = 1.120915
nSV = 86, nBSV = 0
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.009664
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
...*.*
optimization finished, #iter = 882
nu = 0.021408
obj = -916.130781, rho = 0.727957
nSV = 91, nBSV = 0
Total nSV = 91
..*..*
optimization finished, #iter = 775
nu = 0.019335
obj = -827.417561, rho = 0.105398
nSV = 86, nBSV = 0
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.019508
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 672
nu = 0.020620
obj = -877.809510, rho = 1.120915
nSV = 86, nBSV = 0
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.008413
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
...*.*
optimization finished, #iter = 882
nu = 0.018637
obj = -916.130781, rho = 0.727957
nSV = 91, nBSV = 0
Total nSV = 91
..*..*
optimization finished, #iter = 775
nu = 0.016832
obj = -827.417561, rho = 0.105398
nSV = 86, nBSV = 0
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.016983
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 672
nu = 0.017951
obj = -877.809510, rho = 1.120915
nSV = 86, nBSV = 0
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.007324
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
...*.*
optimization finished, #iter = 882
nu = 0.016224
obj = -916.130781, rho = 0.727957
nSV = 91, nBSV = 0
Total nSV = 91
..*..*
optimization finished, #iter = 775
nu = 0.014653
obj = -827.417561, rho = 0.105398
nSV = 86, nBSV = 0
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.014784
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 672
nu = 0.015627
obj = -877.809510, rho = 1.120915
nSV = 86, nBSV = 0
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.006376
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
...*.*
optimization finished, #iter = 882
nu = 0.014124
obj = -916.130781, rho = 0.727957
nSV = 91, nBSV = 0
Total nSV = 91
..*..*
optimization finished, #iter = 775
nu = 0.012756
obj = -827.417561, rho = 0.105398
nSV = 86, nBSV = 0
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.012871
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 672
nu = 0.013604
obj = -877.809510, rho = 1.120915
nSV = 86, nBSV = 0
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.005550
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
...*.*
optimization finished, #iter = 882
nu = 0.012296
obj = -916.130781, rho = 0.727957
nSV = 91, nBSV = 0
Total nSV = 91
..*..*
optimization finished, #iter = 775
nu = 0.011105
obj = -827.417561, rho = 0.105398
nSV = 86, nBSV = 0
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.011204
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 672
nu = 0.011843
obj = -877.809510, rho = 1.120915
nSV = 86, nBSV = 0
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.004832
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
...*.*
optimization finished, #iter = 882
nu = 0.010704
obj = -916.130781, rho = 0.727957
nSV = 91, nBSV = 0
Total nSV = 91
..*..*
optimization finished, #iter = 775
nu = 0.009667
obj = -827.417561, rho = 0.105398
nSV = 86, nBSV = 0
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.009754
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 672
nu = 0.010310
obj = -877.809510, rho = 1.120915
nSV = 86, nBSV = 0
Total nSV = 86
Cross Validation Accuracy = 75.4167%
..*.*
optimization finished, #iter = 585
nu = 0.004206
obj = -415.685424, rho = 0.299348
nSV = 84, nBSV = 0
Total nSV = 84
...*.*
optimization finished, #iter = 882
nu = 0.009318
obj = -916.130781, rho = 0.727957
nSV = 91, nBSV = 0
Total nSV = 91
..*..*
optimization finished, #iter = 775
nu = 0.008416
obj = -827.417561, rho = 0.105398
nSV = 86, nBSV = 0
Total nSV = 86
..*..*
optimization finished, #iter = 785
nu = 0.008491
obj = -834.848510, rho = 0.302192
nSV = 84, nBSV = 0
Total nSV = 84
..*.*
optimization finished, #iter = 672
nu = 0.008975
obj = -877.809510, rho = 1.120915
nSV = 86, nBSV = 0
Total nSV = 86
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.165577, rho = 0.987957
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.165541, rho = 0.988326
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.165530, rho = 0.986333
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165572, rho = 0.988083
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.163581, rho = 0.988336
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.190129, rho = 0.986165
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190080, rho = 0.986531
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.190066, rho = 0.984301
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190121, rho = 0.986311
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.187828, rho = 0.986602
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.218300, rho = 0.984026
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.218237, rho = 0.984528
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218217, rho = 0.981966
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218291, rho = 0.984224
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.215647, rho = 0.984609
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.250629, rho = 0.981651
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.250545, rho = 0.982305
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.250520, rho = 0.979285
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250617, rho = 0.981878
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.247569, rho = 0.982321
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.287725, rho = 0.978923
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.287614, rho = 0.979674
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.287581, rho = 0.976205
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287709, rho = 0.979183
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.284193, rho = 0.979692
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.330277, rho = 0.975789
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.330131, rho = 0.976652
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.330087, rho = 0.972667
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330256, rho = 0.976088
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.326197, rho = 0.976673
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.379102, rho = 0.972188
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.378910, rho = 0.973043
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.378852, rho = 0.968601
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379075, rho = 0.972532
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.374387, rho = 0.973203
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.435077, rho = 0.968053
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.434823, rho = 0.969035
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.434747, rho = 0.964255
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435040, rho = 0.968447
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.429620, rho = 0.969219
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.499247, rho = 0.963303
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.498913, rho = 0.964431
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.498813, rho = 0.958667
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.499199, rho = 0.963756
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.492928, rho = 0.964642
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.572796, rho = 0.957846
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.572355, rho = 0.959146
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.572224, rho = 0.952787
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.572733, rho = 0.958367
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.565470, rho = 0.959385
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.657070, rho = 0.951577
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.656489, rho = 0.953184
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.656315, rho = 0.945766
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.656986, rho = 0.952175
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.648564, rho = 0.953345
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.753569, rho = 0.944366
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.752803, rho = 0.946223
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.752573, rho = 0.937702
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.753459, rho = 0.945065
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.743681, rho = 0.946408
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.864043, rho = 0.936174
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.863031, rho = 0.938227
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.862728, rho = 0.928524
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.863896, rho = 0.936714
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.852527, rho = 0.938439
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.990453, rho = 0.926480
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.989118, rho = 0.929040
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.988718, rho = 0.917766
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.990261, rho = 0.927273
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.977018, rho = 0.929284
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.134983, rho = 0.915399
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.133221, rho = 0.918489
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.132693, rho = 0.905538
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.134730, rho = 0.916459
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.119278, rho = 0.918769
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.300123, rho = 0.902990
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.297799, rho = 0.906369
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.297103, rho = 0.891602
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.299790, rho = 0.904036
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.281724, rho = 0.906691
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.488667, rho = 0.888440
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.485599, rho = 0.892488
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.484680, rho = 0.875357
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.488225, rho = 0.889767
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.467057, rho = 0.892816
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.703776, rho = 0.871775
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.699727, rho = 0.876449
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.698514, rho = 0.856818
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.703193, rho = 0.873588
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.879581
obj = -1.678325, rho = 0.876873
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -1.948808, rho = 0.852704
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.943465, rho = 0.858077
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.941864, rho = 0.835526
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.948038, rho = 0.854790
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -1.918747, rho = 0.858564
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.227464, rho = 0.830901
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -2.220416, rho = 0.836983
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.218303, rho = 0.811083
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.226453, rho = 0.833125
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.191847, rho = 0.837543
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.544250, rho = 0.805752
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -2.534949, rho = 0.812738
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.532161, rho = 0.782985
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.542916, rho = 0.808306
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.501897, rho = 0.813381
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -2.903382, rho = 0.776961
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -2.891110, rho = 0.784946
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.887432, rho = 0.750721
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.901622, rho = 0.779806
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -2.852837, rho = 0.785636
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -3.309893, rho = 0.743793
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -3.293700, rho = 0.752966
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.288851, rho = 0.713857
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.307570, rho = 0.747061
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.249328, rho = 0.753759
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -3.768804, rho = 0.705692
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.747437, rho = 0.716286
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.741038, rho = 0.671304
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.765740, rho = 0.709512
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -3.695930, rho = 0.717140
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -4.285323, rho = 0.661925
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.257129, rho = 0.674094
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -4.248686, rho = 0.622470
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -4.281280, rho = 0.666312
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.197255, rho = 0.675074
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -4.864501, rho = 0.611657
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -4.827299, rho = 0.625636
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -4.816158, rho = 0.566350
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -4.859167, rho = 0.616876
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -4.757590, rho = 0.626763
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -5.511346, rho = 0.553909
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.462258, rho = 0.569813
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -5.447557, rho = 0.501737
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -5.504308, rho = 0.559904
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -5.380950, rho = 0.571261
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 60.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -6.229924, rho = 0.487633
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.165152, rho = 0.505843
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -6.145754, rho = 0.427644
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -6.220637, rho = 0.494460
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.070128, rho = 0.507506
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 63.3333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -7.022995, rho = 0.411352
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -6.937529, rho = 0.432291
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.911935, rho = 0.342594
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -7.010743, rho = 0.419393
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -6.826233, rho = 0.434280
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 68.75%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -7.891472, rho = 0.323824
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -7.778700, rho = 0.347876
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.744928, rho = 0.244842
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -7.875305, rho = 0.333061
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -7.648025, rho = 0.350161
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 75.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -8.833005, rho = 0.223330
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -8.684199, rho = 0.250935
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.883734
obj = -8.639719, rho = 0.138568
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -8.811672, rho = 0.233883
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.878866
obj = -8.530370, rho = 0.255977
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 95
nu = 0.866180
obj = -9.848338, rho = 0.157221
nSV = 170, nBSV = 163
Total nSV = 170
*
optimization finished, #iter = 89
nu = 0.855866
obj = -9.674409, rho = 0.233843
nSV = 168, nBSV = 161
Total nSV = 168
*
optimization finished, #iter = 92
nu = 0.854167
obj = -9.618994, rho = 0.108871
nSV = 168, nBSV = 160
Total nSV = 168
*
optimization finished, #iter = 89
nu = 0.864583
obj = -9.829885, rho = 0.191516
nSV = 169, nBSV = 164
Total nSV = 169
*
optimization finished, #iter = 90
nu = 0.848168
obj = -9.494649, rho = 0.241853
nSV = 165, nBSV = 159
Total nSV = 165
Cross Validation Accuracy = 80.4167%
*
optimization finished, #iter = 94
nu = 0.845383
obj = -10.967446, rho = 0.114565
nSV = 167, nBSV = 159
Total nSV = 167
*
optimization finished, #iter = 89
nu = 0.833333
obj = -10.777208, rho = 0.198689
nSV = 163, nBSV = 158
Total nSV = 163
*
optimization finished, #iter = 93
nu = 0.832665
obj = -10.708717, rho = 0.053866
nSV = 165, nBSV = 156
Total nSV = 165
*
optimization finished, #iter = 87
nu = 0.843750
obj = -10.962776, rho = 0.159149
nSV = 165, nBSV = 160
Total nSV = 165
*
optimization finished, #iter = 90
nu = 0.828732
obj = -10.561833, rho = 0.191416
nSV = 163, nBSV = 155
Total nSV = 163
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 93
nu = 0.820653
obj = -12.207199, rho = 0.077907
nSV = 164, nBSV = 155
Total nSV = 164
*
optimization finished, #iter = 86
nu = 0.809808
obj = -11.994485, rho = 0.173927
nSV = 159, nBSV = 153
Total nSV = 159
*
optimization finished, #iter = 96
nu = 0.803836
obj = -11.916963, rho = 0.031872
nSV = 160, nBSV = 150
Total nSV = 160
*
optimization finished, #iter = 91
nu = 0.820863
obj = -12.210476, rho = 0.135459
nSV = 162, nBSV = 153
Total nSV = 162
*
optimization finished, #iter = 85
nu = 0.801774
obj = -11.743596, rho = 0.179629
nSV = 155, nBSV = 149
Total nSV = 155
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 96
nu = 0.797741
obj = -13.578242, rho = 0.042336
nSV = 160, nBSV = 152
Total nSV = 160
*
optimization finished, #iter = 82
nu = 0.791667
obj = -13.343723, rho = 0.126983
nSV = 154, nBSV = 149
Total nSV = 154
*
optimization finished, #iter = 89
nu = 0.779220
obj = -13.265364, rho = 0.002638
nSV = 155, nBSV = 146
Total nSV = 155
*
optimization finished, #iter = 90
nu = 0.801872
obj = -13.595048, rho = 0.080591
nSV = 159, nBSV = 150
Total nSV = 159
*
optimization finished, #iter = 89
nu = 0.783539
obj = -13.047372, rho = 0.127972
nSV = 152, nBSV = 145
Total nSV = 152
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 82
nu = 0.773475
obj = -15.098593, rho = 0.032026
nSV = 151, nBSV = 147
Total nSV = 151
*
optimization finished, #iter = 92
nu = 0.768896
obj = -14.811863, rho = 0.096967
nSV = 153, nBSV = 142
Total nSV = 153
*
optimization finished, #iter = 84
nu = 0.758781
obj = -14.759483, rho = -0.036037
nSV = 150, nBSV = 143
Total nSV = 150
*
optimization finished, #iter = 87
nu = 0.778905
obj = -15.115414, rho = 0.048676
nSV = 154, nBSV = 146
Total nSV = 154
*
optimization finished, #iter = 96
nu = 0.758583
obj = -14.474721, rho = 0.105177
nSV = 151, nBSV = 140
Total nSV = 151
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.748341
obj = -16.784995, rho = 0.011147
nSV = 150, nBSV = 139
Total nSV = 150
*
optimization finished, #iter = 94
nu = 0.739385
obj = -16.452587, rho = 0.083901
nSV = 149, nBSV = 137
Total nSV = 149
*
optimization finished, #iter = 85
nu = 0.736398
obj = -16.408514, rho = -0.047795
nSV = 145, nBSV = 136
Total nSV = 145
*
optimization finished, #iter = 84
nu = 0.758036
obj = -16.797531, rho = 0.033338
nSV = 147, nBSV = 141
Total nSV = 147
*
optimization finished, #iter = 86
nu = 0.731872
obj = -16.059425, rho = 0.088499
nSV = 145, nBSV = 133
Total nSV = 145
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 85
nu = 0.724670
obj = -18.661288, rho = -0.000862
nSV = 145, nBSV = 134
Total nSV = 145
*
optimization finished, #iter = 78
nu = 0.715451
obj = -18.286090, rho = 0.066940
nSV = 142, nBSV = 134
Total nSV = 142
*
optimization finished, #iter = 84
nu = 0.712208
obj = -18.236292, rho = -0.052169
nSV = 143, nBSV = 131
Total nSV = 143
*
optimization finished, #iter = 94
nu = 0.733075
obj = -18.652159, rho = 0.023518
nSV = 145, nBSV = 135
Total nSV = 145
*
optimization finished, #iter = 86
nu = 0.706503
obj = -17.821340, rho = 0.083493
nSV = 141, nBSV = 132
Total nSV = 141
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 87
nu = 0.701950
obj = -20.743272, rho = 0.002830
nSV = 140, nBSV = 129
Total nSV = 140
*
optimization finished, #iter = 81
nu = 0.694265
obj = -20.312339, rho = 0.043365
nSV = 137, nBSV = 127
Total nSV = 137
*
optimization finished, #iter = 94
nu = 0.688858
obj = -20.273883, rho = -0.045008
nSV = 137, nBSV = 125
Total nSV = 137
*
optimization finished, #iter = 98
nu = 0.709737
obj = -20.708312, rho = 0.026959
nSV = 143, nBSV = 130
Total nSV = 143
*
optimization finished, #iter = 84
nu = 0.683610
obj = -19.772413, rho = 0.079959
nSV = 136, nBSV = 124
Total nSV = 136
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 91
nu = 0.680410
obj = -23.052689, rho = 0.011136
nSV = 138, nBSV = 124
Total nSV = 138
*
optimization finished, #iter = 87
nu = 0.670987
obj = -22.563027, rho = 0.037159
nSV = 135, nBSV = 123
Total nSV = 135
*
optimization finished, #iter = 87
nu = 0.667727
obj = -22.534844, rho = -0.055811
nSV = 136, nBSV = 122
Total nSV = 136
*
optimization finished, #iter = 94
nu = 0.686678
obj = -22.985785, rho = 0.033636
nSV = 141, nBSV = 126
Total nSV = 141
*
optimization finished, #iter = 87
nu = 0.661408
obj = -21.931199, rho = 0.067506
nSV = 131, nBSV = 120
Total nSV = 131
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 95
nu = 0.659572
obj = -25.611524, rho = 0.013072
nSV = 136, nBSV = 120
Total nSV = 136
*
optimization finished, #iter = 85
nu = 0.653039
obj = -25.042691, rho = 0.017637
nSV = 131, nBSV = 117
Total nSV = 131
*
optimization finished, #iter = 91
nu = 0.647823
obj = -25.037050, rho = -0.060936
nSV = 131, nBSV = 116
Total nSV = 131
*
optimization finished, #iter = 91
nu = 0.665114
obj = -25.501914, rho = 0.038489
nSV = 135, nBSV = 122
Total nSV = 135
*
optimization finished, #iter = 90
nu = 0.638182
obj = -24.322300, rho = 0.078690
nSV = 130, nBSV = 115
Total nSV = 130
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 97
nu = 0.637774
obj = -28.447766, rho = -0.004210
nSV = 130, nBSV = 114
Total nSV = 130
*
optimization finished, #iter = 95
nu = 0.630717
obj = -27.779575, rho = 0.007746
nSV = 130, nBSV = 112
Total nSV = 130
*
optimization finished, #iter = 94
nu = 0.627124
obj = -27.806250, rho = -0.059420
nSV = 128, nBSV = 111
Total nSV = 128
*
optimization finished, #iter = 93
nu = 0.642307
obj = -28.286257, rho = 0.046167
nSV = 132, nBSV = 114
Total nSV = 132
*
optimization finished, #iter = 94
nu = 0.618944
obj = -26.964577, rho = 0.080290
nSV = 125, nBSV = 106
Total nSV = 125
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 103
nu = 0.617607
obj = -31.593355, rho = -0.024318
nSV = 129, nBSV = 108
Total nSV = 129
*
optimization finished, #iter = 101
nu = 0.608452
obj = -30.814105, rho = 0.006579
nSV = 128, nBSV = 105
Total nSV = 128
*
optimization finished, #iter = 96
nu = 0.606389
obj = -30.880723, rho = -0.044161
nSV = 126, nBSV = 108
Total nSV = 126
*
optimization finished, #iter = 96
nu = 0.620879
obj = -31.375159, rho = 0.059380
nSV = 126, nBSV = 108
Total nSV = 126
*
optimization finished, #iter = 105
nu = 0.595560
obj = -29.888862, rho = 0.088042
nSV = 124, nBSV = 99
Total nSV = 124
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 104
nu = 0.595127
obj = -35.090118, rho = -0.018060
nSV = 128, nBSV = 102
Total nSV = 128
*
optimization finished, #iter = 95
nu = 0.587461
obj = -34.192431, rho = 0.019231
nSV = 122, nBSV = 102
Total nSV = 122
*
optimization finished, #iter = 100
nu = 0.586033
obj = -34.294406, rho = -0.038538
nSV = 123, nBSV = 101
Total nSV = 123
*
optimization finished, #iter = 102
nu = 0.598650
obj = -34.796105, rho = 0.070648
nSV = 126, nBSV = 102
Total nSV = 126
*
optimization finished, #iter = 118
nu = 0.572945
obj = -33.147750, rho = 0.091718
nSV = 121, nBSV = 92
Total nSV = 121
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 101
nu = 0.575986
obj = -38.987168, rho = 0.006027
nSV = 124, nBSV = 100
Total nSV = 124
*
optimization finished, #iter = 105
nu = 0.567833
obj = -37.935193, rho = 0.040197
nSV = 122, nBSV = 94
Total nSV = 122
*
optimization finished, #iter = 94
nu = 0.567113
obj = -38.085396, rho = -0.023873
nSV = 120, nBSV = 98
Total nSV = 120
*
optimization finished, #iter = 106
nu = 0.576381
obj = -38.609715, rho = 0.075156
nSV = 124, nBSV = 98
Total nSV = 124
*
optimization finished, #iter = 137
nu = 0.551253
obj = -36.788223, rho = 0.102854
nSV = 122, nBSV = 87
Total nSV = 122
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 118
nu = 0.558302
obj = -43.300141, rho = 0.033493
nSV = 122, nBSV = 93
Total nSV = 122
*
optimization finished, #iter = 117
nu = 0.547997
obj = -42.089202, rho = 0.054405
nSV = 120, nBSV = 87
Total nSV = 120
*
optimization finished, #iter = 100
nu = 0.550456
obj = -42.272118, rho = 0.001215
nSV = 116, nBSV = 92
Total nSV = 116
*
optimization finished, #iter = 109
nu = 0.556873
obj = -42.857232, rho = 0.072702
nSV = 121, nBSV = 96
Total nSV = 121
*
optimization finished, #iter = 143
nu = 0.531016
obj = -40.855717, rho = 0.124392
nSV = 119, nBSV = 82
Total nSV = 119
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 121
nu = 0.540418
obj = -48.079283, rho = 0.056961
nSV = 119, nBSV = 90
Total nSV = 119
*
optimization finished, #iter = 123
nu = 0.528667
obj = -46.707417, rho = 0.063438
nSV = 117, nBSV = 83
Total nSV = 117
*
optimization finished, #iter = 101
nu = 0.531835
obj = -46.899662, rho = 0.017601
nSV = 113, nBSV = 86
Total nSV = 113
*
optimization finished, #iter = 110
nu = 0.540048
obj = -47.552323, rho = 0.076415
nSV = 118, nBSV = 89
Total nSV = 118
*
optimization finished, #iter = 143
nu = 0.512331
obj = -45.400125, rho = 0.142116
nSV = 117, nBSV = 80
Total nSV = 117
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 121
nu = 0.522843
obj = -53.373821, rho = 0.069364
nSV = 116, nBSV = 86
Total nSV = 116
*
optimization finished, #iter = 120
nu = 0.511313
obj = -51.837100, rho = 0.053077
nSV = 114, nBSV = 79
Total nSV = 114
*
optimization finished, #iter = 119
nu = 0.512827
obj = -52.041137, rho = 0.021289
nSV = 112, nBSV = 80
Total nSV = 112
*
optimization finished, #iter = 126
nu = 0.521975
obj = -52.736944, rho = 0.076960
nSV = 117, nBSV = 84
Total nSV = 117
*
optimization finished, #iter = 133
nu = 0.495798
obj = -50.459429, rho = 0.146509
nSV = 116, nBSV = 77
Total nSV = 116
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 125
nu = 0.507780
obj = -59.217640, rho = 0.082974
nSV = 116, nBSV = 84
Total nSV = 116
*
optimization finished, #iter = 126
nu = 0.495034
obj = -57.511487, rho = 0.051186
nSV = 111, nBSV = 78
Total nSV = 111
*
optimization finished, #iter = 114
nu = 0.495790
obj = -57.759692, rho = 0.013654
nSV = 110, nBSV = 78
Total nSV = 110
*
optimization finished, #iter = 124
nu = 0.503254
obj = -58.493044, rho = 0.073969
nSV = 116, nBSV = 81
Total nSV = 116
*
optimization finished, #iter = 143
nu = 0.479896
obj = -56.076701, rho = 0.152197
nSV = 112, nBSV = 72
Total nSV = 112
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 126
nu = 0.493721
obj = -65.626733, rho = 0.096728
nSV = 115, nBSV = 82
Total nSV = 115
*
optimization finished, #iter = 141
nu = 0.479415
obj = -63.773489, rho = 0.050022
nSV = 110, nBSV = 73
Total nSV = 110
*
optimization finished, #iter = 124
nu = 0.479889
obj = -64.088319, rho = 0.014628
nSV = 108, nBSV = 74
Total nSV = 108
*
optimization finished, #iter = 129
nu = 0.486775
obj = -64.877503, rho = 0.069686
nSV = 115, nBSV = 78
Total nSV = 115
*
optimization finished, #iter = 161
nu = 0.464134
obj = -62.319137, rho = 0.164831
nSV = 113, nBSV = 67
Total nSV = 113
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 135
nu = 0.479826
obj = -72.620279, rho = 0.111527
nSV = 115, nBSV = 78
Total nSV = 115
*
optimization finished, #iter = 140
nu = 0.464757
obj = -70.669923, rho = 0.051099
nSV = 110, nBSV = 71
Total nSV = 110
*
optimization finished, #iter = 127
nu = 0.465249
obj = -71.072134, rho = 0.012270
nSV = 106, nBSV = 71
Total nSV = 106
*
optimization finished, #iter = 153
nu = 0.471320
obj = -71.925834, rho = 0.065318
nSV = 114, nBSV = 73
Total nSV = 114
*
optimization finished, #iter = 160
nu = 0.449771
obj = -69.250566, rho = 0.184242
nSV = 113, nBSV = 64
Total nSV = 113
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 141
nu = 0.466735
obj = -80.218323, rho = 0.109624
nSV = 111, nBSV = 72
Total nSV = 111
*
optimization finished, #iter = 158
nu = 0.451281
obj = -78.227592, rho = 0.047383
nSV = 109, nBSV = 69
Total nSV = 109
*
optimization finished, #iter = 139
nu = 0.452062
obj = -78.734343, rho = 0.006535
nSV = 104, nBSV = 67
Total nSV = 104
*
optimization finished, #iter = 156
nu = 0.457815
obj = -79.672581, rho = 0.057858
nSV = 111, nBSV = 71
Total nSV = 111
*.*
optimization finished, #iter = 198
nu = 0.436366
obj = -76.917040, rho = 0.195396
nSV = 109, nBSV = 59
Total nSV = 109
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 172
nu = 0.453366
obj = -88.414564, rho = 0.102300
nSV = 111, nBSV = 68
Total nSV = 111
*
optimization finished, #iter = 162
nu = 0.438068
obj = -86.460943, rho = 0.052068
nSV = 109, nBSV = 65
Total nSV = 109
*
optimization finished, #iter = 152
nu = 0.438256
obj = -87.110110, rho = -0.001429
nSV = 103, nBSV = 62
Total nSV = 103
*
optimization finished, #iter = 170
nu = 0.445494
obj = -88.105263, rho = 0.039918
nSV = 111, nBSV = 65
Total nSV = 111
*.*
optimization finished, #iter = 210
nu = 0.423539
obj = -85.377791, rho = 0.202399
nSV = 109, nBSV = 57
Total nSV = 109
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 159
nu = 0.439751
obj = -97.234576, rho = 0.099558
nSV = 110, nBSV = 66
Total nSV = 110
*
optimization finished, #iter = 171
nu = 0.424421
obj = -95.410737, rho = 0.065448
nSV = 108, nBSV = 58
Total nSV = 108
*
optimization finished, #iter = 162
nu = 0.423771
obj = -96.287253, rho = -0.002116
nSV = 102, nBSV = 59
Total nSV = 102
*
optimization finished, #iter = 185
nu = 0.431827
obj = -97.258599, rho = 0.031043
nSV = 110, nBSV = 61
Total nSV = 110
*.*
optimization finished, #iter = 207
nu = 0.411456
obj = -94.673824, rho = 0.211424
nSV = 109, nBSV = 53
Total nSV = 109
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 192
nu = 0.424104
obj = -106.706083, rho = 0.107399
nSV = 109, nBSV = 60
Total nSV = 109
*.*
optimization finished, #iter = 197
nu = 0.410620
obj = -105.133530, rho = 0.090097
nSV = 107, nBSV = 56
Total nSV = 107
*
optimization finished, #iter = 175
nu = 0.409887
obj = -106.327889, rho = -0.004383
nSV = 101, nBSV = 57
Total nSV = 101
*.*
optimization finished, #iter = 196
nu = 0.418132
obj = -107.192512, rho = 0.023948
nSV = 108, nBSV = 56
Total nSV = 108
*.*
optimization finished, #iter = 223
nu = 0.399759
obj = -104.867043, rho = 0.227487
nSV = 107, nBSV = 52
Total nSV = 107
Cross Validation Accuracy = 80%
*.*
optimization finished, #iter = 201
nu = 0.407980
obj = -116.911494, rho = 0.118014
nSV = 106, nBSV = 55
Total nSV = 106
*.*
optimization finished, #iter = 204
nu = 0.397475
obj = -115.649010, rho = 0.101256
nSV = 106, nBSV = 51
Total nSV = 106
*
optimization finished, #iter = 188
nu = 0.397346
obj = -117.247289, rho = -0.007882
nSV = 103, nBSV = 54
Total nSV = 103
*.*
optimization finished, #iter = 214
nu = 0.403722
obj = -117.974469, rho = 0.019010
nSV = 108, nBSV = 54
Total nSV = 108
*.*
optimization finished, #iter = 230
nu = 0.389174
obj = -115.960626, rho = 0.244094
nSV = 108, nBSV = 50
Total nSV = 108
Cross Validation Accuracy = 79.5833%
*.*
optimization finished, #iter = 215
nu = 0.392838
obj = -127.863774, rho = 0.119501
nSV = 106, nBSV = 49
Total nSV = 106
*.*
optimization finished, #iter = 218
nu = 0.383853
obj = -126.967478, rho = 0.109521
nSV = 105, nBSV = 48
Total nSV = 105
*.*
optimization finished, #iter = 202
nu = 0.384803
obj = -129.049142, rho = -0.009288
nSV = 101, nBSV = 51
Total nSV = 101
*.*
optimization finished, #iter = 241
nu = 0.390590
obj = -129.607943, rho = 0.015039
nSV = 104, nBSV = 51
Total nSV = 104
*.*
optimization finished, #iter = 236
nu = 0.378256
obj = -127.963252, rho = 0.255457
nSV = 106, nBSV = 45
Total nSV = 106
Cross Validation Accuracy = 79.5833%
*.*
optimization finished, #iter = 236
nu = 0.378303
obj = -139.511124, rho = 0.117920
nSV = 104, nBSV = 46
Total nSV = 104
*.*
optimization finished, #iter = 243
nu = 0.371252
obj = -139.086438, rho = 0.113205
nSV = 105, nBSV = 45
Total nSV = 105
*.*
optimization finished, #iter = 207
nu = 0.372695
obj = -141.746573, rho = -0.004138
nSV = 100, nBSV = 49
Total nSV = 100
*.*
optimization finished, #iter = 237
nu = 0.376829
obj = -142.094866, rho = 0.017031
nSV = 103, nBSV = 46
Total nSV = 103
*.*
optimization finished, #iter = 263
nu = 0.367939
obj = -140.878551, rho = 0.261964
nSV = 105, nBSV = 43
Total nSV = 105
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 264
nu = 0.362885
obj = -151.815552, rho = 0.117218
nSV = 103, nBSV = 40
Total nSV = 103
*.*
optimization finished, #iter = 275
nu = 0.358888
obj = -151.915064, rho = 0.111783
nSV = 106, nBSV = 40
Total nSV = 106
*.*
optimization finished, #iter = 231
nu = 0.361011
obj = -155.268534, rho = 0.002273
nSV = 102, nBSV = 44
Total nSV = 102
*.*
optimization finished, #iter = 264
nu = 0.363612
obj = -155.453069, rho = 0.021322
nSV = 101, nBSV = 43
Total nSV = 101
.*
optimization finished, #iter = 289
nu = 0.357724
obj = -154.639508, rho = 0.252070
nSV = 105, nBSV = 40
Total nSV = 105
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 292
nu = 0.348327
obj = -164.783884, rho = 0.114392
nSV = 100, nBSV = 39
Total nSV = 100
.*
optimization finished, #iter = 313
nu = 0.346675
obj = -165.359367, rho = 0.111848
nSV = 108, nBSV = 38
Total nSV = 108
*.*
optimization finished, #iter = 252
nu = 0.348069
obj = -169.629076, rho = 0.003174
nSV = 99, nBSV = 41
Total nSV = 99
*.*
optimization finished, #iter = 271
nu = 0.350997
obj = -169.575688, rho = 0.023042
nSV = 102, nBSV = 39
Total nSV = 102
.*
optimization finished, #iter = 283
nu = 0.347341
obj = -169.154173, rho = 0.236373
nSV = 103, nBSV = 37
Total nSV = 103
Cross Validation Accuracy = 77.9167%
.*
optimization finished, #iter = 287
nu = 0.334381
obj = -178.220011, rho = 0.114504
nSV = 102, nBSV = 38
Total nSV = 102
.*
optimization finished, #iter = 319
nu = 0.332230
obj = -179.415191, rho = 0.101842
nSV = 106, nBSV = 34
Total nSV = 106
.*
optimization finished, #iter = 258
nu = 0.335209
obj = -184.782686, rho = 0.013057
nSV = 98, nBSV = 36
Total nSV = 98
.*
optimization finished, #iter = 294
nu = 0.337637
obj = -184.402162, rho = 0.034038
nSV = 101, nBSV = 35
Total nSV = 101
.*
optimization finished, #iter = 333
nu = 0.335456
obj = -184.387798, rho = 0.239870
nSV = 102, nBSV = 34
Total nSV = 102
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 281
nu = 0.320587
obj = -191.934080, rho = 0.122507
nSV = 100, nBSV = 34
Total nSV = 100
.*
optimization finished, #iter = 353
nu = 0.317507
obj = -194.088405, rho = 0.087646
nSV = 106, nBSV = 31
Total nSV = 106
.*
optimization finished, #iter = 276
nu = 0.323130
obj = -200.637025, rho = 0.022174
nSV = 100, nBSV = 36
Total nSV = 100
.*
optimization finished, #iter = 311
nu = 0.322997
obj = -199.970037, rho = 0.051363
nSV = 101, nBSV = 33
Total nSV = 101
.*
optimization finished, #iter = 357
nu = 0.320858
obj = -200.457736, rho = 0.250439
nSV = 102, nBSV = 29
Total nSV = 102
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 288
nu = 0.304933
obj = -205.856180, rho = 0.137960
nSV = 99, nBSV = 33
Total nSV = 99
.*
optimization finished, #iter = 359
nu = 0.303488
obj = -209.295033, rho = 0.081772
nSV = 107, nBSV = 30
Total nSV = 107
.*
optimization finished, #iter = 333
nu = 0.308836
obj = -217.050394, rho = 0.031439
nSV = 99, nBSV = 29
Total nSV = 99
.*
optimization finished, #iter = 283
nu = 0.309034
obj = -216.218514, rho = 0.062032
nSV = 101, nBSV = 31
Total nSV = 101
.*
optimization finished, #iter = 377
nu = 0.305859
obj = -217.515927, rho = 0.274098
nSV = 105, nBSV = 27
Total nSV = 105
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 325
nu = 0.290450
obj = -219.811976, rho = 0.160055
nSV = 99, nBSV = 31
Total nSV = 99
.*
optimization finished, #iter = 370
nu = 0.289377
obj = -224.804885, rho = 0.085526
nSV = 104, nBSV = 26
Total nSV = 104
.*
optimization finished, #iter = 333
nu = 0.293869
obj = -234.184850, rho = 0.036986
nSV = 97, nBSV = 25
Total nSV = 97
.*
optimization finished, #iter = 343
nu = 0.295903
obj = -232.934049, rho = 0.067642
nSV = 100, nBSV = 29
Total nSV = 100
.*.*
optimization finished, #iter = 406
nu = 0.290916
obj = -235.598169, rho = 0.294034
nSV = 107, nBSV = 25
Total nSV = 107
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 369
nu = 0.274082
obj = -233.528319, rho = 0.190875
nSV = 99, nBSV = 24
Total nSV = 99
.*.*
optimization finished, #iter = 392
nu = 0.273940
obj = -240.570912, rho = 0.093065
nSV = 105, nBSV = 22
Total nSV = 105
.*
optimization finished, #iter = 366
nu = 0.279387
obj = -251.979585, rho = 0.040536
nSV = 97, nBSV = 23
Total nSV = 97
.*
optimization finished, #iter = 339
nu = 0.281092
obj = -249.929453, rho = 0.085685
nSV = 99, nBSV = 25
Total nSV = 99
.*.*
optimization finished, #iter = 386
nu = 0.277259
obj = -254.681144, rho = 0.308702
nSV = 106, nBSV = 25
Total nSV = 106
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 356
nu = 0.257161
obj = -247.117916, rho = 0.221229
nSV = 96, nBSV = 22
Total nSV = 96
.*.*
optimization finished, #iter = 463
nu = 0.257256
obj = -256.695995, rho = 0.103399
nSV = 106, nBSV = 18
Total nSV = 106
.*.*
optimization finished, #iter = 394
nu = 0.264605
obj = -270.344282, rho = 0.067848
nSV = 95, nBSV = 22
Total nSV = 95
.*.*
optimization finished, #iter = 418
nu = 0.264039
obj = -267.435109, rho = 0.103296
nSV = 99, nBSV = 21
Total nSV = 99
.*.*
optimization finished, #iter = 447
nu = 0.264647
obj = -274.461128, rho = 0.318309
nSV = 105, nBSV = 23
Total nSV = 105
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 375
nu = 0.240801
obj = -260.339860, rho = 0.240454
nSV = 94, nBSV = 19
Total nSV = 94
.*.*
optimization finished, #iter = 456
nu = 0.239523
obj = -273.498879, rho = 0.113287
nSV = 106, nBSV = 15
Total nSV = 106
.*.*
optimization finished, #iter = 390
nu = 0.251600
obj = -289.009485, rho = 0.095204
nSV = 93, nBSV = 21
Total nSV = 93
.*.*
optimization finished, #iter = 387
nu = 0.246492
obj = -285.897445, rho = 0.121181
nSV = 100, nBSV = 19
Total nSV = 100
.*.*
optimization finished, #iter = 452
nu = 0.252235
obj = -294.646445, rho = 0.331633
nSV = 105, nBSV = 20
Total nSV = 105
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 401
nu = 0.225020
obj = -272.965034, rho = 0.254602
nSV = 94, nBSV = 19
Total nSV = 94
.*.*
optimization finished, #iter = 533
nu = 0.222932
obj = -291.186636, rho = 0.126501
nSV = 105, nBSV = 14
Total nSV = 105
.*.*
optimization finished, #iter = 396
nu = 0.238285
obj = -307.435766, rho = 0.103164
nSV = 92, nBSV = 18
Total nSV = 92
.*.*
optimization finished, #iter = 410
nu = 0.230380
obj = -305.343021, rho = 0.140432
nSV = 97, nBSV = 17
Total nSV = 97
.*.*
optimization finished, #iter = 521
nu = 0.237946
obj = -315.217251, rho = 0.339332
nSV = 106, nBSV = 16
Total nSV = 106
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 449
nu = 0.210220
obj = -284.413231, rho = 0.268478
nSV = 94, nBSV = 15
Total nSV = 94
.*.*
optimization finished, #iter = 508
nu = 0.207986
obj = -309.614715, rho = 0.150244
nSV = 103, nBSV = 13
Total nSV = 103
.*.*
optimization finished, #iter = 440
nu = 0.223185
obj = -325.678579, rho = 0.113615
nSV = 91, nBSV = 13
Total nSV = 91
.*.*
optimization finished, #iter = 399
nu = 0.215483
obj = -325.677057, rho = 0.165568
nSV = 98, nBSV = 16
Total nSV = 98
.*.*
optimization finished, #iter = 432
nu = 0.225337
obj = -336.162920, rho = 0.349167
nSV = 102, nBSV = 15
Total nSV = 102
Cross Validation Accuracy = 79.5833%
.*.*
optimization finished, #iter = 447
nu = 0.193846
obj = -294.394753, rho = 0.279736
nSV = 93, nBSV = 11
Total nSV = 93
.*.*
optimization finished, #iter = 516
nu = 0.193882
obj = -328.480112, rho = 0.156144
nSV = 100, nBSV = 10
Total nSV = 100
.*.*
optimization finished, #iter = 432
nu = 0.207350
obj = -344.044960, rho = 0.091675
nSV = 92, nBSV = 11
Total nSV = 92
.*.*
optimization finished, #iter = 463
nu = 0.199908
obj = -347.101495, rho = 0.174905
nSV = 100, nBSV = 14
Total nSV = 100
.*.*
optimization finished, #iter = 474
nu = 0.212932
obj = -356.787389, rho = 0.341713
nSV = 101, nBSV = 13
Total nSV = 101
Cross Validation Accuracy = 79.1667%
.*.*
optimization finished, #iter = 410
nu = 0.176435
obj = -303.415983, rho = 0.281703
nSV = 90, nBSV = 7
Total nSV = 90
..*
optimization finished, #iter = 575
nu = 0.179028
obj = -348.204171, rho = 0.132351
nSV = 102, nBSV = 9
Total nSV = 102
.*.*
optimization finished, #iter = 470
nu = 0.191867
obj = -362.760296, rho = 0.059738
nSV = 91, nBSV = 10
Total nSV = 91
.*.*
optimization finished, #iter = 431
nu = 0.186290
obj = -369.861927, rho = 0.179574
nSV = 97, nBSV = 14
Total nSV = 97
.*.*
optimization finished, #iter = 501
nu = 0.199646
obj = -376.909426, rho = 0.329378
nSV = 101, nBSV = 11
Total nSV = 101
Cross Validation Accuracy = 78.3333%
.*.*
optimization finished, #iter = 469
nu = 0.160177
obj = -311.474628, rho = 0.268728
nSV = 90, nBSV = 5
Total nSV = 90
..*
optimization finished, #iter = 567
nu = 0.164736
obj = -369.193288, rho = 0.112660
nSV = 100, nBSV = 7
Total nSV = 100
.*.*
optimization finished, #iter = 473
nu = 0.178069
obj = -381.563177, rho = 0.021503
nSV = 91, nBSV = 9
Total nSV = 91
.*.*
optimization finished, #iter = 431
nu = 0.174196
obj = -393.408416, rho = 0.172987
nSV = 92, nBSV = 13
Total nSV = 92
.*.*
optimization finished, #iter = 520
nu = 0.184851
obj = -396.902111, rho = 0.344972
nSV = 100, nBSV = 10
Total nSV = 100
Cross Validation Accuracy = 77.9167%
.*.*
optimization finished, #iter = 490
nu = 0.144879
obj = -318.568175, rho = 0.253454
nSV = 88, nBSV = 4
Total nSV = 88
..*.*
optimization finished, #iter = 585
nu = 0.152036
obj = -391.683563, rho = 0.094113
nSV = 99, nBSV = 7
Total nSV = 99
.*.*
optimization finished, #iter = 446
nu = 0.165521
obj = -399.914587, rho = -0.026423
nSV = 92, nBSV = 8
Total nSV = 92
.*.*
optimization finished, #iter = 436
nu = 0.163176
obj = -417.380978, rho = 0.148107
nSV = 90, nBSV = 11
Total nSV = 90
..*.*
optimization finished, #iter = 574
nu = 0.170963
obj = -416.966681, rho = 0.360395
nSV = 97, nBSV = 7
Total nSV = 97
Cross Validation Accuracy = 77.9167%
.*.*
optimization finished, #iter = 473
nu = 0.130438
obj = -324.321614, rho = 0.240913
nSV = 88, nBSV = 3
Total nSV = 88
..*.*
optimization finished, #iter = 597
nu = 0.140948
obj = -415.398180, rho = 0.073524
nSV = 100, nBSV = 7
Total nSV = 100
.*.*
optimization finished, #iter = 488
nu = 0.152838
obj = -417.494834, rho = -0.069060
nSV = 90, nBSV = 7
Total nSV = 90
.*.*
optimization finished, #iter = 515
nu = 0.152663
obj = -441.395203, rho = 0.083806
nSV = 91, nBSV = 10
Total nSV = 91
..*.*
optimization finished, #iter = 582
nu = 0.157322
obj = -437.030196, rho = 0.358741
nSV = 99, nBSV = 6
Total nSV = 99
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 466
nu = 0.116632
obj = -329.183907, rho = 0.231921
nSV = 86, nBSV = 3
Total nSV = 86
..*
optimization finished, #iter = 558
nu = 0.130035
obj = -440.347289, rho = 0.060163
nSV = 99, nBSV = 6
Total nSV = 99
..*
optimization finished, #iter = 559
nu = 0.139611
obj = -434.464286, rho = -0.109320
nSV = 88, nBSV = 5
Total nSV = 88
.*.*
optimization finished, #iter = 490
nu = 0.143487
obj = -464.674560, rho = 0.012532
nSV = 89, nBSV = 10
Total nSV = 89
.*.*
optimization finished, #iter = 537
nu = 0.144071
obj = -457.271276, rho = 0.359691
nSV = 99, nBSV = 5
Total nSV = 99
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 503
nu = 0.103734
obj = -333.073602, rho = 0.230044
nSV = 86, nBSV = 2
Total nSV = 86
..*.*
optimization finished, #iter = 611
nu = 0.120526
obj = -466.583197, rho = 0.040300
nSV = 98, nBSV = 6
Total nSV = 98
..*.*
optimization finished, #iter = 592
nu = 0.126974
obj = -451.344617, rho = -0.150225
nSV = 88, nBSV = 3
Total nSV = 88
.*.*
optimization finished, #iter = 519
nu = 0.133638
obj = -486.104917, rho = -0.060381
nSV = 88, nBSV = 8
Total nSV = 88
..*.*
optimization finished, #iter = 593
nu = 0.132066
obj = -477.884241, rho = 0.346229
nSV = 97, nBSV = 5
Total nSV = 97
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 505
nu = 0.092274
obj = -336.102359, rho = 0.230872
nSV = 86, nBSV = 2
Total nSV = 86
..*.*
optimization finished, #iter = 610
nu = 0.112218
obj = -493.527007, rho = 0.019576
nSV = 99, nBSV = 6
Total nSV = 99
..*.*
optimization finished, #iter = 594
nu = 0.114915
obj = -468.592466, rho = -0.167042
nSV = 88, nBSV = 3
Total nSV = 88
..*
optimization finished, #iter = 506
nu = 0.122056
obj = -507.210909, rho = -0.096357
nSV = 87, nBSV = 7
Total nSV = 87
..*.*
optimization finished, #iter = 675
nu = 0.121422
obj = -498.161339, rho = 0.332637
nSV = 99, nBSV = 4
Total nSV = 99
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 468
nu = 0.081503
obj = -338.156631, rho = 0.234677
nSV = 86, nBSV = 1
Total nSV = 86
..*.*
optimization finished, #iter = 610
nu = 0.104990
obj = -520.285510, rho = -0.005321
nSV = 98, nBSV = 6
Total nSV = 98
..*.*
optimization finished, #iter = 645
nu = 0.104101
obj = -486.245896, rho = -0.173492
nSV = 89, nBSV = 2
Total nSV = 89
..*.*
optimization finished, #iter = 577
nu = 0.112863
obj = -527.558287, rho = -0.120051
nSV = 88, nBSV = 4
Total nSV = 88
..*.*
optimization finished, #iter = 608
nu = 0.111256
obj = -517.810793, rho = 0.331827
nSV = 98, nBSV = 4
Total nSV = 98
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 504
nu = 0.072067
obj = -339.309287, rho = 0.237428
nSV = 86, nBSV = 1
Total nSV = 86
..*.*
optimization finished, #iter = 664
nu = 0.098323
obj = -545.612419, rho = -0.017917
nSV = 99, nBSV = 4
Total nSV = 99
..*.*
optimization finished, #iter = 637
nu = 0.093840
obj = -504.563502, rho = -0.159293
nSV = 88, nBSV = 2
Total nSV = 88
..*.*
optimization finished, #iter = 606
nu = 0.102760
obj = -546.643831, rho = -0.100018
nSV = 88, nBSV = 3
Total nSV = 88
..*.*
optimization finished, #iter = 601
nu = 0.102423
obj = -536.071763, rho = 0.327153
nSV = 96, nBSV = 4
Total nSV = 96
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.063126
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 662
nu = 0.091465
obj = -568.954172, rho = -0.023708
nSV = 98, nBSV = 3
Total nSV = 98
..*.*
optimization finished, #iter = 619
nu = 0.084994
obj = -523.530383, rho = -0.140740
nSV = 89, nBSV = 2
Total nSV = 89
..*.*
optimization finished, #iter = 637
nu = 0.093029
obj = -565.361220, rho = -0.064946
nSV = 87, nBSV = 2
Total nSV = 87
..*.*
optimization finished, #iter = 624
nu = 0.093561
obj = -551.743475, rho = 0.331550
nSV = 95, nBSV = 2
Total nSV = 95
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 490
nu = 0.054954
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 604
nu = 0.083591
obj = -590.517169, rho = 0.001400
nSV = 95, nBSV = 2
Total nSV = 95
..*.*
optimization finished, #iter = 648
nu = 0.077035
obj = -542.648221, rho = -0.118809
nSV = 91, nBSV = 2
Total nSV = 91
..*.*
optimization finished, #iter = 605
nu = 0.084172
obj = -584.092495, rho = -0.017856
nSV = 87, nBSV = 2
Total nSV = 87
..*.*
optimization finished, #iter = 654
nu = 0.084330
obj = -566.345063, rho = 0.352821
nSV = 95, nBSV = 2
Total nSV = 95
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 490
nu = 0.047841
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 699
nu = 0.075996
obj = -611.705118, rho = 0.026393
nSV = 95, nBSV = 2
Total nSV = 95
..*.*
optimization finished, #iter = 650
nu = 0.069908
obj = -561.804721, rho = -0.093683
nSV = 91, nBSV = 2
Total nSV = 91
..*.*
optimization finished, #iter = 615
nu = 0.076464
obj = -602.119722, rho = 0.036214
nSV = 87, nBSV = 2
Total nSV = 87
..*.*
optimization finished, #iter = 744
nu = 0.075446
obj = -580.018107, rho = 0.382717
nSV = 95, nBSV = 1
Total nSV = 95
Cross Validation Accuracy = 75.4167%
.*.*
optimization finished, #iter = 490
nu = 0.041648
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 639
nu = 0.069414
obj = -631.847770, rho = 0.061791
nSV = 95, nBSV = 2
Total nSV = 95
..*.*
optimization finished, #iter = 680
nu = 0.063698
obj = -580.230460, rho = -0.063386
nSV = 92, nBSV = 2
Total nSV = 92
..*.*
optimization finished, #iter = 624
nu = 0.069762
obj = -618.211419, rho = 0.105574
nSV = 86, nBSV = 2
Total nSV = 86
..*.*
optimization finished, #iter = 698
nu = 0.066870
obj = -594.658112, rho = 0.417092
nSV = 94, nBSV = 1
Total nSV = 94
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.036256
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 644
nu = 0.063417
obj = -649.464089, rho = 0.105528
nSV = 95, nBSV = 1
Total nSV = 95
..*.*
optimization finished, #iter = 676
nu = 0.058287
obj = -596.687669, rho = -0.030156
nSV = 93, nBSV = 2
Total nSV = 93
..*.*
optimization finished, #iter = 628
nu = 0.063269
obj = -631.118934, rho = 0.157772
nSV = 86, nBSV = 1
Total nSV = 86
..*.*
optimization finished, #iter = 615
nu = 0.059528
obj = -610.601650, rho = 0.455412
nSV = 94, nBSV = 1
Total nSV = 94
Cross Validation Accuracy = 75.4167%
.*.*
optimization finished, #iter = 490
nu = 0.031563
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 613
nu = 0.056815
obj = -665.707464, rho = 0.171319
nSV = 94, nBSV = 1
Total nSV = 94
..*.*
optimization finished, #iter = 665
nu = 0.052585
obj = -610.273890, rho = -0.001411
nSV = 92, nBSV = 1
Total nSV = 92
..*.*
optimization finished, #iter = 645
nu = 0.056816
obj = -641.685897, rho = 0.179520
nSV = 87, nBSV = 1
Total nSV = 87
..*.*
optimization finished, #iter = 618
nu = 0.053267
obj = -627.204694, rho = 0.497481
nSV = 91, nBSV = 1
Total nSV = 91
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.027477
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 662
nu = 0.051069
obj = -681.264922, rho = 0.244266
nSV = 93, nBSV = 1
Total nSV = 93
..*.*
optimization finished, #iter = 677
nu = 0.046954
obj = -623.367218, rho = 0.024556
nSV = 92, nBSV = 1
Total nSV = 92
..*.*
optimization finished, #iter = 637
nu = 0.051115
obj = -649.460118, rho = 0.206915
nSV = 88, nBSV = 1
Total nSV = 88
..*.*
optimization finished, #iter = 606
nu = 0.047838
obj = -643.810509, rho = 0.551117
nSV = 91, nBSV = 1
Total nSV = 91
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.023920
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 610
nu = 0.046067
obj = -695.043012, rho = 0.328671
nSV = 92, nBSV = 1
Total nSV = 92
..*.*
optimization finished, #iter = 628
nu = 0.042111
obj = -635.672798, rho = 0.049414
nSV = 91, nBSV = 1
Total nSV = 91
..*.*
optimization finished, #iter = 684
nu = 0.046143
obj = -652.810127, rho = 0.236639
nSV = 87, nBSV = 1
Total nSV = 87
..*.*
optimization finished, #iter = 634
nu = 0.043111
obj = -659.603416, rho = 0.612897
nSV = 91, nBSV = 1
Total nSV = 91
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 490
nu = 0.020824
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 607
nu = 0.041709
obj = -705.472361, rho = 0.422262
nSV = 93, nBSV = 1
Total nSV = 93
..*.*
optimization finished, #iter = 650
nu = 0.038045
obj = -645.502260, rho = 0.063689
nSV = 91, nBSV = 1
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.040257
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 635
nu = 0.038995
obj = -673.413771, rho = 0.684026
nSV = 91, nBSV = 1
Total nSV = 91
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.018128
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 650
nu = 0.037914
obj = -710.349136, rho = 0.527192
nSV = 92, nBSV = 1
Total nSV = 92
..*.*
optimization finished, #iter = 679
nu = 0.034507
obj = -650.798827, rho = 0.079838
nSV = 91, nBSV = 1
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.035046
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 591
nu = 0.035416
obj = -683.559097, rho = 0.765911
nSV = 89, nBSV = 1
Total nSV = 89
Cross Validation Accuracy = 75.4167%
.*.*
optimization finished, #iter = 490
nu = 0.015781
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.033203
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.030432
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.030509
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.032305
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.013739
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.028905
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.026492
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.026560
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.028123
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.011960
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.025163
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.023063
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.023122
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.024483
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.010412
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.021906
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.020077
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.020129
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.021314
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.009064
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.019070
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.017478
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.017523
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.018555
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.007891
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.016602
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.015216
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.015255
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.016153
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.006869
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.014453
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.013246
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.013280
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.014062
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.005980
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.012582
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.011531
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.011561
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.012241
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.005206
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.010953
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.010039
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.010064
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.010657
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.004532
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.009535
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.008739
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.008761
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.009277
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.003945
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.008301
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.007608
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.007627
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.008076
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 490
nu = 0.003435
obj = -339.413076, rho = 0.236693
nSV = 86, nBSV = 0
Total nSV = 86
..*.*
optimization finished, #iter = 734
nu = 0.007226
obj = -710.425486, rho = 0.541919
nSV = 92, nBSV = 0
Total nSV = 92
..*.*
optimization finished, #iter = 671
nu = 0.006623
obj = -651.140202, rho = 0.085206
nSV = 91, nBSV = 0
Total nSV = 91
..*.*
optimization finished, #iter = 677
nu = 0.006640
obj = -652.821662, rho = 0.238269
nSV = 87, nBSV = 0
Total nSV = 87
..*.*
optimization finished, #iter = 623
nu = 0.007031
obj = -687.616308, rho = 0.863100
nSV = 88, nBSV = 0
Total nSV = 88
Cross Validation Accuracy = 75.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.165603, rho = 0.988845
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.165569, rho = 0.989028
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.165560, rho = 0.987257
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.165598, rho = 0.988912
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.163611, rho = 0.988960
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.190163, rho = 0.987042
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190117, rho = 0.987401
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190105, rho = 0.985362
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190156, rho = 0.987263
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.187868, rho = 0.987423
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.218345, rho = 0.985028
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.218285, rho = 0.985528
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.218269, rho = 0.983185
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218336, rho = 0.985369
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.215700, rho = 0.985552
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.250688, rho = 0.982762
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.250609, rho = 0.983376
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.250589, rho = 0.980861
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250676, rho = 0.983194
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.247638, rho = 0.983521
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.287803, rho = 0.980199
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.287699, rho = 0.980904
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.287671, rho = 0.977994
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.287787, rho = 0.980695
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.284284, rho = 0.981070
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.330380, rho = 0.977255
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.330243, rho = 0.978065
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.330207, rho = 0.974722
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.330360, rho = 0.977825
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.326319, rho = 0.978256
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.379239, rho = 0.973848
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.379059, rho = 0.974738
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.379011, rho = 0.970962
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.379212, rho = 0.974526
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.374547, rho = 0.975532
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.435257, rho = 0.969857
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.435020, rho = 0.970982
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.434955, rho = 0.966645
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435221, rho = 0.970739
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.429832, rho = 0.971894
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.499486, rho = 0.965426
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.499172, rho = 0.966668
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.499087, rho = 0.961685
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.499437, rho = 0.966388
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.493207, rho = 0.967354
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.573112, rho = 0.960285
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.572697, rho = 0.961711
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.572585, rho = 0.955988
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.573047, rho = 0.961390
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.565838, rho = 0.962500
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.657486, rho = 0.954420
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.656939, rho = 0.956017
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.656792, rho = 0.949443
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.657401, rho = 0.955648
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.649050, rho = 0.956924
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.754118, rho = 0.947763
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.753397, rho = 0.949696
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.753202, rho = 0.941729
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.754006, rho = 0.949054
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.744321, rho = 0.950519
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.864767, rho = 0.939998
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.863814, rho = 0.942216
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.863559, rho = 0.932960
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.864618, rho = 0.941479
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.853372, rho = 0.943161
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.991409, rho = 0.930959
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.990152, rho = 0.933623
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.989814, rho = 0.923137
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.991213, rho = 0.932776
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.978134, rho = 0.934709
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -1.136243, rho = 0.920693
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.134585, rho = 0.923753
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.134140, rho = 0.911708
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.135985, rho = 0.922780
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.120750, rho = 0.925000
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.301787, rho = 0.908900
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.299598, rho = 0.912415
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.299012, rho = 0.898486
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.301446, rho = 0.911298
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.283667, rho = 0.913885
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.490861, rho = 0.895413
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.487973, rho = 0.899392
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.487198, rho = 0.883499
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.490410, rho = 0.898108
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.469621, rho = 0.901048
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.706670, rho = 0.879857
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.702860, rho = 0.884666
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.701838, rho = 0.866047
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.706076, rho = 0.882953
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.681708, rho = 0.886330
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.952627, rho = 0.861992
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.947599, rho = 0.867516
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.946250, rho = 0.846052
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -1.951849, rho = 0.865523
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -1.923211, rho = 0.869427
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -2.232503, rho = 0.841534
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -2.225869, rho = 0.847825
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.224090, rho = 0.823172
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.231477, rho = 0.845536
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.879581
obj = -2.197736, rho = 0.850021
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -2.550899, rho = 0.818058
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.542145, rho = 0.825219
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -2.539798, rho = 0.796861
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -2.549545, rho = 0.822563
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -2.509670, rho = 0.827741
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -2.912154, rho = 0.791008
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.900604, rho = 0.799234
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 98
nu = 0.885417
obj = -2.897511, rho = 0.766819
nSV = 171, nBSV = 166
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -2.910368, rho = 0.796183
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -2.863092, rho = 0.802131
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -3.321468, rho = 0.759929
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.306225, rho = 0.769356
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.302147, rho = 0.732180
nSV = 171, nBSV = 166
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -3.319111, rho = 0.765874
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -3.262861, rho = 0.772706
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -3.784077, rho = 0.724088
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.763964, rho = 0.735056
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -3.758582, rho = 0.692381
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.780968, rho = 0.731057
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -3.713787, rho = 0.738905
nSV = 169, nBSV = 165
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -4.305478, rho = 0.683135
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.278940, rho = 0.695686
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -4.271835, rho = 0.646634
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -4.301374, rho = 0.691061
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -4.220818, rho = 0.700076
nSV = 169, nBSV = 165
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -4.891095, rho = 0.636022
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.856079, rho = 0.650330
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 98
nu = 0.885417
obj = -4.846704, rho = 0.594133
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -4.885680, rho = 0.645513
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -4.788680, rho = 0.655496
nSV = 169, nBSV = 165
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -5.546437, rho = 0.581835
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.500234, rho = 0.598351
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.487863, rho = 0.533728
nSV = 171, nBSV = 166
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -5.539292, rho = 0.592800
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.879581
obj = -5.421975, rho = 0.604266
nSV = 169, nBSV = 165
Total nSV = 169
Cross Validation Accuracy = 58.3333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -6.276228, rho = 0.519644
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.215262, rho = 0.538624
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 98
nu = 0.885417
obj = -6.198938, rho = 0.464265
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.266800, rho = 0.532248
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -6.124261, rho = 0.545321
nSV = 169, nBSV = 165
Total nSV = 169
Cross Validation Accuracy = 61.6667%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -7.084091, rho = 0.448223
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.003648, rho = 0.470025
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 98
nu = 0.885417
obj = -6.982110, rho = 0.384609
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.071652, rho = 0.462700
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -6.897660, rho = 0.477854
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 66.25%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -7.972088, rho = 0.366307
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.865943, rho = 0.391221
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 99
nu = 0.885417
obj = -7.837525, rho = 0.293057
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -7.955674, rho = 0.382755
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -7.742274, rho = 0.400214
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 70.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -8.939380, rho = 0.272073
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -8.799319, rho = 0.300692
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 99
nu = 0.885417
obj = -8.761821, rho = 0.187929
nSV = 171, nBSV = 167
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -8.917721, rho = 0.290966
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.879581
obj = -8.654722, rho = 0.310963
nSV = 169, nBSV = 165
Total nSV = 169
Cross Validation Accuracy = 78.75%
*
optimization finished, #iter = 97
nu = 0.878326
obj = -9.980965, rho = 0.171434
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.868407
obj = -9.806594, rho = 0.251562
nSV = 169, nBSV = 164
Total nSV = 169
*
optimization finished, #iter = 96
nu = 0.867151
obj = -9.757736, rho = 0.125778
nSV = 170, nBSV = 163
Total nSV = 170
*
optimization finished, #iter = 90
nu = 0.875087
obj = -9.955849, rho = 0.220241
nSV = 171, nBSV = 166
Total nSV = 171
*
optimization finished, #iter = 95
nu = 0.861391
obj = -9.637270, rho = 0.261727
nSV = 168, nBSV = 160
Total nSV = 168
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 92
nu = 0.856003
obj = -11.120237, rho = 0.139563
nSV = 167, nBSV = 160
Total nSV = 167
*
optimization finished, #iter = 91
nu = 0.842878
obj = -10.924743, rho = 0.225883
nSV = 166, nBSV = 159
Total nSV = 166
*
optimization finished, #iter = 96
nu = 0.842951
obj = -10.864190, rho = 0.080295
nSV = 166, nBSV = 157
Total nSV = 166
*
optimization finished, #iter = 92
nu = 0.852098
obj = -11.104356, rho = 0.188531
nSV = 166, nBSV = 161
Total nSV = 166
*
optimization finished, #iter = 91
nu = 0.837696
obj = -10.727394, rho = 0.224496
nSV = 164, nBSV = 157
Total nSV = 164
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 91
nu = 0.831070
obj = -12.379549, rho = 0.106724
nSV = 164, nBSV = 155
Total nSV = 164
*
optimization finished, #iter = 90
nu = 0.822731
obj = -12.162257, rho = 0.186600
nSV = 162, nBSV = 155
Total nSV = 162
*
optimization finished, #iter = 92
nu = 0.817475
obj = -12.087255, rho = 0.046459
nSV = 162, nBSV = 153
Total nSV = 162
*
optimization finished, #iter = 92
nu = 0.833029
obj = -12.372076, rho = 0.152933
nSV = 163, nBSV = 154
Total nSV = 163
*
optimization finished, #iter = 87
nu = 0.814292
obj = -11.929599, rho = 0.194401
nSV = 158, nBSV = 154
Total nSV = 158
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 89
nu = 0.810352
obj = -13.773238, rho = 0.059035
nSV = 160, nBSV = 154
Total nSV = 160
*
optimization finished, #iter = 92
nu = 0.798716
obj = -13.528559, rho = 0.167168
nSV = 157, nBSV = 148
Total nSV = 157
*
optimization finished, #iter = 90
nu = 0.792842
obj = -13.447146, rho = 0.015051
nSV = 158, nBSV = 147
Total nSV = 158
*
optimization finished, #iter = 94
nu = 0.808803
obj = -13.773970, rho = 0.122116
nSV = 161, nBSV = 150
Total nSV = 161
*
optimization finished, #iter = 92
nu = 0.791898
obj = -13.256747, rho = 0.163468
nSV = 156, nBSV = 145
Total nSV = 156
Cross Validation Accuracy = 82.9167%
*
optimization finished, #iter = 89
nu = 0.786238
obj = -15.304642, rho = 0.038224
nSV = 156, nBSV = 147
Total nSV = 156
*
optimization finished, #iter = 90
nu = 0.782969
obj = -15.026039, rho = 0.105268
nSV = 155, nBSV = 145
Total nSV = 155
*
optimization finished, #iter = 82
nu = 0.768791
obj = -14.958303, rho = -0.007424
nSV = 151, nBSV = 145
Total nSV = 151
*
optimization finished, #iter = 91
nu = 0.792143
obj = -15.317819, rho = 0.060119
nSV = 158, nBSV = 149
Total nSV = 158
*
optimization finished, #iter = 98
nu = 0.772863
obj = -14.713152, rho = 0.114432
nSV = 154, nBSV = 142
Total nSV = 154
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 88
nu = 0.760891
obj = -17.008241, rho = 0.022786
nSV = 151, nBSV = 141
Total nSV = 151
*
optimization finished, #iter = 93
nu = 0.754935
obj = -16.674010, rho = 0.093962
nSV = 151, nBSV = 138
Total nSV = 151
*
optimization finished, #iter = 86
nu = 0.747674
obj = -16.626352, rho = -0.038043
nSV = 147, nBSV = 138
Total nSV = 147
*
optimization finished, #iter = 90
nu = 0.767909
obj = -17.011879, rho = 0.044123
nSV = 151, nBSV = 143
Total nSV = 151
*
optimization finished, #iter = 93
nu = 0.746505
obj = -16.314133, rho = 0.100481
nSV = 149, nBSV = 137
Total nSV = 149
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.736278
obj = -18.898068, rho = 0.011719
nSV = 149, nBSV = 138
Total nSV = 149
*
optimization finished, #iter = 91
nu = 0.727663
obj = -18.510614, rho = 0.084232
nSV = 148, nBSV = 136
Total nSV = 148
*
optimization finished, #iter = 87
nu = 0.725037
obj = -18.466932, rho = -0.068712
nSV = 144, nBSV = 132
Total nSV = 144
*
optimization finished, #iter = 94
nu = 0.743552
obj = -18.886684, rho = 0.040195
nSV = 148, nBSV = 139
Total nSV = 148
*
optimization finished, #iter = 88
nu = 0.721061
obj = -18.088365, rho = 0.094779
nSV = 144, nBSV = 133
Total nSV = 144
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 82
nu = 0.714886
obj = -20.989412, rho = 0.000893
nSV = 143, nBSV = 134
Total nSV = 143
*
optimization finished, #iter = 86
nu = 0.704909
obj = -20.549338, rho = 0.062686
nSV = 142, nBSV = 129
Total nSV = 142
*
optimization finished, #iter = 93
nu = 0.702017
obj = -20.506646, rho = -0.068045
nSV = 142, nBSV = 127
Total nSV = 142
*
optimization finished, #iter = 86
nu = 0.721536
obj = -20.958103, rho = 0.031230
nSV = 144, nBSV = 135
Total nSV = 144
*
optimization finished, #iter = 90
nu = 0.697380
obj = -20.051143, rho = 0.086227
nSV = 139, nBSV = 126
Total nSV = 139
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 92
nu = 0.693704
obj = -23.292749, rho = 0.011458
nSV = 139, nBSV = 124
Total nSV = 139
*
optimization finished, #iter = 87
nu = 0.681846
obj = -22.807000, rho = 0.044681
nSV = 136, nBSV = 124
Total nSV = 136
*
optimization finished, #iter = 94
nu = 0.679761
obj = -22.764346, rho = -0.061374
nSV = 138, nBSV = 123
Total nSV = 138
*
optimization finished, #iter = 96
nu = 0.700918
obj = -23.233111, rho = 0.026917
nSV = 141, nBSV = 127
Total nSV = 141
*
optimization finished, #iter = 96
nu = 0.675048
obj = -22.213469, rho = 0.065287
nSV = 136, nBSV = 120
Total nSV = 136
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 93
nu = 0.670954
obj = -25.838271, rho = 0.022975
nSV = 137, nBSV = 120
Total nSV = 137
*
optimization finished, #iter = 91
nu = 0.663161
obj = -25.291103, rho = 0.019132
nSV = 134, nBSV = 120
Total nSV = 134
*
optimization finished, #iter = 93
nu = 0.658169
obj = -25.262330, rho = -0.067364
nSV = 134, nBSV = 118
Total nSV = 134
*
optimization finished, #iter = 97
nu = 0.677410
obj = -25.734865, rho = 0.031298
nSV = 137, nBSV = 121
Total nSV = 137
*
optimization finished, #iter = 105
nu = 0.650949
obj = -24.598842, rho = 0.066278
nSV = 134, nBSV = 113
Total nSV = 134
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 100
nu = 0.649454
obj = -28.651860, rho = 0.004064
nSV = 134, nBSV = 115
Total nSV = 134
*
optimization finished, #iter = 97
nu = 0.640387
obj = -28.026128, rho = 0.009983
nSV = 131, nBSV = 114
Total nSV = 131
*
optimization finished, #iter = 106
nu = 0.637307
obj = -28.018326, rho = -0.060488
nSV = 133, nBSV = 113
Total nSV = 133
*
optimization finished, #iter = 106
nu = 0.654300
obj = -28.495985, rho = 0.028665
nSV = 136, nBSV = 113
Total nSV = 136
*
optimization finished, #iter = 94
nu = 0.630203
obj = -27.233678, rho = 0.068057
nSV = 129, nBSV = 110
Total nSV = 129
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 105
nu = 0.626556
obj = -31.766051, rho = -0.007553
nSV = 133, nBSV = 110
Total nSV = 133
*
optimization finished, #iter = 96
nu = 0.619051
obj = -31.048022, rho = -0.002542
nSV = 129, nBSV = 108
Total nSV = 129
*
optimization finished, #iter = 101
nu = 0.616757
obj = -31.063659, rho = -0.044602
nSV = 130, nBSV = 109
Total nSV = 130
*
optimization finished, #iter = 110
nu = 0.631199
obj = -31.545131, rho = 0.038941
nSV = 132, nBSV = 109
Total nSV = 132
*
optimization finished, #iter = 100
nu = 0.607133
obj = -30.133446, rho = 0.082267
nSV = 127, nBSV = 100
Total nSV = 127
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 105
nu = 0.605494
obj = -35.214442, rho = -0.023457
nSV = 131, nBSV = 104
Total nSV = 131
*
optimization finished, #iter = 101
nu = 0.596340
obj = -34.392484, rho = -0.000254
nSV = 124, nBSV = 100
Total nSV = 124
*
optimization finished, #iter = 101
nu = 0.595738
obj = -34.426071, rho = -0.038596
nSV = 127, nBSV = 104
Total nSV = 127
*
optimization finished, #iter = 116
nu = 0.608479
obj = -34.911688, rho = 0.049573
nSV = 132, nBSV = 103
Total nSV = 132
*
optimization finished, #iter = 122
nu = 0.583126
obj = -33.354228, rho = 0.088750
nSV = 125, nBSV = 94
Total nSV = 125
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 120
nu = 0.584837
obj = -39.031194, rho = -0.014960
nSV = 127, nBSV = 97
Total nSV = 127
*
optimization finished, #iter = 117
nu = 0.576851
obj = -38.088723, rho = 0.018392
nSV = 124, nBSV = 97
Total nSV = 124
*
optimization finished, #iter = 101
nu = 0.576180
obj = -38.144422, rho = -0.031966
nSV = 122, nBSV = 99
Total nSV = 122
*
optimization finished, #iter = 113
nu = 0.585239
obj = -38.648024, rho = 0.057212
nSV = 130, nBSV = 98
Total nSV = 130
*
optimization finished, #iter = 121
nu = 0.560919
obj = -36.938843, rho = 0.093949
nSV = 125, nBSV = 88
Total nSV = 125
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 116
nu = 0.565645
obj = -43.242010, rho = 0.000985
nSV = 124, nBSV = 92
Total nSV = 124
*
optimization finished, #iter = 120
nu = 0.557101
obj = -42.161131, rho = 0.029725
nSV = 122, nBSV = 89
Total nSV = 122
*
optimization finished, #iter = 110
nu = 0.557933
obj = -42.232688, rho = -0.016943
nSV = 120, nBSV = 92
Total nSV = 120
*
optimization finished, #iter = 111
nu = 0.564620
obj = -42.790438, rho = 0.051395
nSV = 124, nBSV = 94
Total nSV = 124
*
optimization finished, #iter = 138
nu = 0.539794
obj = -40.922485, rho = 0.106513
nSV = 122, nBSV = 82
Total nSV = 122
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 118
nu = 0.547225
obj = -47.885417, rho = 0.021206
nSV = 121, nBSV = 89
Total nSV = 121
*
optimization finished, #iter = 134
nu = 0.536920
obj = -46.658356, rho = 0.036616
nSV = 121, nBSV = 82
Total nSV = 121
*
optimization finished, #iter = 126
nu = 0.537647
obj = -46.740684, rho = -0.006930
nSV = 120, nBSV = 86
Total nSV = 120
*
optimization finished, #iter = 125
nu = 0.545972
obj = -47.352908, rho = 0.053016
nSV = 121, nBSV = 89
Total nSV = 121
*
optimization finished, #iter = 139
nu = 0.519969
obj = -45.352140, rho = 0.119006
nSV = 121, nBSV = 80
Total nSV = 121
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 119
nu = 0.528929
obj = -52.994131, rho = 0.036118
nSV = 119, nBSV = 86
Total nSV = 119
*
optimization finished, #iter = 133
nu = 0.517804
obj = -51.633917, rho = 0.029542
nSV = 115, nBSV = 80
Total nSV = 115
*
optimization finished, #iter = 130
nu = 0.517995
obj = -51.728507, rho = -0.004944
nSV = 120, nBSV = 80
Total nSV = 120
*
optimization finished, #iter = 129
nu = 0.525646
obj = -52.381047, rho = 0.055740
nSV = 121, nBSV = 82
Total nSV = 121
*
optimization finished, #iter = 153
nu = 0.502298
obj = -50.263356, rho = 0.125037
nSV = 120, nBSV = 75
Total nSV = 120
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 133
nu = 0.512579
obj = -58.597962, rho = 0.048187
nSV = 117, nBSV = 83
Total nSV = 117
*
optimization finished, #iter = 138
nu = 0.500546
obj = -57.110856, rho = 0.026072
nSV = 114, nBSV = 75
Total nSV = 114
*
optimization finished, #iter = 133
nu = 0.499981
obj = -57.242154, rho = -0.007452
nSV = 116, nBSV = 77
Total nSV = 116
*
optimization finished, #iter = 128
nu = 0.506606
obj = -57.950657, rho = 0.054015
nSV = 119, nBSV = 82
Total nSV = 119
*
optimization finished, #iter = 162
nu = 0.484970
obj = -55.691647, rho = 0.130717
nSV = 118, nBSV = 68
Total nSV = 118
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 136
nu = 0.497139
obj = -64.705304, rho = 0.063163
nSV = 116, nBSV = 81
Total nSV = 116
*
optimization finished, #iter = 143
nu = 0.483902
obj = -63.121864, rho = 0.021610
nSV = 114, nBSV = 71
Total nSV = 114
*
optimization finished, #iter = 146
nu = 0.483343
obj = -63.309329, rho = -0.006135
nSV = 115, nBSV = 72
Total nSV = 115
*
optimization finished, #iter = 141
nu = 0.489498
obj = -64.084636, rho = 0.048262
nSV = 118, nBSV = 75
Total nSV = 118
*
optimization finished, #iter = 164
nu = 0.467993
obj = -61.704900, rho = 0.143258
nSV = 117, nBSV = 67
Total nSV = 117
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 140
nu = 0.482542
obj = -71.315536, rho = 0.076621
nSV = 114, nBSV = 75
Total nSV = 114
*
optimization finished, #iter = 151
nu = 0.468236
obj = -69.696164, rho = 0.017947
nSV = 113, nBSV = 69
Total nSV = 113
*
optimization finished, #iter = 141
nu = 0.467845
obj = -69.955962, rho = -0.010715
nSV = 112, nBSV = 68
Total nSV = 112
*
optimization finished, #iter = 152
nu = 0.473537
obj = -70.809888, rho = 0.038967
nSV = 115, nBSV = 71
Total nSV = 115
*
optimization finished, #iter = 175
nu = 0.453026
obj = -68.338203, rho = 0.160035
nSV = 114, nBSV = 62
Total nSV = 114
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 151
nu = 0.468017
obj = -78.424193, rho = 0.073952
nSV = 113, nBSV = 68
Total nSV = 113
*
optimization finished, #iter = 159
nu = 0.453897
obj = -76.840163, rho = 0.011973
nSV = 113, nBSV = 66
Total nSV = 113
*
optimization finished, #iter = 142
nu = 0.452721
obj = -77.208100, rho = -0.016018
nSV = 107, nBSV = 64
Total nSV = 107
*
optimization finished, #iter = 161
nu = 0.458781
obj = -78.140667, rho = 0.030957
nSV = 113, nBSV = 66
Total nSV = 113
*.*
optimization finished, #iter = 203
nu = 0.438214
obj = -75.629604, rho = 0.167640
nSV = 112, nBSV = 56
Total nSV = 112
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 167
nu = 0.452580
obj = -86.045260, rho = 0.069390
nSV = 115, nBSV = 65
Total nSV = 115
*
optimization finished, #iter = 174
nu = 0.439126
obj = -84.558429, rho = 0.019142
nSV = 113, nBSV = 59
Total nSV = 113
*
optimization finished, #iter = 158
nu = 0.436899
obj = -85.111763, rho = -0.016128
nSV = 106, nBSV = 60
Total nSV = 106
*
optimization finished, #iter = 181
nu = 0.444409
obj = -86.085786, rho = 0.022338
nSV = 112, nBSV = 61
Total nSV = 112
*.*
optimization finished, #iter = 206
nu = 0.424124
obj = -83.629177, rho = 0.171625
nSV = 113, nBSV = 53
Total nSV = 113
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 164
nu = 0.436294
obj = -94.191100, rho = 0.068337
nSV = 114, nBSV = 60
Total nSV = 114
*
optimization finished, #iter = 178
nu = 0.423692
obj = -92.897351, rho = 0.037596
nSV = 111, nBSV = 56
Total nSV = 111
*
optimization finished, #iter = 173
nu = 0.421884
obj = -93.717261, rho = -0.019055
nSV = 105, nBSV = 57
Total nSV = 105
*
optimization finished, #iter = 185
nu = 0.429766
obj = -94.674488, rho = 0.017858
nSV = 113, nBSV = 59
Total nSV = 113
*.*
optimization finished, #iter = 213
nu = 0.410608
obj = -92.380784, rho = 0.180625
nSV = 112, nBSV = 52
Total nSV = 112
Cross Validation Accuracy = 80.8333%
*.*
optimization finished, #iter = 212
nu = 0.418597
obj = -102.916043, rho = 0.074145
nSV = 113, nBSV = 55
Total nSV = 113
*.*
optimization finished, #iter = 203
nu = 0.409115
obj = -101.878602, rho = 0.055228
nSV = 110, nBSV = 54
Total nSV = 110
*
optimization finished, #iter = 183
nu = 0.407449
obj = -103.044679, rho = -0.017939
nSV = 104, nBSV = 55
Total nSV = 104
*.*
optimization finished, #iter = 209
nu = 0.414580
obj = -103.926828, rho = 0.008826
nSV = 112, nBSV = 54
Total nSV = 112
*.*
optimization finished, #iter = 229
nu = 0.398738
obj = -101.884595, rho = 0.192685
nSV = 112, nBSV = 50
Total nSV = 112
Cross Validation Accuracy = 79.5833%
*.*
optimization finished, #iter = 220
nu = 0.401696
obj = -112.252562, rho = 0.075611
nSV = 112, nBSV = 50
Total nSV = 112
*.*
optimization finished, #iter = 229
nu = 0.394088
obj = -111.486667, rho = 0.058649
nSV = 110, nBSV = 48
Total nSV = 110
*.*
optimization finished, #iter = 217
nu = 0.393335
obj = -113.098860, rho = -0.018063
nSV = 105, nBSV = 50
Total nSV = 105
*.*
optimization finished, #iter = 222
nu = 0.399839
obj = -113.867611, rho = 0.009760
nSV = 110, nBSV = 50
Total nSV = 110
*.*
optimization finished, #iter = 228
nu = 0.386346
obj = -112.123375, rho = 0.195932
nSV = 111, nBSV = 45
Total nSV = 111
Cross Validation Accuracy = 79.1667%
*.*
optimization finished, #iter = 232
nu = 0.386423
obj = -122.125080, rho = 0.072024
nSV = 109, nBSV = 47
Total nSV = 109
*.*
optimization finished, #iter = 231
nu = 0.380201
obj = -121.712943, rho = 0.058840
nSV = 109, nBSV = 46
Total nSV = 109
*.*
optimization finished, #iter = 215
nu = 0.379665
obj = -123.886105, rho = -0.013027
nSV = 105, nBSV = 49
Total nSV = 105
*.*
optimization finished, #iter = 227
nu = 0.384375
obj = -124.521804, rho = 0.017229
nSV = 109, nBSV = 47
Total nSV = 109
*.*
optimization finished, #iter = 233
nu = 0.374655
obj = -123.121621, rho = 0.198801
nSV = 112, nBSV = 44
Total nSV = 112
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 287
nu = 0.370063
obj = -132.466034, rho = 0.074048
nSV = 109, nBSV = 40
Total nSV = 109
*.*
optimization finished, #iter = 254
nu = 0.366590
obj = -132.454115, rho = 0.055465
nSV = 110, nBSV = 41
Total nSV = 110
*.*
optimization finished, #iter = 235
nu = 0.367006
obj = -135.321016, rho = -0.008182
nSV = 105, nBSV = 46
Total nSV = 105
*.*
optimization finished, #iter = 214
nu = 0.370314
obj = -135.882134, rho = 0.019252
nSV = 107, nBSV = 45
Total nSV = 107
.*
optimization finished, #iter = 268
nu = 0.363369
obj = -134.782745, rho = 0.193958
nSV = 113, nBSV = 39
Total nSV = 113
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 270
nu = 0.354030
obj = -143.277356, rho = 0.076572
nSV = 108, nBSV = 38
Total nSV = 108
.*
optimization finished, #iter = 278
nu = 0.352013
obj = -143.642232, rho = 0.052174
nSV = 110, nBSV = 35
Total nSV = 110
*.*
optimization finished, #iter = 244
nu = 0.353358
obj = -147.376388, rho = -0.005919
nSV = 104, nBSV = 40
Total nSV = 104
*.*
optimization finished, #iter = 241
nu = 0.356894
obj = -147.803236, rho = 0.019209
nSV = 104, nBSV = 41
Total nSV = 104
.*
optimization finished, #iter = 301
nu = 0.352181
obj = -147.027900, rho = 0.182550
nSV = 110, nBSV = 36
Total nSV = 110
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 256
nu = 0.338320
obj = -154.453315, rho = 0.086808
nSV = 107, nBSV = 37
Total nSV = 107
.*
optimization finished, #iter = 336
nu = 0.336344
obj = -155.308774, rho = 0.041042
nSV = 110, nBSV = 33
Total nSV = 110
*.*
optimization finished, #iter = 248
nu = 0.339394
obj = -160.012058, rho = -0.003171
nSV = 105, nBSV = 38
Total nSV = 105
*.*
optimization finished, #iter = 250
nu = 0.342365
obj = -160.242769, rho = 0.027679
nSV = 104, nBSV = 36
Total nSV = 104
.*
optimization finished, #iter = 322
nu = 0.338486
obj = -159.820773, rho = 0.186512
nSV = 108, nBSV = 32
Total nSV = 108
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 276
nu = 0.323089
obj = -165.817751, rho = 0.094416
nSV = 106, nBSV = 34
Total nSV = 106
.*
optimization finished, #iter = 313
nu = 0.320298
obj = -167.415213, rho = 0.038676
nSV = 112, nBSV = 30
Total nSV = 112
.*
optimization finished, #iter = 296
nu = 0.325374
obj = -173.129634, rho = 0.000595
nSV = 103, nBSV = 30
Total nSV = 103
.*
optimization finished, #iter = 293
nu = 0.326851
obj = -173.207357, rho = 0.040659
nSV = 104, nBSV = 33
Total nSV = 104
.*
optimization finished, #iter = 336
nu = 0.322583
obj = -173.306865, rho = 0.200012
nSV = 107, nBSV = 27
Total nSV = 107
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 315
nu = 0.306929
obj = -177.240580, rho = 0.106041
nSV = 106, nBSV = 32
Total nSV = 106
.*
optimization finished, #iter = 354
nu = 0.305267
obj = -179.863631, rho = 0.036430
nSV = 111, nBSV = 27
Total nSV = 111
.*
optimization finished, #iter = 312
nu = 0.309582
obj = -186.784431, rho = 0.005434
nSV = 103, nBSV = 27
Total nSV = 103
.*
optimization finished, #iter = 332
nu = 0.311488
obj = -186.668123, rho = 0.050656
nSV = 105, nBSV = 30
Total nSV = 105
.*
optimization finished, #iter = 329
nu = 0.307156
obj = -187.585439, rho = 0.215605
nSV = 109, nBSV = 26
Total nSV = 109
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 338
nu = 0.291167
obj = -188.534737, rho = 0.127127
nSV = 104, nBSV = 27
Total nSV = 104
.*
optimization finished, #iter = 358
nu = 0.289380
obj = -192.502462, rho = 0.044105
nSV = 110, nBSV = 25
Total nSV = 110
.*
optimization finished, #iter = 324
nu = 0.294071
obj = -200.942904, rho = 0.008497
nSV = 104, nBSV = 25
Total nSV = 104
.*
optimization finished, #iter = 332
nu = 0.297011
obj = -200.428026, rho = 0.054014
nSV = 104, nBSV = 28
Total nSV = 104
.*
optimization finished, #iter = 374
nu = 0.291964
obj = -202.594498, rho = 0.225313
nSV = 106, nBSV = 25
Total nSV = 106
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 336
nu = 0.273310
obj = -199.620668, rho = 0.144158
nSV = 103, nBSV = 23
Total nSV = 103
.*
optimization finished, #iter = 376
nu = 0.272912
obj = -205.279568, rho = 0.052278
nSV = 108, nBSV = 19
Total nSV = 108
.*
optimization finished, #iter = 347
nu = 0.278132
obj = -215.577906, rho = 0.020584
nSV = 102, nBSV = 22
Total nSV = 102
.*
optimization finished, #iter = 308
nu = 0.280531
obj = -214.422916, rho = 0.066030
nSV = 104, nBSV = 25
Total nSV = 104
.*
optimization finished, #iter = 364
nu = 0.278021
obj = -218.232172, rho = 0.235713
nSV = 104, nBSV = 23
Total nSV = 104
Cross Validation Accuracy = 80.8333%
.*
optimization finished, #iter = 380
nu = 0.255904
obj = -210.495107, rho = 0.159495
nSV = 102, nBSV = 21
Total nSV = 102
.*.*
optimization finished, #iter = 434
nu = 0.254093
obj = -218.395992, rho = 0.062636
nSV = 108, nBSV = 15
Total nSV = 108
.*
optimization finished, #iter = 328
nu = 0.263226
obj = -230.631299, rho = 0.040900
nSV = 101, nBSV = 20
Total nSV = 101
.*
optimization finished, #iter = 349
nu = 0.262084
obj = -228.919997, rho = 0.084204
nSV = 103, nBSV = 21
Total nSV = 103
.*.*
optimization finished, #iter = 393
nu = 0.264772
obj = -234.271103, rho = 0.246556
nSV = 106, nBSV = 21
Total nSV = 106
Cross Validation Accuracy = 80.8333%
.*
optimization finished, #iter = 373
nu = 0.238605
obj = -220.938011, rho = 0.169334
nSV = 104, nBSV = 18
Total nSV = 104
.*.*
optimization finished, #iter = 460
nu = 0.236116
obj = -232.171691, rho = 0.072351
nSV = 109, nBSV = 14
Total nSV = 109
.*
optimization finished, #iter = 358
nu = 0.249710
obj = -245.710432, rho = 0.053295
nSV = 96, nBSV = 19
Total nSV = 96
.*
optimization finished, #iter = 351
nu = 0.244523
obj = -244.184838, rho = 0.093624
nSV = 101, nBSV = 18
Total nSV = 101
.*.*
optimization finished, #iter = 436
nu = 0.250575
obj = -250.447398, rho = 0.254519
nSV = 106, nBSV = 16
Total nSV = 106
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 387
nu = 0.222569
obj = -230.697685, rho = 0.173046
nSV = 102, nBSV = 16
Total nSV = 102
.*.*
optimization finished, #iter = 484
nu = 0.219613
obj = -246.552234, rho = 0.083709
nSV = 110, nBSV = 13
Total nSV = 110
.*
optimization finished, #iter = 376
nu = 0.235220
obj = -260.490827, rho = 0.058674
nSV = 95, nBSV = 15
Total nSV = 95
.*
optimization finished, #iter = 364
nu = 0.228245
obj = -260.169241, rho = 0.110641
nSV = 100, nBSV = 17
Total nSV = 100
.*.*
optimization finished, #iter = 403
nu = 0.235763
obj = -267.002090, rho = 0.260258
nSV = 105, nBSV = 16
Total nSV = 105
Cross Validation Accuracy = 80.4167%
.*.*
optimization finished, #iter = 434
nu = 0.206280
obj = -239.299079, rho = 0.182087
nSV = 99, nBSV = 11
Total nSV = 99
.*.*
optimization finished, #iter = 536
nu = 0.204272
obj = -261.388820, rho = 0.088925
nSV = 106, nBSV = 11
Total nSV = 106
.*.*
optimization finished, #iter = 393
nu = 0.218846
obj = -275.249368, rho = 0.047183
nSV = 94, nBSV = 12
Total nSV = 94
.*.*
optimization finished, #iter = 405
nu = 0.212410
obj = -276.792339, rho = 0.129252
nSV = 103, nBSV = 15
Total nSV = 103
.*.*
optimization finished, #iter = 430
nu = 0.223092
obj = -283.470755, rho = 0.262728
nSV = 103, nBSV = 13
Total nSV = 103
Cross Validation Accuracy = 78.75%
.*.*
optimization finished, #iter = 431
nu = 0.188493
obj = -246.965040, rho = 0.189941
nSV = 96, nBSV = 7
Total nSV = 96
.*.*
optimization finished, #iter = 445
nu = 0.188675
obj = -276.836375, rho = 0.081930
nSV = 105, nBSV = 10
Total nSV = 105
.*.*
optimization finished, #iter = 422
nu = 0.203025
obj = -290.088629, rho = 0.025971
nSV = 95, nBSV = 10
Total nSV = 95
.*.*
optimization finished, #iter = 412
nu = 0.196597
obj = -294.432013, rho = 0.133923
nSV = 102, nBSV = 14
Total nSV = 102
.*.*
optimization finished, #iter = 477
nu = 0.209186
obj = -299.547198, rho = 0.253561
nSV = 104, nBSV = 11
Total nSV = 104
Cross Validation Accuracy = 78.3333%
.*.*
optimization finished, #iter = 415
nu = 0.171718
obj = -253.878000, rho = 0.194503
nSV = 95, nBSV = 7
Total nSV = 95
.*.*
optimization finished, #iter = 525
nu = 0.173967
obj = -293.138309, rho = 0.067258
nSV = 102, nBSV = 7
Total nSV = 102
.*.*
optimization finished, #iter = 413
nu = 0.187964
obj = -305.032577, rho = -0.001316
nSV = 94, nBSV = 10
Total nSV = 94
.*.*
optimization finished, #iter = 395
nu = 0.183300
obj = -312.969469, rho = 0.129327
nSV = 99, nBSV = 13
Total nSV = 99
.*.*
optimization finished, #iter = 469
nu = 0.193989
obj = -315.415008, rho = 0.257367
nSV = 103, nBSV = 10
Total nSV = 103
Cross Validation Accuracy = 77.9167%
.*.*
optimization finished, #iter = 437
nu = 0.155012
obj = -259.933302, rho = 0.187579
nSV = 94, nBSV = 4
Total nSV = 94
..*
optimization finished, #iter = 508
nu = 0.160031
obj = -310.514337, rho = 0.053652
nSV = 102, nBSV = 7
Total nSV = 102
.*.*
optimization finished, #iter = 406
nu = 0.174285
obj = -319.724349, rho = -0.036435
nSV = 94, nBSV = 9
Total nSV = 94
.*.*
optimization finished, #iter = 402
nu = 0.171367
obj = -331.959714, rho = 0.119698
nSV = 96, nBSV = 13
Total nSV = 96
.*.*
optimization finished, #iter = 500
nu = 0.179004
obj = -331.373333, rho = 0.271507
nSV = 103, nBSV = 8
Total nSV = 103
Cross Validation Accuracy = 77.9167%
.*.*
optimization finished, #iter = 468
nu = 0.140092
obj = -265.100984, rho = 0.175655
nSV = 93, nBSV = 3
Total nSV = 93
..*
optimization finished, #iter = 545
nu = 0.147933
obj = -328.925860, rho = 0.038381
nSV = 102, nBSV = 7
Total nSV = 102
.*.*
optimization finished, #iter = 471
nu = 0.161307
obj = -333.692531, rho = -0.072915
nSV = 94, nBSV = 7
Total nSV = 94
.*.*
optimization finished, #iter = 425
nu = 0.160197
obj = -350.976399, rho = 0.091006
nSV = 92, nBSV = 10
Total nSV = 92
.*.*
optimization finished, #iter = 526
nu = 0.165309
obj = -347.312395, rho = 0.283235
nSV = 104, nBSV = 6
Total nSV = 104
Cross Validation Accuracy = 77.5%
.*.*
optimization finished, #iter = 451
nu = 0.125012
obj = -269.492555, rho = 0.168040
nSV = 92, nBSV = 3
Total nSV = 92
..*
optimization finished, #iter = 558
nu = 0.136691
obj = -348.132803, rho = 0.026526
nSV = 101, nBSV = 6
Total nSV = 101
.*.*
optimization finished, #iter = 515
nu = 0.148049
obj = -346.885938, rho = -0.105259
nSV = 93, nBSV = 5
Total nSV = 93
.*.*
optimization finished, #iter = 420
nu = 0.149932
obj = -369.656824, rho = 0.043793
nSV = 90, nBSV = 10
Total nSV = 90
.*.*
optimization finished, #iter = 524
nu = 0.151582
obj = -363.242271, rho = 0.278991
nSV = 105, nBSV = 5
Total nSV = 105
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 464
nu = 0.111613
obj = -273.175238, rho = 0.161544
nSV = 91, nBSV = 2
Total nSV = 91
.*.*
optimization finished, #iter = 533
nu = 0.126299
obj = -368.316523, rho = 0.014344
nSV = 103, nBSV = 6
Total nSV = 103
..*
optimization finished, #iter = 546
nu = 0.134520
obj = -359.827079, rho = -0.135511
nSV = 92, nBSV = 3
Total nSV = 92
.*.*
optimization finished, #iter = 461
nu = 0.140668
obj = -387.069040, rho = -0.007585
nSV = 91, nBSV = 9
Total nSV = 91
.*.*
optimization finished, #iter = 566
nu = 0.138522
obj = -379.392316, rho = 0.269003
nSV = 103, nBSV = 5
Total nSV = 103
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 427
nu = 0.099154
obj = -276.201705, rho = 0.163269
nSV = 89, nBSV = 2
Total nSV = 89
..*
optimization finished, #iter = 542
nu = 0.117228
obj = -389.152880, rho = 0.003308
nSV = 102, nBSV = 6
Total nSV = 102
..*
optimization finished, #iter = 570
nu = 0.121416
obj = -372.995601, rho = -0.141223
nSV = 93, nBSV = 3
Total nSV = 93
.*.*
optimization finished, #iter = 465
nu = 0.128925
obj = -403.353202, rho = -0.047485
nSV = 91, nBSV = 7
Total nSV = 91
.*.*
optimization finished, #iter = 539
nu = 0.127203
obj = -395.485908, rho = 0.257432
nSV = 101, nBSV = 5
Total nSV = 101
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 433
nu = 0.087917
obj = -278.440668, rho = 0.165896
nSV = 89, nBSV = 1
Total nSV = 89
..*
optimization finished, #iter = 481
nu = 0.109330
obj = -409.991091, rho = -0.010106
nSV = 100, nBSV = 6
Total nSV = 100
.*.*
optimization finished, #iter = 543
nu = 0.109747
obj = -386.567987, rho = -0.140183
nSV = 92, nBSV = 3
Total nSV = 92
.*.*
optimization finished, #iter = 516
nu = 0.118327
obj = -419.375168, rho = -0.064244
nSV = 90, nBSV = 6
Total nSV = 90
.*.*
optimization finished, #iter = 564
nu = 0.116398
obj = -411.079760, rho = 0.256175
nSV = 101, nBSV = 4
Total nSV = 101
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 463
nu = 0.077686
obj = -280.049386, rho = 0.169336
nSV = 89, nBSV = 1
Total nSV = 89
..*
optimization finished, #iter = 574
nu = 0.102030
obj = -429.965723, rho = -0.014146
nSV = 101, nBSV = 4
Total nSV = 101
..*.*
optimization finished, #iter = 589
nu = 0.098940
obj = -400.472072, rho = -0.131991
nSV = 92, nBSV = 2
Total nSV = 92
.*.*
optimization finished, #iter = 518
nu = 0.108487
obj = -434.094390, rho = -0.057434
nSV = 89, nBSV = 3
Total nSV = 89
..*
optimization finished, #iter = 546
nu = 0.106886
obj = -425.862963, rho = 0.254113
nSV = 99, nBSV = 4
Total nSV = 99
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 454
nu = 0.068780
obj = -280.780564, rho = 0.173261
nSV = 88, nBSV = 1
Total nSV = 88
..*
optimization finished, #iter = 572
nu = 0.094703
obj = -448.757440, rho = -0.014894
nSV = 101, nBSV = 4
Total nSV = 101
..*.*
optimization finished, #iter = 579
nu = 0.089358
obj = -414.917930, rho = -0.117402
nSV = 93, nBSV = 2
Total nSV = 93
..*
optimization finished, #iter = 565
nu = 0.098038
obj = -448.132529, rho = -0.027902
nSV = 88, nBSV = 2
Total nSV = 88
.*.*
optimization finished, #iter = 509
nu = 0.098535
obj = -438.710950, rho = 0.254030
nSV = 101, nBSV = 3
Total nSV = 101
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.059987
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*
optimization finished, #iter = 555
nu = 0.087454
obj = -465.759918, rho = -0.005214
nSV = 99, nBSV = 3
Total nSV = 99
..*.*
optimization finished, #iter = 583
nu = 0.080655
obj = -429.764595, rho = -0.099298
nSV = 93, nBSV = 2
Total nSV = 93
..*
optimization finished, #iter = 536
nu = 0.088513
obj = -462.135732, rho = 0.008161
nSV = 89, nBSV = 2
Total nSV = 89
..*.*
optimization finished, #iter = 576
nu = 0.088771
obj = -449.747921, rho = 0.275057
nSV = 101, nBSV = 2
Total nSV = 101
Cross Validation Accuracy = 74.5833%
.*.*
optimization finished, #iter = 452
nu = 0.052221
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*
optimization finished, #iter = 568
nu = 0.079478
obj = -481.670893, rho = 0.015838
nSV = 99, nBSV = 2
Total nSV = 99
..*.*
optimization finished, #iter = 586
nu = 0.073077
obj = -444.799344, rho = -0.078671
nSV = 93, nBSV = 2
Total nSV = 93
..*
optimization finished, #iter = 546
nu = 0.080221
obj = -475.577377, rho = 0.049589
nSV = 89, nBSV = 2
Total nSV = 89
..*.*
optimization finished, #iter = 694
nu = 0.079303
obj = -460.119445, rho = 0.301230
nSV = 102, nBSV = 1
Total nSV = 102
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.045461
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 579
nu = 0.072374
obj = -496.833500, rho = 0.042914
nSV = 98, nBSV = 2
Total nSV = 98
..*.*
optimization finished, #iter = 622
nu = 0.066481
obj = -459.405717, rho = -0.054757
nSV = 94, nBSV = 2
Total nSV = 94
..*
optimization finished, #iter = 574
nu = 0.072732
obj = -487.762866, rho = 0.090500
nSV = 90, nBSV = 2
Total nSV = 90
..*.*
optimization finished, #iter = 609
nu = 0.070220
obj = -471.225792, rho = 0.326921
nSV = 102, nBSV = 1
Total nSV = 102
Cross Validation Accuracy = 75.4167%
.*.*
optimization finished, #iter = 452
nu = 0.039576
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*
optimization finished, #iter = 574
nu = 0.065977
obj = -510.178314, rho = 0.076788
nSV = 98, nBSV = 1
Total nSV = 98
..*.*
optimization finished, #iter = 600
nu = 0.060738
obj = -472.670688, rho = -0.027341
nSV = 94, nBSV = 2
Total nSV = 94
..*.*
optimization finished, #iter = 581
nu = 0.065928
obj = -497.836514, rho = 0.133853
nSV = 91, nBSV = 1
Total nSV = 91
..*.*
optimization finished, #iter = 608
nu = 0.062412
obj = -483.371488, rho = 0.354877
nSV = 99, nBSV = 1
Total nSV = 99
Cross Validation Accuracy = 75.4167%
.*.*
optimization finished, #iter = 452
nu = 0.034453
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 607
nu = 0.059027
obj = -522.495438, rho = 0.123671
nSV = 97, nBSV = 1
Total nSV = 97
..*.*
optimization finished, #iter = 577
nu = 0.054997
obj = -483.638650, rho = -0.000735
nSV = 94, nBSV = 1
Total nSV = 94
..*.*
optimization finished, #iter = 617
nu = 0.059098
obj = -506.159460, rho = 0.149498
nSV = 91, nBSV = 1
Total nSV = 91
..*.*
optimization finished, #iter = 583
nu = 0.055752
obj = -496.101409, rho = 0.383158
nSV = 99, nBSV = 1
Total nSV = 99
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.029993
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 602
nu = 0.052993
obj = -534.304781, rho = 0.178700
nSV = 97, nBSV = 1
Total nSV = 97
..*.*
optimization finished, #iter = 581
nu = 0.049072
obj = -494.041464, rho = 0.020037
nSV = 94, nBSV = 1
Total nSV = 94
..*.*
optimization finished, #iter = 594
nu = 0.053082
obj = -512.519946, rho = 0.170570
nSV = 92, nBSV = 1
Total nSV = 92
..*.*
optimization finished, #iter = 603
nu = 0.049959
obj = -508.978454, rho = 0.415839
nSV = 98, nBSV = 1
Total nSV = 98
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 452
nu = 0.026111
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 612
nu = 0.047743
obj = -544.770814, rho = 0.240169
nSV = 99, nBSV = 1
Total nSV = 99
..*
optimization finished, #iter = 557
nu = 0.043948
obj = -503.960140, rho = 0.040473
nSV = 94, nBSV = 1
Total nSV = 94
..*.*
optimization finished, #iter = 629
nu = 0.047844
obj = -515.720522, rho = 0.192183
nSV = 92, nBSV = 1
Total nSV = 92
.*.*
optimization finished, #iter = 532
nu = 0.044943
obj = -521.427895, rho = 0.457305
nSV = 96, nBSV = 1
Total nSV = 96
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 452
nu = 0.022731
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 613
nu = 0.043167
obj = -552.709274, rho = 0.307637
nSV = 100, nBSV = 1
Total nSV = 100
..*.*
optimization finished, #iter = 579
nu = 0.039646
obj = -512.224887, rho = 0.052716
nSV = 93, nBSV = 1
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.041974
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
..*
optimization finished, #iter = 531
nu = 0.040590
obj = -532.543738, rho = 0.508264
nSV = 94, nBSV = 1
Total nSV = 94
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 452
nu = 0.019788
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 639
nu = 0.039184
obj = -556.446601, rho = 0.385462
nSV = 100, nBSV = 1
Total nSV = 100
..*
optimization finished, #iter = 548
nu = 0.035902
obj = -517.304949, rho = 0.067528
nSV = 93, nBSV = 1
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.036540
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.036800
obj = -541.094906, rho = 0.567998
nSV = 93, nBSV = 1
Total nSV = 93
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.017227
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.034320
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.031950
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.031810
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 507
nu = 0.033508
obj = -545.340259, rho = 0.637850
nSV = 92, nBSV = 1
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.014997
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.029877
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.027814
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.027692
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.029438
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.013055
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.026010
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.024213
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.024108
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.025627
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.011365
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.022643
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.021079
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.020987
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.022310
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.009894
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.019712
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.018350
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.018270
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.019422
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.008613
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.017160
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.015975
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.015905
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.016908
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.007498
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.014939
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.013907
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.013846
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.014719
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.006528
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.013005
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.012107
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.012054
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.012814
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.005683
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.011321
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.010539
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.010493
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.011155
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.004947
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.009856
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.009175
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.009135
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.009711
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.004307
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.008580
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.007987
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.007953
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.008454
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.003749
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.007469
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.006953
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.006923
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.007359
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.003264
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.006502
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.006053
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.006027
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.006407
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
.*.*
optimization finished, #iter = 452
nu = 0.002841
obj = -280.787688, rho = 0.173800
nSV = 88, nBSV = 0
Total nSV = 88
..*.*
optimization finished, #iter = 667
nu = 0.005661
obj = -556.511211, rho = 0.397318
nSV = 100, nBSV = 0
Total nSV = 100
..*.*
optimization finished, #iter = 581
nu = 0.005270
obj = -518.088726, rho = 0.076036
nSV = 93, nBSV = 0
Total nSV = 93
..*.*
optimization finished, #iter = 647
nu = 0.005247
obj = -515.835650, rho = 0.195992
nSV = 92, nBSV = 0
Total nSV = 92
.*.*
optimization finished, #iter = 510
nu = 0.005577
obj = -545.470830, rho = 0.652424
nSV = 92, nBSV = 0
Total nSV = 92
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.165633, rho = 0.989499
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.165602, rho = 0.990023
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.165594, rho = 0.988384
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.165629, rho = 0.989934
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.163647, rho = 0.990038
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.190202, rho = 0.987990
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.190161, rho = 0.988539
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.190151, rho = 0.986657
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.190196, rho = 0.988437
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.187915, rho = 0.988557
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.218398, rho = 0.986205
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218343, rho = 0.986835
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218330, rho = 0.984554
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218389, rho = 0.986718
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.215762, rho = 0.986855
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.250756, rho = 0.984083
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.250686, rho = 0.984878
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.250669, rho = 0.982331
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.250746, rho = 0.984814
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.247720, rho = 0.984881
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.287894, rho = 0.981797
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.287799, rho = 0.982641
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.287778, rho = 0.979603
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287880, rho = 0.982556
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.284392, rho = 0.982633
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.330501, rho = 0.979091
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330376, rho = 0.980060
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.330347, rho = 0.976571
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330482, rho = 0.979962
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.326461, rho = 0.980051
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.379399, rho = 0.975873
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.379233, rho = 0.977095
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.379195, rho = 0.972978
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379373, rho = 0.976982
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.374734, rho = 0.977084
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.435468, rho = 0.972275
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.435249, rho = 0.973689
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.435199, rho = 0.968960
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435433, rho = 0.973559
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.430079, rho = 0.973676
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.499763, rho = 0.968354
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.499474, rho = 0.969777
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.499408, rho = 0.964345
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.499717, rho = 0.969628
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.493533, rho = 0.969762
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.573478, rho = 0.963627
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.573098, rho = 0.965211
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.573008, rho = 0.959342
nSV = 171, nBSV = 168
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.573417, rho = 0.964815
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.566268, rho = 0.965505
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.657969, rho = 0.957992
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.657468, rho = 0.960038
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.657352, rho = 0.953084
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.657890, rho = 0.959582
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.649617, rho = 0.960101
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.754756, rho = 0.951746
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.754096, rho = 0.954371
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.753941, rho = 0.946109
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.754651, rho = 0.953573
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.745071, rho = 0.954594
nSV = 171, nBSV = 167
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.865608, rho = 0.944828
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.864736, rho = 0.947586
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.864532, rho = 0.938148
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.865469, rho = 0.946670
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.854361, rho = 0.947842
nSV = 171, nBSV = 167
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.992518, rho = 0.936623
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.991369, rho = 0.939792
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.991099, rho = 0.928890
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.992336, rho = 0.938739
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.979439, rho = 0.940123
nSV = 171, nBSV = 167
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.137708, rho = 0.927256
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.136190, rho = 0.930839
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.135835, rho = 0.918270
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.137467, rho = 0.929922
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.122472, rho = 0.931281
nSV = 172, nBSV = 166
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.303720, rho = 0.916439
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.301717, rho = 0.920555
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.301248, rho = 0.906097
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.303405, rho = 0.919333
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.285939, rho = 0.920943
nSV = 171, nBSV = 167
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.493411, rho = 0.904014
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.490769, rho = 0.908734
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.490150, rho = 0.892289
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.492996, rho = 0.907338
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -1.472619, rho = 0.909187
nSV = 171, nBSV = 167
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.710035, rho = 0.889738
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.706548, rho = 0.895159
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.705732, rho = 0.876268
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.709488, rho = 0.893483
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -1.685664, rho = 0.895867
nSV = 172, nBSV = 166
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.957067, rho = 0.873341
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.952464, rho = 0.879498
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.951389, rho = 0.857854
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.956346, rho = 0.877643
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -1.928431, rho = 0.880380
nSV = 172, nBSV = 166
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.238360, rho = 0.854516
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.232292, rho = 0.861458
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.230869, rho = 0.836735
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.237409, rho = 0.859458
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -2.204624, rho = 0.862602
nSV = 172, nBSV = 166
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.558628, rho = 0.832879
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.550621, rho = 0.840870
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -2.548743, rho = 0.812418
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.557373, rho = 0.838555
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -2.518758, rho = 0.842126
nSV = 172, nBSV = 166
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -2.922355, rho = 0.808042
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.911788, rho = 0.817212
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.909311, rho = 0.784561
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.920697, rho = 0.814553
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -2.875083, rho = 0.818701
nSV = 172, nBSV = 166
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.334928, rho = 0.779496
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.320985, rho = 0.790093
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.317716, rho = 0.752524
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -3.332741, rho = 0.786975
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -3.278684, rho = 0.791781
nSV = 172, nBSV = 167
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -3.801838, rho = 0.746705
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -3.783439, rho = 0.758878
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.779127, rho = 0.715740
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.798951, rho = 0.755405
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -3.734666, rho = 0.760816
nSV = 172, nBSV = 167
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -4.328913, rho = 0.709045
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.304635, rho = 0.723019
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -4.298945, rho = 0.673542
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -4.325105, rho = 0.718820
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -4.248368, rho = 0.725246
nSV = 172, nBSV = 167
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -4.922017, rho = 0.665784
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -4.889983, rho = 0.681741
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -4.882475, rho = 0.624915
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -4.916993, rho = 0.677013
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -4.825033, rho = 0.684394
nSV = 172, nBSV = 167
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -5.587239, rho = 0.616085
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.544971, rho = 0.634542
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -5.535062, rho = 0.569139
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -5.580610, rho = 0.628983
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -5.469943, rho = 0.637462
nSV = 172, nBSV = 167
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -6.330067, rho = 0.558995
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.274293, rho = 0.580197
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -6.261221, rho = 0.505116
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.321323, rho = 0.573729
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -6.187556, rho = 0.583551
nSV = 172, nBSV = 167
Total nSV = 172
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -7.155134, rho = 0.493523
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.081538, rho = 0.517779
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -7.064290, rho = 0.431499
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.143594, rho = 0.510349
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -6.981177, rho = 0.521581
nSV = 172, nBSV = 166
Total nSV = 172
Cross Validation Accuracy = 63.3333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -8.065829, rho = 0.418214
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.968719, rho = 0.446076
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -7.945960, rho = 0.346967
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -8.050601, rho = 0.437681
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -7.852474, rho = 0.450443
nSV = 172, nBSV = 166
Total nSV = 172
Cross Validation Accuracy = 67.5%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -9.063073, rho = 0.331698
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -8.934935, rho = 0.363704
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -8.904904, rho = 0.250013
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -9.042980, rho = 0.354060
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -8.800134, rho = 0.368720
nSV = 172, nBSV = 166
Total nSV = 172
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -10.143986, rho = 0.232401
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.882624
obj = -9.975169, rho = 0.277663
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 98
nu = 0.883132
obj = -9.935455, rho = 0.145354
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -10.117472, rho = 0.258006
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.876767
obj = -9.818635, rho = 0.282368
nSV = 172, nBSV = 165
Total nSV = 172
Cross Validation Accuracy = 78.75%
*
optimization finished, #iter = 89
nu = 0.867289
obj = -11.309416, rho = 0.167788
nSV = 171, nBSV = 164
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.856908
obj = -11.113646, rho = 0.250746
nSV = 169, nBSV = 161
Total nSV = 169
*
optimization finished, #iter = 96
nu = 0.856296
obj = -11.061817, rho = 0.111287
nSV = 167, nBSV = 159
Total nSV = 167
*
optimization finished, #iter = 95
nu = 0.864038
obj = -11.285714, rho = 0.222063
nSV = 170, nBSV = 162
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.849820
obj = -10.933250, rho = 0.259221
nSV = 166, nBSV = 160
Total nSV = 166
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 90
nu = 0.844112
obj = -12.594647, rho = 0.131404
nSV = 167, nBSV = 160
Total nSV = 167
*
optimization finished, #iter = 87
nu = 0.833333
obj = -12.378418, rho = 0.219244
nSV = 163, nBSV = 158
Total nSV = 163
*
optimization finished, #iter = 93
nu = 0.835767
obj = -12.309056, rho = 0.062354
nSV = 164, nBSV = 154
Total nSV = 164
*
optimization finished, #iter = 91
nu = 0.844177
obj = -12.581786, rho = 0.186263
nSV = 166, nBSV = 158
Total nSV = 166
*
optimization finished, #iter = 93
nu = 0.829038
obj = -12.164041, rho = 0.219180
nSV = 161, nBSV = 155
Total nSV = 161
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 88
nu = 0.821675
obj = -14.017595, rho = 0.096583
nSV = 162, nBSV = 156
Total nSV = 162
*
optimization finished, #iter = 89
nu = 0.813534
obj = -13.771078, rho = 0.187470
nSV = 160, nBSV = 151
Total nSV = 160
*
optimization finished, #iter = 99
nu = 0.808526
obj = -13.689343, rho = 0.036161
nSV = 161, nBSV = 150
Total nSV = 161
*
optimization finished, #iter = 91
nu = 0.823088
obj = -14.009739, rho = 0.146683
nSV = 162, nBSV = 154
Total nSV = 162
*
optimization finished, #iter = 95
nu = 0.806653
obj = -13.522979, rho = 0.193110
nSV = 157, nBSV = 147
Total nSV = 157
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 94
nu = 0.804310
obj = -15.579052, rho = 0.047656
nSV = 158, nBSV = 149
Total nSV = 158
*
optimization finished, #iter = 91
nu = 0.794149
obj = -15.303524, rho = 0.147006
nSV = 156, nBSV = 148
Total nSV = 156
*
optimization finished, #iter = 92
nu = 0.784894
obj = -15.219523, rho = 0.009246
nSV = 155, nBSV = 148
Total nSV = 155
*
optimization finished, #iter = 90
nu = 0.803731
obj = -15.583871, rho = 0.098950
nSV = 160, nBSV = 152
Total nSV = 160
*
optimization finished, #iter = 96
nu = 0.786726
obj = -15.013849, rho = 0.146952
nSV = 155, nBSV = 143
Total nSV = 155
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 98
nu = 0.777232
obj = -17.297723, rho = 0.037119
nSV = 155, nBSV = 143
Total nSV = 155
*
optimization finished, #iter = 91
nu = 0.772386
obj = -16.979946, rho = 0.111212
nSV = 152, nBSV = 143
Total nSV = 152
*
optimization finished, #iter = 92
nu = 0.762012
obj = -16.907989, rho = -0.012177
nSV = 151, nBSV = 140
Total nSV = 151
*
optimization finished, #iter = 92
nu = 0.783696
obj = -17.304534, rho = 0.056290
nSV = 155, nBSV = 145
Total nSV = 155
*
optimization finished, #iter = 98
nu = 0.763548
obj = -16.647111, rho = 0.118553
nSV = 154, nBSV = 140
Total nSV = 154
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 99
nu = 0.751717
obj = -19.203791, rho = 0.017589
nSV = 153, nBSV = 139
Total nSV = 153
*
optimization finished, #iter = 95
nu = 0.746365
obj = -18.827001, rho = 0.096099
nSV = 149, nBSV = 136
Total nSV = 149
*
optimization finished, #iter = 96
nu = 0.739579
obj = -18.775295, rho = -0.048627
nSV = 148, nBSV = 133
Total nSV = 148
*
optimization finished, #iter = 89
nu = 0.758521
obj = -19.202857, rho = 0.047691
nSV = 148, nBSV = 139
Total nSV = 148
*
optimization finished, #iter = 93
nu = 0.738932
obj = -18.447855, rho = 0.105972
nSV = 147, nBSV = 135
Total nSV = 147
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 90
nu = 0.728729
obj = -21.314798, rho = 0.015600
nSV = 149, nBSV = 137
Total nSV = 149
*
optimization finished, #iter = 92
nu = 0.720400
obj = -20.874591, rho = 0.083566
nSV = 145, nBSV = 130
Total nSV = 145
*
optimization finished, #iter = 96
nu = 0.718271
obj = -20.832163, rho = -0.078983
nSV = 146, nBSV = 131
Total nSV = 146
*
optimization finished, #iter = 92
nu = 0.735797
obj = -21.295725, rho = 0.042660
nSV = 148, nBSV = 136
Total nSV = 148
*
optimization finished, #iter = 100
nu = 0.714420
obj = -20.428929, rho = 0.103665
nSV = 145, nBSV = 127
Total nSV = 145
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 86
nu = 0.708365
obj = -23.634666, rho = 0.013325
nSV = 141, nBSV = 130
Total nSV = 141
*
optimization finished, #iter = 95
nu = 0.695803
obj = -23.141617, rho = 0.062798
nSV = 142, nBSV = 125
Total nSV = 142
*
optimization finished, #iter = 101
nu = 0.695131
obj = -23.094210, rho = -0.083688
nSV = 144, nBSV = 123
Total nSV = 144
*
optimization finished, #iter = 99
nu = 0.714963
obj = -23.590489, rho = 0.040062
nSV = 145, nBSV = 129
Total nSV = 145
*
optimization finished, #iter = 107
nu = 0.691664
obj = -22.608452, rho = 0.076750
nSV = 141, nBSV = 120
Total nSV = 141
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 91
nu = 0.686285
obj = -26.181761, rho = 0.022876
nSV = 138, nBSV = 124
Total nSV = 138
*
optimization finished, #iter = 93
nu = 0.675680
obj = -25.641223, rho = 0.035845
nSV = 137, nBSV = 122
Total nSV = 137
*
optimization finished, #iter = 97
nu = 0.672136
obj = -25.591269, rho = -0.073227
nSV = 140, nBSV = 120
Total nSV = 140
*
optimization finished, #iter = 108
nu = 0.693552
obj = -26.097580, rho = 0.029667
nSV = 143, nBSV = 122
Total nSV = 143
*
optimization finished, #iter = 102
nu = 0.668472
obj = -25.000475, rho = 0.061276
nSV = 135, nBSV = 116
Total nSV = 135
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 101
nu = 0.663791
obj = -28.980072, rho = 0.015228
nSV = 136, nBSV = 114
Total nSV = 136
*
optimization finished, #iter = 100
nu = 0.653274
obj = -28.382609, rho = 0.020695
nSV = 134, nBSV = 114
Total nSV = 134
*
optimization finished, #iter = 110
nu = 0.650194
obj = -28.343154, rho = -0.069835
nSV = 137, nBSV = 113
Total nSV = 137
*
optimization finished, #iter = 110
nu = 0.669926
obj = -28.846420, rho = 0.022158
nSV = 138, nBSV = 116
Total nSV = 138
*
optimization finished, #iter = 104
nu = 0.645253
obj = -27.629056, rho = 0.063900
nSV = 134, nBSV = 110
Total nSV = 134
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 105
nu = 0.639997
obj = -32.068200, rho = -0.002395
nSV = 135, nBSV = 111
Total nSV = 135
*
optimization finished, #iter = 104
nu = 0.630842
obj = -31.402607, rho = 0.010805
nSV = 133, nBSV = 107
Total nSV = 133
*
optimization finished, #iter = 110
nu = 0.629259
obj = -31.375511, rho = -0.054604
nSV = 132, nBSV = 110
Total nSV = 132
*
optimization finished, #iter = 119
nu = 0.645712
obj = -31.863566, rho = 0.027165
nSV = 137, nBSV = 109
Total nSV = 137
*
optimization finished, #iter = 110
nu = 0.621314
obj = -30.517850, rho = 0.064672
nSV = 131, nBSV = 103
Total nSV = 131
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 118
nu = 0.617977
obj = -35.471614, rho = -0.014070
nSV = 131, nBSV = 103
Total nSV = 131
*
optimization finished, #iter = 109
nu = 0.608657
obj = -34.728964, rho = -0.006717
nSV = 131, nBSV = 104
Total nSV = 131
*
optimization finished, #iter = 114
nu = 0.608517
obj = -34.697381, rho = -0.047585
nSV = 128, nBSV = 102
Total nSV = 128
*
optimization finished, #iter = 121
nu = 0.621528
obj = -35.188275, rho = 0.032879
nSV = 136, nBSV = 105
Total nSV = 136
*
optimization finished, #iter = 131
nu = 0.596806
obj = -33.710000, rho = 0.077233
nSV = 128, nBSV = 95
Total nSV = 128
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 122
nu = 0.596791
obj = -39.215899, rho = -0.022969
nSV = 129, nBSV = 98
Total nSV = 129
*
optimization finished, #iter = 113
nu = 0.588414
obj = -38.389421, rho = 0.000962
nSV = 124, nBSV = 100
Total nSV = 124
*
optimization finished, #iter = 111
nu = 0.587214
obj = -38.353180, rho = -0.038143
nSV = 127, nBSV = 101
Total nSV = 127
*
optimization finished, #iter = 128
nu = 0.597765
obj = -38.851277, rho = 0.036854
nSV = 134, nBSV = 97
Total nSV = 134
*
optimization finished, #iter = 130
nu = 0.573670
obj = -37.245722, rho = 0.083258
nSV = 124, nBSV = 89
Total nSV = 124
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 121
nu = 0.576597
obj = -43.322768, rho = -0.017730
nSV = 123, nBSV = 91
Total nSV = 123
*
optimization finished, #iter = 120
nu = 0.569020
obj = -42.388947, rho = 0.014402
nSV = 122, nBSV = 93
Total nSV = 122
*
optimization finished, #iter = 118
nu = 0.568064
obj = -42.355962, rho = -0.030707
nSV = 125, nBSV = 92
Total nSV = 125
*
optimization finished, #iter = 125
nu = 0.575674
obj = -42.889911, rho = 0.030535
nSV = 129, nBSV = 93
Total nSV = 129
*
optimization finished, #iter = 135
nu = 0.551959
obj = -41.148865, rho = 0.087829
nSV = 124, nBSV = 84
Total nSV = 124
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 134
nu = 0.557112
obj = -47.819904, rho = -0.004266
nSV = 123, nBSV = 89
Total nSV = 123
*
optimization finished, #iter = 135
nu = 0.548359
obj = -46.766241, rho = 0.017246
nSV = 122, nBSV = 83
Total nSV = 122
*
optimization finished, #iter = 122
nu = 0.546756
obj = -46.746699, rho = -0.025008
nSV = 123, nBSV = 87
Total nSV = 123
*
optimization finished, #iter = 129
nu = 0.554328
obj = -47.321119, rho = 0.028413
nSV = 126, nBSV = 87
Total nSV = 126
*
optimization finished, #iter = 138
nu = 0.530452
obj = -45.466011, rho = 0.095226
nSV = 122, nBSV = 79
Total nSV = 122
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 146
nu = 0.537622
obj = -52.726427, rho = 0.008315
nSV = 123, nBSV = 83
Total nSV = 123
*
optimization finished, #iter = 135
nu = 0.527562
obj = -51.572501, rho = 0.012062
nSV = 121, nBSV = 78
Total nSV = 121
*
optimization finished, #iter = 128
nu = 0.526724
obj = -51.569266, rho = -0.020012
nSV = 120, nBSV = 78
Total nSV = 120
*
optimization finished, #iter = 129
nu = 0.532840
obj = -52.197610, rho = 0.032841
nSV = 121, nBSV = 82
Total nSV = 121
*
optimization finished, #iter = 151
nu = 0.511566
obj = -50.227052, rho = 0.102955
nSV = 122, nBSV = 74
Total nSV = 122
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 136
nu = 0.518811
obj = -58.085073, rho = 0.018645
nSV = 120, nBSV = 82
Total nSV = 120
*
optimization finished, #iter = 143
nu = 0.508129
obj = -56.842225, rho = 0.005687
nSV = 119, nBSV = 73
Total nSV = 119
*
optimization finished, #iter = 152
nu = 0.507381
obj = -56.856922, rho = -0.020963
nSV = 119, nBSV = 74
Total nSV = 119
*
optimization finished, #iter = 143
nu = 0.512876
obj = -57.560885, rho = 0.031224
nSV = 121, nBSV = 77
Total nSV = 121
*
optimization finished, #iter = 163
nu = 0.492635
obj = -55.461692, rho = 0.109401
nSV = 120, nBSV = 69
Total nSV = 120
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 141
nu = 0.502594
obj = -63.882253, rho = 0.029736
nSV = 119, nBSV = 79
Total nSV = 119
*
optimization finished, #iter = 157
nu = 0.490453
obj = -62.592492, rho = -0.002192
nSV = 117, nBSV = 70
Total nSV = 117
*
optimization finished, #iter = 155
nu = 0.488955
obj = -62.638019, rho = -0.020696
nSV = 119, nBSV = 69
Total nSV = 119
*
optimization finished, #iter = 152
nu = 0.494893
obj = -63.426736, rho = 0.027865
nSV = 122, nBSV = 74
Total nSV = 122
*
optimization finished, #iter = 167
nu = 0.474577
obj = -61.225146, rho = 0.122466
nSV = 118, nBSV = 66
Total nSV = 118
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 140
nu = 0.486635
obj = -70.087958, rho = 0.039029
nSV = 118, nBSV = 74
Total nSV = 118
*
optimization finished, #iter = 159
nu = 0.473624
obj = -68.827174, rho = -0.011548
nSV = 116, nBSV = 67
Total nSV = 116
*
optimization finished, #iter = 162
nu = 0.471575
obj = -68.937756, rho = -0.022413
nSV = 116, nBSV = 66
Total nSV = 116
*
optimization finished, #iter = 166
nu = 0.477470
obj = -69.805143, rho = 0.015849
nSV = 120, nBSV = 67
Total nSV = 120
*
optimization finished, #iter = 186
nu = 0.457787
obj = -67.538763, rho = 0.132617
nSV = 118, nBSV = 58
Total nSV = 118
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 154
nu = 0.469645
obj = -76.707135, rho = 0.036830
nSV = 118, nBSV = 67
Total nSV = 118
*
optimization finished, #iter = 169
nu = 0.457743
obj = -75.536778, rho = -0.015582
nSV = 116, nBSV = 62
Total nSV = 116
*
optimization finished, #iter = 175
nu = 0.454309
obj = -75.768260, rho = -0.028393
nSV = 115, nBSV = 62
Total nSV = 115
*
optimization finished, #iter = 164
nu = 0.460749
obj = -76.717483, rho = 0.012422
nSV = 118, nBSV = 63
Total nSV = 118
*.*
optimization finished, #iter = 210
nu = 0.441424
obj = -74.447320, rho = 0.137019
nSV = 119, nBSV = 54
Total nSV = 119
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 169
nu = 0.451750
obj = -83.762678, rho = 0.032776
nSV = 116, nBSV = 63
Total nSV = 116
*
optimization finished, #iter = 182
nu = 0.441114
obj = -82.733672, rho = -0.004482
nSV = 114, nBSV = 58
Total nSV = 114
*
optimization finished, #iter = 167
nu = 0.437479
obj = -83.178585, rho = -0.026996
nSV = 112, nBSV = 59
Total nSV = 112
*
optimization finished, #iter = 174
nu = 0.444480
obj = -84.172879, rho = 0.011513
nSV = 116, nBSV = 60
Total nSV = 116
*.*
optimization finished, #iter = 209
nu = 0.425647
obj = -81.985193, rho = 0.145977
nSV = 120, nBSV = 53
Total nSV = 120
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 204
nu = 0.433156
obj = -91.261377, rho = 0.036306
nSV = 116, nBSV = 56
Total nSV = 116
*
optimization finished, #iter = 188
nu = 0.424515
obj = -90.433796, rho = 0.010364
nSV = 114, nBSV = 55
Total nSV = 114
*
optimization finished, #iter = 186
nu = 0.420791
obj = -91.176308, rho = -0.026674
nSV = 111, nBSV = 55
Total nSV = 111
*
optimization finished, #iter = 186
nu = 0.428723
obj = -92.161449, rho = 0.004423
nSV = 117, nBSV = 56
Total nSV = 117
*.*
optimization finished, #iter = 213
nu = 0.411799
obj = -90.155422, rho = 0.155895
nSV = 116, nBSV = 51
Total nSV = 116
Cross Validation Accuracy = 80.8333%
*.*
optimization finished, #iter = 208
nu = 0.414369
obj = -99.237765, rho = 0.040057
nSV = 117, nBSV = 51
Total nSV = 117
*.*
optimization finished, #iter = 208
nu = 0.407868
obj = -98.631732, rho = 0.015980
nSV = 111, nBSV = 48
Total nSV = 111
*.*
optimization finished, #iter = 212
nu = 0.404660
obj = -99.787327, rho = -0.025067
nSV = 110, nBSV = 50
Total nSV = 110
*.*
optimization finished, #iter = 221
nu = 0.412066
obj = -100.696180, rho = 0.002294
nSV = 115, nBSV = 51
Total nSV = 115
*.*
optimization finished, #iter = 247
nu = 0.397838
obj = -98.931639, rho = 0.157499
nSV = 117, nBSV = 45
Total nSV = 117
Cross Validation Accuracy = 80%
*.*
optimization finished, #iter = 224
nu = 0.397674
obj = -107.639631, rho = 0.037552
nSV = 114, nBSV = 48
Total nSV = 114
*.*
optimization finished, #iter = 208
nu = 0.392032
obj = -107.303288, rho = 0.013801
nSV = 110, nBSV = 45
Total nSV = 110
*.*
optimization finished, #iter = 204
nu = 0.389505
obj = -108.998291, rho = -0.021820
nSV = 111, nBSV = 49
Total nSV = 111
*.*
optimization finished, #iter = 225
nu = 0.394786
obj = -109.828422, rho = 0.006915
nSV = 113, nBSV = 48
Total nSV = 113
.*
optimization finished, #iter = 259
nu = 0.384071
obj = -108.332244, rho = 0.157148
nSV = 116, nBSV = 43
Total nSV = 116
Cross Validation Accuracy = 79.5833%
*.*
optimization finished, #iter = 285
nu = 0.380184
obj = -116.358199, rho = 0.037167
nSV = 114, nBSV = 40
Total nSV = 114
*.*
optimization finished, #iter = 245
nu = 0.376936
obj = -116.352911, rho = 0.010145
nSV = 110, nBSV = 40
Total nSV = 110
*.*
optimization finished, #iter = 229
nu = 0.375634
obj = -118.719171, rho = -0.018822
nSV = 109, nBSV = 47
Total nSV = 109
*.*
optimization finished, #iter = 218
nu = 0.379556
obj = -119.530902, rho = 0.010459
nSV = 111, nBSV = 46
Total nSV = 111
.*
optimization finished, #iter = 268
nu = 0.371747
obj = -118.276796, rho = 0.155342
nSV = 115, nBSV = 40
Total nSV = 115
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 302
nu = 0.361684
obj = -125.419126, rho = 0.041085
nSV = 116, nBSV = 36
Total nSV = 116
*.*
optimization finished, #iter = 246
nu = 0.360196
obj = -125.736821, rho = 0.009694
nSV = 112, nBSV = 35
Total nSV = 112
*.*
optimization finished, #iter = 253
nu = 0.361094
obj = -128.884940, rho = -0.015377
nSV = 109, nBSV = 39
Total nSV = 109
*.*
optimization finished, #iter = 247
nu = 0.365228
obj = -129.642638, rho = 0.010003
nSV = 112, nBSV = 41
Total nSV = 112
.*
optimization finished, #iter = 270
nu = 0.359374
obj = -128.652911, rho = 0.144708
nSV = 114, nBSV = 37
Total nSV = 114
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 283
nu = 0.343883
obj = -134.788768, rho = 0.048825
nSV = 114, nBSV = 34
Total nSV = 114
.*
optimization finished, #iter = 306
nu = 0.342934
obj = -135.469261, rho = 0.003865
nSV = 115, nBSV = 32
Total nSV = 115
*.*
optimization finished, #iter = 240
nu = 0.345810
obj = -139.450645, rho = -0.015765
nSV = 105, nBSV = 36
Total nSV = 105
*.*
optimization finished, #iter = 263
nu = 0.349247
obj = -140.120402, rho = 0.017794
nSV = 111, nBSV = 36
Total nSV = 111
.*
optimization finished, #iter = 298
nu = 0.343694
obj = -139.461365, rho = 0.150073
nSV = 114, nBSV = 31
Total nSV = 114
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 279
nu = 0.327603
obj = -144.292998, rho = 0.055625
nSV = 114, nBSV = 32
Total nSV = 114
.*
optimization finished, #iter = 300
nu = 0.325229
obj = -145.517161, rho = 0.005453
nSV = 114, nBSV = 28
Total nSV = 114
.*
optimization finished, #iter = 276
nu = 0.329186
obj = -150.420829, rho = -0.011454
nSV = 107, nBSV = 29
Total nSV = 107
.*
optimization finished, #iter = 285
nu = 0.331968
obj = -151.012090, rho = 0.030000
nSV = 112, nBSV = 32
Total nSV = 112
.*
optimization finished, #iter = 333
nu = 0.326879
obj = -150.844417, rho = 0.161183
nSV = 114, nBSV = 27
Total nSV = 114
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 317
nu = 0.310734
obj = -153.729833, rho = 0.067613
nSV = 110, nBSV = 30
Total nSV = 110
.*
optimization finished, #iter = 317
nu = 0.308486
obj = -155.790148, rho = 0.004411
nSV = 115, nBSV = 26
Total nSV = 115
.*
optimization finished, #iter = 288
nu = 0.312581
obj = -161.832861, rho = -0.010820
nSV = 107, nBSV = 27
Total nSV = 107
.*
optimization finished, #iter = 285
nu = 0.315804
obj = -162.254398, rho = 0.038692
nSV = 109, nBSV = 30
Total nSV = 109
.*
optimization finished, #iter = 300
nu = 0.310636
obj = -162.815636, rho = 0.171366
nSV = 111, nBSV = 26
Total nSV = 111
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 349
nu = 0.293398
obj = -162.958987, rho = 0.076966
nSV = 109, nBSV = 26
Total nSV = 109
.*
optimization finished, #iter = 338
nu = 0.291513
obj = -166.177880, rho = 0.007753
nSV = 113, nBSV = 22
Total nSV = 113
.*
optimization finished, #iter = 317
nu = 0.295938
obj = -173.565232, rho = -0.005147
nSV = 107, nBSV = 24
Total nSV = 107
.*
optimization finished, #iter = 279
nu = 0.299842
obj = -173.658753, rho = 0.035500
nSV = 109, nBSV = 27
Total nSV = 109
.*
optimization finished, #iter = 322
nu = 0.295226
obj = -175.284732, rho = 0.176843
nSV = 111, nBSV = 25
Total nSV = 111
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 364
nu = 0.274548
obj = -171.974190, rho = 0.087131
nSV = 109, nBSV = 21
Total nSV = 109
.*
optimization finished, #iter = 355
nu = 0.273494
obj = -176.607739, rho = 0.016400
nSV = 111, nBSV = 18
Total nSV = 111
.*
optimization finished, #iter = 314
nu = 0.279204
obj = -185.662940, rho = 0.007349
nSV = 107, nBSV = 22
Total nSV = 107
.*
optimization finished, #iter = 306
nu = 0.281855
obj = -185.289730, rho = 0.044112
nSV = 108, nBSV = 26
Total nSV = 108
.*
optimization finished, #iter = 356
nu = 0.280078
obj = -188.134453, rho = 0.185486
nSV = 109, nBSV = 21
Total nSV = 109
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 369
nu = 0.255949
obj = -180.730341, rho = 0.097435
nSV = 109, nBSV = 18
Total nSV = 109
.*
optimization finished, #iter = 372
nu = 0.253346
obj = -187.427755, rho = 0.022178
nSV = 111, nBSV = 16
Total nSV = 111
.*
optimization finished, #iter = 321
nu = 0.263933
obj = -197.972397, rho = 0.018917
nSV = 106, nBSV = 21
Total nSV = 106
.*
optimization finished, #iter = 308
nu = 0.262593
obj = -197.358556, rho = 0.058137
nSV = 108, nBSV = 20
Total nSV = 108
.*.*
optimization finished, #iter = 385
nu = 0.266108
obj = -201.207363, rho = 0.187872
nSV = 109, nBSV = 19
Total nSV = 109
Cross Validation Accuracy = 80.8333%
.*
optimization finished, #iter = 376
nu = 0.238429
obj = -189.059945, rho = 0.102831
nSV = 106, nBSV = 16
Total nSV = 106
.*.*
optimization finished, #iter = 425
nu = 0.235047
obj = -198.734573, rho = 0.027469
nSV = 113, nBSV = 14
Total nSV = 113
.*
optimization finished, #iter = 341
nu = 0.249297
obj = -210.162682, rho = 0.025499
nSV = 103, nBSV = 18
Total nSV = 103
.*
optimization finished, #iter = 362
nu = 0.244335
obj = -210.004156, rho = 0.066332
nSV = 109, nBSV = 18
Total nSV = 109
.*
optimization finished, #iter = 363
nu = 0.250380
obj = -214.371904, rho = 0.193853
nSV = 110, nBSV = 16
Total nSV = 110
Cross Validation Accuracy = 79.5833%
.*.*
optimization finished, #iter = 401
nu = 0.221573
obj = -196.612554, rho = 0.107823
nSV = 104, nBSV = 12
Total nSV = 104
.*.*
optimization finished, #iter = 482
nu = 0.218160
obj = -210.432607, rho = 0.036957
nSV = 115, nBSV = 11
Total nSV = 115
.*
optimization finished, #iter = 367
nu = 0.232887
obj = -222.155262, rho = 0.020971
nSV = 100, nBSV = 13
Total nSV = 100
.*.*
optimization finished, #iter = 401
nu = 0.227957
obj = -223.155375, rho = 0.079923
nSV = 113, nBSV = 17
Total nSV = 113
.*.*
optimization finished, #iter = 395
nu = 0.235842
obj = -227.635564, rho = 0.194956
nSV = 109, nBSV = 16
Total nSV = 109
Cross Validation Accuracy = 79.5833%
.*.*
optimization finished, #iter = 411
nu = 0.203353
obj = -203.335234, rho = 0.112454
nSV = 102, nBSV = 10
Total nSV = 102
.*.*
optimization finished, #iter = 420
nu = 0.201304
obj = -222.650420, rho = 0.032889
nSV = 114, nBSV = 11
Total nSV = 114
.*
optimization finished, #iter = 377
nu = 0.216310
obj = -234.185175, rho = 0.006086
nSV = 99, nBSV = 12
Total nSV = 99
.*
optimization finished, #iter = 379
nu = 0.210756
obj = -236.834173, rho = 0.084150
nSV = 111, nBSV = 14
Total nSV = 111
.*.*
optimization finished, #iter = 419
nu = 0.221365
obj = -240.636281, rho = 0.193526
nSV = 109, nBSV = 13
Total nSV = 109
Cross Validation Accuracy = 79.1667%
.*.*
optimization finished, #iter = 400
nu = 0.185216
obj = -209.379431, rho = 0.116321
nSV = 100, nBSV = 7
Total nSV = 100
.*.*
optimization finished, #iter = 420
nu = 0.185597
obj = -235.468466, rho = 0.023008
nSV = 115, nBSV = 9
Total nSV = 115
.*.*
optimization finished, #iter = 397
nu = 0.200336
obj = -246.145684, rho = -0.013191
nSV = 101, nBSV = 10
Total nSV = 101
.*.*
optimization finished, #iter = 399
nu = 0.195269
obj = -251.327553, rho = 0.082236
nSV = 109, nBSV = 14
Total nSV = 109
.*.*
optimization finished, #iter = 409
nu = 0.205847
obj = -253.406537, rho = 0.189192
nSV = 110, nBSV = 10
Total nSV = 110
Cross Validation Accuracy = 78.3333%
.*.*
optimization finished, #iter = 429
nu = 0.168149
obj = -214.724383, rho = 0.118807
nSV = 98, nBSV = 5
Total nSV = 98
.*.*
optimization finished, #iter = 497
nu = 0.170715
obj = -248.993600, rho = 0.014072
nSV = 111, nBSV = 7
Total nSV = 111
.*.*
optimization finished, #iter = 421
nu = 0.185377
obj = -258.001262, rho = -0.037759
nSV = 100, nBSV = 9
Total nSV = 100
.*.*
optimization finished, #iter = 396
nu = 0.181753
obj = -266.349345, rho = 0.075679
nSV = 105, nBSV = 12
Total nSV = 105
.*.*
optimization finished, #iter = 465
nu = 0.189862
obj = -266.143864, rho = 0.197777
nSV = 111, nBSV = 8
Total nSV = 111
Cross Validation Accuracy = 77.9167%
.*.*
optimization finished, #iter = 422
nu = 0.151818
obj = -219.358068, rho = 0.114166
nSV = 98, nBSV = 4
Total nSV = 98
.*.*
optimization finished, #iter = 517
nu = 0.157234
obj = -263.339746, rho = 0.002057
nSV = 109, nBSV = 7
Total nSV = 109
.*.*
optimization finished, #iter = 422
nu = 0.171876
obj = -269.391478, rho = -0.067271
nSV = 103, nBSV = 8
Total nSV = 103
.*.*
optimization finished, #iter = 389
nu = 0.169756
obj = -281.552915, rho = 0.070801
nSV = 103, nBSV = 11
Total nSV = 103
.*.*
optimization finished, #iter = 438
nu = 0.174791
obj = -279.044759, rho = 0.208071
nSV = 110, nBSV = 8
Total nSV = 110
Cross Validation Accuracy = 77.5%
.*.*
optimization finished, #iter = 414
nu = 0.135909
obj = -223.256290, rho = 0.109014
nSV = 95, nBSV = 3
Total nSV = 95
.*.*
optimization finished, #iter = 486
nu = 0.145519
obj = -278.328225, rho = -0.008848
nSV = 106, nBSV = 7
Total nSV = 106
.*.*
optimization finished, #iter = 469
nu = 0.158463
obj = -279.936884, rho = -0.091760
nSV = 102, nBSV = 6
Total nSV = 102
.*.*
optimization finished, #iter = 387
nu = 0.158416
obj = -296.509403, rho = 0.049781
nSV = 102, nBSV = 10
Total nSV = 102
..*
optimization finished, #iter = 524
nu = 0.160805
obj = -291.856674, rho = 0.213962
nSV = 107, nBSV = 6
Total nSV = 107
Cross Validation Accuracy = 77.0833%
.*.*
optimization finished, #iter = 412
nu = 0.121367
obj = -226.739247, rho = 0.103085
nSV = 93, nBSV = 3
Total nSV = 93
.*.*
optimization finished, #iter = 492
nu = 0.133975
obj = -293.922709, rho = -0.016406
nSV = 105, nBSV = 6
Total nSV = 105
.*.*
optimization finished, #iter = 505
nu = 0.143929
obj = -289.970773, rho = -0.110124
nSV = 102, nBSV = 4
Total nSV = 102
.*.*
optimization finished, #iter = 423
nu = 0.148290
obj = -310.777822, rho = 0.019172
nSV = 102, nBSV = 10
Total nSV = 102
.*.*
optimization finished, #iter = 512
nu = 0.147169
obj = -304.635235, rho = 0.209077
nSV = 109, nBSV = 5
Total nSV = 109
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 404
nu = 0.108025
obj = -229.605303, rho = 0.100809
nSV = 94, nBSV = 2
Total nSV = 94
.*.*
optimization finished, #iter = 487
nu = 0.123908
obj = -310.110843, rho = -0.023476
nSV = 106, nBSV = 6
Total nSV = 106
.*.*
optimization finished, #iter = 492
nu = 0.129715
obj = -300.095128, rho = -0.113679
nSV = 101, nBSV = 3
Total nSV = 101
.*.*
optimization finished, #iter = 461
nu = 0.137347
obj = -323.726026, rho = -0.013544
nSV = 95, nBSV = 8
Total nSV = 95
.*.*
optimization finished, #iter = 453
nu = 0.134639
obj = -317.475202, rho = 0.202725
nSV = 107, nBSV = 5
Total nSV = 107
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 418
nu = 0.096037
obj = -231.951009, rho = 0.102201
nSV = 93, nBSV = 2
Total nSV = 93
.*.*
optimization finished, #iter = 477
nu = 0.115104
obj = -326.438323, rho = -0.029257
nSV = 107, nBSV = 6
Total nSV = 107
.*.*
optimization finished, #iter = 490
nu = 0.116983
obj = -310.553680, rho = -0.110108
nSV = 100, nBSV = 3
Total nSV = 100
.*.*
optimization finished, #iter = 468
nu = 0.125267
obj = -336.163021, rho = -0.030223
nSV = 96, nBSV = 6
Total nSV = 96
.*.*
optimization finished, #iter = 484
nu = 0.123237
obj = -329.996036, rho = 0.197673
nSV = 106, nBSV = 4
Total nSV = 106
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 433
nu = 0.084841
obj = -233.726212, rho = 0.102869
nSV = 92, nBSV = 1
Total nSV = 92
.*.*
optimization finished, #iter = 517
nu = 0.107081
obj = -342.303511, rho = -0.028100
nSV = 106, nBSV = 4
Total nSV = 106
.*.*
optimization finished, #iter = 490
nu = 0.105535
obj = -321.201443, rho = -0.104566
nSV = 99, nBSV = 2
Total nSV = 99
.*.*
optimization finished, #iter = 510
nu = 0.115071
obj = -347.988120, rho = -0.028212
nSV = 97, nBSV = 5
Total nSV = 97
.*.*
optimization finished, #iter = 482
nu = 0.112785
obj = -342.058767, rho = 0.196958
nSV = 104, nBSV = 4
Total nSV = 104
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 406
nu = 0.075024
obj = -234.993346, rho = 0.103550
nSV = 91, nBSV = 1
Total nSV = 91
..*
optimization finished, #iter = 558
nu = 0.099083
obj = -357.493837, rho = -0.025610
nSV = 105, nBSV = 4
Total nSV = 105
.*.*
optimization finished, #iter = 519
nu = 0.094802
obj = -332.274351, rho = -0.093392
nSV = 99, nBSV = 2
Total nSV = 99
.*.*
optimization finished, #iter = 521
nu = 0.104323
obj = -358.647466, rho = -0.010466
nSV = 97, nBSV = 2
Total nSV = 97
..*
optimization finished, #iter = 521
nu = 0.103674
obj = -352.982133, rho = 0.201303
nSV = 104, nBSV = 4
Total nSV = 104
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 374
nu = 0.066369
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
.*.*
optimization finished, #iter = 544
nu = 0.091967
obj = -371.392052, rho = -0.021409
nSV = 104, nBSV = 3
Total nSV = 104
.*.*
optimization finished, #iter = 495
nu = 0.085391
obj = -343.882732, rho = -0.079866
nSV = 99, nBSV = 2
Total nSV = 99
..*
optimization finished, #iter = 519
nu = 0.093961
obj = -369.185675, rho = 0.016725
nSV = 96, nBSV = 2
Total nSV = 96
..*
optimization finished, #iter = 543
nu = 0.094644
obj = -361.976996, rho = 0.213394
nSV = 103, nBSV = 2
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 374
nu = 0.057778
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
.*.*
optimization finished, #iter = 505
nu = 0.084097
obj = -383.755692, rho = -0.003680
nSV = 104, nBSV = 2
Total nSV = 104
..*
optimization finished, #iter = 529
nu = 0.077216
obj = -355.736836, rho = -0.063476
nSV = 99, nBSV = 2
Total nSV = 99
.*.*
optimization finished, #iter = 529
nu = 0.084682
obj = -379.438194, rho = 0.040717
nSV = 97, nBSV = 2
Total nSV = 97
..*
optimization finished, #iter = 572
nu = 0.084564
obj = -370.011649, rho = 0.237951
nSV = 104, nBSV = 1
Total nSV = 104
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 374
nu = 0.050298
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
.*.*
optimization finished, #iter = 558
nu = 0.076364
obj = -395.264493, rho = 0.015924
nSV = 104, nBSV = 2
Total nSV = 104
.*.*
optimization finished, #iter = 510
nu = 0.070101
obj = -367.389975, rho = -0.044796
nSV = 99, nBSV = 2
Total nSV = 99
..*
optimization finished, #iter = 534
nu = 0.076588
obj = -389.003682, rho = 0.069255
nSV = 96, nBSV = 2
Total nSV = 96
.*.*
optimization finished, #iter = 559
nu = 0.074803
obj = -378.457065, rho = 0.256538
nSV = 105, nBSV = 1
Total nSV = 105
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.043787
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*
optimization finished, #iter = 564
nu = 0.069558
obj = -405.441923, rho = 0.038674
nSV = 104, nBSV = 1
Total nSV = 104
.*.*
optimization finished, #iter = 510
nu = 0.063910
obj = -378.182605, rho = -0.023584
nSV = 98, nBSV = 2
Total nSV = 98
..*
optimization finished, #iter = 544
nu = 0.069545
obj = -397.059083, rho = 0.102736
nSV = 96, nBSV = 2
Total nSV = 96
..*
optimization finished, #iter = 569
nu = 0.066338
obj = -387.718555, rho = 0.276799
nSV = 103, nBSV = 1
Total nSV = 103
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 374
nu = 0.038119
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*
optimization finished, #iter = 558
nu = 0.062103
obj = -414.689510, rho = 0.069945
nSV = 104, nBSV = 1
Total nSV = 104
.*.*
optimization finished, #iter = 510
nu = 0.058133
obj = -387.227441, rho = -0.001891
nSV = 97, nBSV = 1
Total nSV = 97
..*
optimization finished, #iter = 523
nu = 0.062128
obj = -403.655707, rho = 0.114182
nSV = 96, nBSV = 1
Total nSV = 96
.*.*
optimization finished, #iter = 502
nu = 0.059158
obj = -397.538569, rho = 0.297515
nSV = 101, nBSV = 1
Total nSV = 101
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 374
nu = 0.033185
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*
optimization finished, #iter = 566
nu = 0.055614
obj = -423.638634, rho = 0.105804
nSV = 105, nBSV = 1
Total nSV = 105
.*.*
optimization finished, #iter = 508
nu = 0.051819
obj = -395.550967, rho = 0.012884
nSV = 97, nBSV = 1
Total nSV = 97
..*
optimization finished, #iter = 532
nu = 0.055706
obj = -408.946740, rho = 0.129027
nSV = 99, nBSV = 1
Total nSV = 99
.*.*
optimization finished, #iter = 528
nu = 0.052919
obj = -407.542000, rho = 0.321161
nSV = 101, nBSV = 1
Total nSV = 101
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 374
nu = 0.028889
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*
optimization finished, #iter = 563
nu = 0.050001
obj = -431.684292, rho = 0.149386
nSV = 104, nBSV = 1
Total nSV = 104
.*.*
optimization finished, #iter = 479
nu = 0.046322
obj = -403.611045, rho = 0.029827
nSV = 97, nBSV = 1
Total nSV = 97
.*.*
optimization finished, #iter = 520
nu = 0.050113
obj = -412.031428, rho = 0.146179
nSV = 97, nBSV = 1
Total nSV = 97
.*.*
optimization finished, #iter = 538
nu = 0.047490
obj = -417.337069, rho = 0.348307
nSV = 101, nBSV = 1
Total nSV = 101
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 374
nu = 0.025149
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
.*.*
optimization finished, #iter = 537
nu = 0.045136
obj = -437.862565, rho = 0.200278
nSV = 103, nBSV = 1
Total nSV = 103
.*.*
optimization finished, #iter = 505
nu = 0.041714
obj = -410.660077, rho = 0.041352
nSV = 95, nBSV = 1
Total nSV = 95
.*.*
optimization finished, #iter = 540
nu = 0.044277
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 517
nu = 0.042776
obj = -426.342821, rho = 0.380700
nSV = 100, nBSV = 1
Total nSV = 100
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 374
nu = 0.021894
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
.*.*
optimization finished, #iter = 524
nu = 0.040899
obj = -440.904430, rho = 0.259639
nSV = 103, nBSV = 1
Total nSV = 103
.*.*
optimization finished, #iter = 501
nu = 0.037707
obj = -415.529011, rho = 0.054773
nSV = 94, nBSV = 1
Total nSV = 94
.*.*
optimization finished, #iter = 540
nu = 0.038545
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 519
nu = 0.038696
obj = -433.635418, rho = 0.419389
nSV = 100, nBSV = 1
Total nSV = 100
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 374
nu = 0.019060
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.035886
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.033929
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.033556
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 529
nu = 0.035145
obj = -437.958921, rho = 0.464585
nSV = 98, nBSV = 1
Total nSV = 98
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.016592
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.031240
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.029537
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.029212
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.031227
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.014444
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.027196
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.025714
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.025430
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.027185
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.012575
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.023676
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.022385
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.022138
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.023666
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.010947
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.020611
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.019487
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.019273
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.020602
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.009530
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.017943
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.016965
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.016778
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.017935
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.008296
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.015620
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.014769
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.014606
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.015613
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.007222
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.013598
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.012857
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.012715
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.013592
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.006287
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.011838
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.011192
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.011069
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.011833
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.005473
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.010305
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.009744
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.009636
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.010301
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.004765
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.008971
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.008482
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.008389
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.008968
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.004148
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.007810
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.007384
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.007303
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.007807
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.003611
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.006799
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.006428
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.006358
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.006796
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.003144
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.005919
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.005596
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.005535
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.005916
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.002737
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.005153
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.004872
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.004818
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.005151
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.002382
obj = -235.430377, rho = 0.105529
nSV = 90, nBSV = 0
Total nSV = 90
..*.*
optimization finished, #iter = 585
nu = 0.004486
obj = -440.992469, rho = 0.271649
nSV = 103, nBSV = 0
Total nSV = 103
..*
optimization finished, #iter = 538
nu = 0.004241
obj = -416.961581, rho = 0.065441
nSV = 96, nBSV = 0
Total nSV = 96
.*.*
optimization finished, #iter = 540
nu = 0.004194
obj = -412.373049, rho = 0.153514
nSV = 98, nBSV = 0
Total nSV = 98
.*.*
optimization finished, #iter = 514
nu = 0.004484
obj = -438.493403, rho = 0.487368
nSV = 97, nBSV = 0
Total nSV = 97
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.165666, rho = 0.990572
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.165639, rho = 0.991052
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.165633, rho = 0.989467
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.165662, rho = 0.990919
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.163686, rho = 0.991117
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.190246, rho = 0.989170
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190209, rho = 0.989722
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.190201, rho = 0.987800
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190240, rho = 0.989608
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.187966, rho = 0.989796
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.218455, rho = 0.987560
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218406, rho = 0.988193
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.218396, rho = 0.985986
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218448, rho = 0.988063
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.215829, rho = 0.988278
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.250833, rho = 0.985716
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250769, rho = 0.986438
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.250756, rho = 0.983831
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250823, rho = 0.986288
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.247809, rho = 0.986535
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.287995, rho = 0.983613
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.287909, rho = 0.984421
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.287893, rho = 0.981427
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.287981, rho = 0.984250
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.284509, rho = 0.984533
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.330633, rho = 0.981176
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.330521, rho = 0.982105
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.330499, rho = 0.978666
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.330616, rho = 0.981921
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.326615, rho = 0.982362
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.379571, rho = 0.978333
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.379424, rho = 0.979443
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.379396, rho = 0.975466
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379550, rho = 0.979232
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.374938, rho = 0.979739
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.435695, rho = 0.975111
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.435501, rho = 0.976387
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.435464, rho = 0.971818
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435667, rho = 0.976144
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.430348, rho = 0.976958
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.500065, rho = 0.971522
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.499809, rho = 0.973179
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.499758, rho = 0.967726
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.500026, rho = 0.972597
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.493888, rho = 0.973532
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.573876, rho = 0.967218
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.573539, rho = 0.969191
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.573470, rho = 0.962927
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.573825, rho = 0.968523
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.566737, rho = 0.969410
nSV = 170, nBSV = 165
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.658495, rho = 0.962343
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.658050, rho = 0.964609
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.657959, rho = 0.957414
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.658428, rho = 0.963750
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.650237, rho = 0.964774
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.755450, rho = 0.956743
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.754862, rho = 0.959347
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.754744, rho = 0.950968
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.755361, rho = 0.958360
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.745887, rho = 0.959536
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.866523, rho = 0.950230
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.865748, rho = 0.953302
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.865591, rho = 0.943808
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.866407, rho = 0.952040
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.855439, rho = 0.953520
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.993726, rho = 0.942922
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.992703, rho = 0.946358
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.992496, rho = 0.935452
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.993573, rho = 0.944908
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.980861, rho = 0.946608
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.139302, rho = 0.934328
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.137951, rho = 0.938001
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.137679, rho = 0.925672
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.139099, rho = 0.936742
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -1.124348, rho = 0.938592
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.305822, rho = 0.924563
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.304040, rho = 0.928782
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.303682, rho = 0.914628
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.305555, rho = 0.927336
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -1.288414, rho = 0.929522
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.496185, rho = 0.913345
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.493833, rho = 0.918192
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.493361, rho = 0.901966
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.495833, rho = 0.916579
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -1.475884, rho = 0.919042
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.713697, rho = 0.900644
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.710592, rho = 0.906025
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.709968, rho = 0.887315
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.713231, rho = 0.904169
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -1.689974, rho = 0.907000
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -1.961899, rho = 0.885869
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.957802, rho = 0.892050
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.956979, rho = 0.870582
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.961284, rho = 0.889919
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -1.934118, rho = 0.893197
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -2.244736, rho = 0.868907
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.239334, rho = 0.876082
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -2.238246, rho = 0.851379
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -2.243925, rho = 0.873558
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -2.212126, rho = 0.877290
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -2.567041, rho = 0.849340
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -2.559913, rho = 0.857652
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.558478, rho = 0.829365
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.565971, rho = 0.854738
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -2.528658, rho = 0.859110
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.933455, rho = 0.827227
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -2.924048, rho = 0.836681
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.922155, rho = 0.803997
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.932041, rho = 0.833158
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -2.888146, rho = 0.838137
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -3.349574, rho = 0.801535
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.337163, rho = 0.812394
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -3.334664, rho = 0.774849
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.347710, rho = 0.808337
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -3.295920, rho = 0.814067
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -3.821165, rho = 0.772021
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.804787, rho = 0.784495
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -3.801490, rho = 0.741301
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.818704, rho = 0.779834
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -3.757409, rho = 0.786416
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -4.354416, rho = 0.738117
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.332805, rho = 0.752327
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -4.328454, rho = 0.702829
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -4.351169, rho = 0.747191
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.879581
obj = -4.278380, rho = 0.754654
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -4.955668, rho = 0.699208
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.927152, rho = 0.715501
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -4.921412, rho = 0.658644
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -4.951384, rho = 0.709491
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.879581
obj = -4.864632, rho = 0.718169
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -5.631643, rho = 0.654464
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.594016, rho = 0.673195
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 96
nu = 0.885417
obj = -5.586443, rho = 0.607863
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -5.625989, rho = 0.666291
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.879581
obj = -5.522195, rho = 0.676259
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -6.388658, rho = 0.603082
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -6.339008, rho = 0.624598
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -6.329016, rho = 0.549551
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.381199, rho = 0.616664
nSV = 174, nBSV = 169
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.879581
obj = -6.256503, rho = 0.628118
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 57.5%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -7.232440, rho = 0.544066
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -7.166929, rho = 0.568782
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -7.153743, rho = 0.482577
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.222598, rho = 0.559668
nSV = 174, nBSV = 169
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.879581
obj = -7.072151, rho = 0.572834
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 60.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -8.167834, rho = 0.476272
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.081392, rho = 0.504821
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 96
nu = 0.885417
obj = -8.063994, rho = 0.405718
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -8.154847, rho = 0.494193
nSV = 174, nBSV = 169
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.879581
obj = -7.972513, rho = 0.509275
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 64.1667%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -9.197673, rho = 0.398425
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.083609, rho = 0.431185
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 96
nu = 0.885417
obj = -9.060653, rho = 0.317344
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -9.180536, rho = 0.418976
nSV = 174, nBSV = 169
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.879581
obj = -8.958529, rho = 0.436301
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 67.5%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -10.321592, rho = 0.308969
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -10.171083, rho = 0.346600
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 96
nu = 0.885417
obj = -10.140791, rho = 0.215830
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -10.298980, rho = 0.332788
nSV = 174, nBSV = 169
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.879581
obj = -10.027389, rho = 0.352395
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -11.534624, rho = 0.206220
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.874319
obj = -11.342658, rho = 0.280307
nSV = 170, nBSV = 163
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.874365
obj = -11.301546, rho = 0.135158
nSV = 172, nBSV = 164
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.880385
obj = -11.505901, rho = 0.250738
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.868418
obj = -11.176972, rho = 0.287869
nSV = 169, nBSV = 162
Total nSV = 169
Cross Validation Accuracy = 79.1667%
*
optimization finished, #iter = 95
nu = 0.861045
obj = -12.849766, rho = 0.159933
nSV = 169, nBSV = 161
Total nSV = 169
*
optimization finished, #iter = 97
nu = 0.849028
obj = -12.635146, rho = 0.252058
nSV = 169, nBSV = 158
Total nSV = 169
*
optimization finished, #iter = 94
nu = 0.850297
obj = -12.580333, rho = 0.100070
nSV = 167, nBSV = 158
Total nSV = 167
*
optimization finished, #iter = 91
nu = 0.857738
obj = -12.832280, rho = 0.227253
nSV = 168, nBSV = 161
Total nSV = 168
*
optimization finished, #iter = 96
nu = 0.847188
obj = -12.443755, rho = 0.248074
nSV = 166, nBSV = 159
Total nSV = 166
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 90
nu = 0.837004
obj = -14.304506, rho = 0.125158
nSV = 165, nBSV = 159
Total nSV = 165
*
optimization finished, #iter = 93
nu = 0.829375
obj = -14.064730, rho = 0.214075
nSV = 163, nBSV = 155
Total nSV = 163
*
optimization finished, #iter = 94
nu = 0.828418
obj = -13.987862, rho = 0.055970
nSV = 163, nBSV = 155
Total nSV = 163
*
optimization finished, #iter = 101
nu = 0.838229
obj = -14.294352, rho = 0.182314
nSV = 166, nBSV = 156
Total nSV = 166
*
optimization finished, #iter = 91
nu = 0.822677
obj = -13.838522, rho = 0.225943
nSV = 162, nBSV = 154
Total nSV = 162
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 91
nu = 0.816638
obj = -15.907519, rho = 0.092250
nSV = 161, nBSV = 154
Total nSV = 161
*
optimization finished, #iter = 99
nu = 0.807791
obj = -15.636429, rho = 0.183065
nSV = 162, nBSV = 150
Total nSV = 162
*
optimization finished, #iter = 93
nu = 0.803242
obj = -15.546437, rho = 0.035746
nSV = 157, nBSV = 148
Total nSV = 157
*
optimization finished, #iter = 98
nu = 0.817074
obj = -15.907233, rho = 0.140205
nSV = 164, nBSV = 152
Total nSV = 164
*
optimization finished, #iter = 91
nu = 0.801886
obj = -15.375263, rho = 0.187603
nSV = 157, nBSV = 146
Total nSV = 157
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 99
nu = 0.797008
obj = -17.660377, rho = 0.056037
nSV = 157, nBSV = 145
Total nSV = 157
*
optimization finished, #iter = 100
nu = 0.788935
obj = -17.356141, rho = 0.139028
nSV = 159, nBSV = 147
Total nSV = 159
*
optimization finished, #iter = 95
nu = 0.780786
obj = -17.266951, rho = 0.005517
nSV = 155, nBSV = 144
Total nSV = 155
*
optimization finished, #iter = 94
nu = 0.801412
obj = -17.669135, rho = 0.079461
nSV = 160, nBSV = 149
Total nSV = 160
*
optimization finished, #iter = 98
nu = 0.782905
obj = -17.051994, rho = 0.143092
nSV = 155, nBSV = 141
Total nSV = 155
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 101
nu = 0.770848
obj = -19.591603, rho = 0.035702
nSV = 155, nBSV = 141
Total nSV = 155
*
optimization finished, #iter = 92
nu = 0.765280
obj = -19.239840, rho = 0.121925
nSV = 152, nBSV = 141
Total nSV = 152
*
optimization finished, #iter = 103
nu = 0.756632
obj = -19.160952, rho = -0.022176
nSV = 154, nBSV = 137
Total nSV = 154
*
optimization finished, #iter = 95
nu = 0.775528
obj = -19.598554, rho = 0.064311
nSV = 155, nBSV = 143
Total nSV = 155
*
optimization finished, #iter = 94
nu = 0.757062
obj = -18.892406, rho = 0.129922
nSV = 152, nBSV = 139
Total nSV = 152
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 98
nu = 0.747271
obj = -21.723407, rho = 0.016519
nSV = 151, nBSV = 138
Total nSV = 151
*
optimization finished, #iter = 102
nu = 0.740949
obj = -21.310100, rho = 0.100773
nSV = 149, nBSV = 130
Total nSV = 149
*
optimization finished, #iter = 99
nu = 0.733800
obj = -21.249539, rho = -0.050460
nSV = 151, nBSV = 132
Total nSV = 151
*
optimization finished, #iter = 96
nu = 0.751953
obj = -21.728455, rho = 0.055632
nSV = 151, nBSV = 137
Total nSV = 151
*
optimization finished, #iter = 96
nu = 0.734589
obj = -20.913463, rho = 0.126299
nSV = 146, nBSV = 132
Total nSV = 146
Cross Validation Accuracy = 82.5%
*
optimization finished, #iter = 100
nu = 0.724594
obj = -24.066631, rho = 0.019611
nSV = 148, nBSV = 134
Total nSV = 148
*
optimization finished, #iter = 104
nu = 0.716492
obj = -23.591907, rho = 0.076282
nSV = 148, nBSV = 125
Total nSV = 148
*
optimization finished, #iter = 101
nu = 0.713285
obj = -23.539585, rho = -0.082938
nSV = 148, nBSV = 129
Total nSV = 148
*
optimization finished, #iter = 100
nu = 0.731972
obj = -24.058877, rho = 0.042262
nSV = 146, nBSV = 131
Total nSV = 146
*
optimization finished, #iter = 96
nu = 0.711730
obj = -23.126886, rho = 0.104138
nSV = 144, nBSV = 126
Total nSV = 144
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 97
nu = 0.703077
obj = -26.631666, rho = 0.030144
nSV = 145, nBSV = 126
Total nSV = 145
*
optimization finished, #iter = 106
nu = 0.692261
obj = -26.104120, rho = 0.059130
nSV = 143, nBSV = 121
Total nSV = 143
*
optimization finished, #iter = 106
nu = 0.690097
obj = -26.048640, rho = -0.084902
nSV = 144, nBSV = 121
Total nSV = 144
*
optimization finished, #iter = 101
nu = 0.710919
obj = -26.595757, rho = 0.041227
nSV = 144, nBSV = 128
Total nSV = 144
*
optimization finished, #iter = 110
nu = 0.688353
obj = -25.539253, rho = 0.079457
nSV = 141, nBSV = 118
Total nSV = 141
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 109
nu = 0.680787
obj = -29.435601, rho = 0.027489
nSV = 140, nBSV = 118
Total nSV = 140
*
optimization finished, #iter = 111
nu = 0.669081
obj = -28.862420, rho = 0.037565
nSV = 141, nBSV = 117
Total nSV = 141
*
optimization finished, #iter = 103
nu = 0.667946
obj = -28.802250, rho = -0.077182
nSV = 140, nBSV = 116
Total nSV = 140
*
optimization finished, #iter = 105
nu = 0.688867
obj = -29.349994, rho = 0.025833
nSV = 143, nBSV = 120
Total nSV = 143
*
optimization finished, #iter = 117
nu = 0.665182
obj = -28.178832, rho = 0.064969
nSV = 140, nBSV = 115
Total nSV = 140
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 108
nu = 0.656972
obj = -32.505704, rho = 0.009541
nSV = 138, nBSV = 112
Total nSV = 138
*
optimization finished, #iter = 123
nu = 0.646332
obj = -31.887024, rho = 0.025875
nSV = 139, nBSV = 108
Total nSV = 139
*
optimization finished, #iter = 117
nu = 0.644686
obj = -31.822676, rho = -0.067941
nSV = 137, nBSV = 111
Total nSV = 137
*
optimization finished, #iter = 124
nu = 0.664177
obj = -32.350107, rho = 0.022636
nSV = 142, nBSV = 110
Total nSV = 142
*
optimization finished, #iter = 120
nu = 0.640403
obj = -31.060680, rho = 0.061063
nSV = 135, nBSV = 102
Total nSV = 135
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 119
nu = 0.633872
obj = -35.870958, rho = -0.008012
nSV = 137, nBSV = 107
Total nSV = 137
*
optimization finished, #iter = 109
nu = 0.623704
obj = -35.205587, rho = 0.009511
nSV = 133, nBSV = 106
Total nSV = 133
*
optimization finished, #iter = 114
nu = 0.623538
obj = -35.125355, rho = -0.055213
nSV = 132, nBSV = 105
Total nSV = 132
*
optimization finished, #iter = 126
nu = 0.637799
obj = -35.641899, rho = 0.022691
nSV = 141, nBSV = 106
Total nSV = 141
*
optimization finished, #iter = 137
nu = 0.614255
obj = -34.230337, rho = 0.067691
nSV = 133, nBSV = 96
Total nSV = 133
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 123
nu = 0.612111
obj = -39.548477, rho = -0.020766
nSV = 134, nBSV = 102
Total nSV = 134
*
optimization finished, #iter = 113
nu = 0.602596
obj = -38.831049, rho = -0.002614
nSV = 133, nBSV = 103
Total nSV = 133
*
optimization finished, #iter = 123
nu = 0.601795
obj = -38.732490, rho = -0.045739
nSV = 131, nBSV = 102
Total nSV = 131
*
optimization finished, #iter = 133
nu = 0.613773
obj = -39.251281, rho = 0.025413
nSV = 138, nBSV = 100
Total nSV = 138
*
optimization finished, #iter = 125
nu = 0.589889
obj = -37.724142, rho = 0.074410
nSV = 130, nBSV = 93
Total nSV = 130
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 136
nu = 0.590437
obj = -43.551289, rho = -0.026173
nSV = 130, nBSV = 95
Total nSV = 130
*
optimization finished, #iter = 113
nu = 0.582981
obj = -42.770668, rho = -0.001518
nSV = 127, nBSV = 95
Total nSV = 127
*
optimization finished, #iter = 122
nu = 0.581122
obj = -42.661103, rho = -0.036525
nSV = 129, nBSV = 96
Total nSV = 129
*
optimization finished, #iter = 134
nu = 0.590138
obj = -43.193668, rho = 0.020017
nSV = 134, nBSV = 91
Total nSV = 134
*
optimization finished, #iter = 144
nu = 0.567208
obj = -41.557429, rho = 0.072270
nSV = 129, nBSV = 86
Total nSV = 129
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 139
nu = 0.569814
obj = -47.900526, rho = -0.017037
nSV = 128, nBSV = 91
Total nSV = 128
*
optimization finished, #iter = 133
nu = 0.562036
obj = -47.041397, rho = 0.000516
nSV = 127, nBSV = 85
Total nSV = 127
*
optimization finished, #iter = 133
nu = 0.559313
obj = -46.938007, rho = -0.041294
nSV = 127, nBSV = 89
Total nSV = 127
*
optimization finished, #iter = 130
nu = 0.567171
obj = -47.499867, rho = 0.012917
nSV = 128, nBSV = 86
Total nSV = 128
*
optimization finished, #iter = 155
nu = 0.544671
obj = -45.764422, rho = 0.070324
nSV = 129, nBSV = 79
Total nSV = 129
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 141
nu = 0.548525
obj = -52.609808, rho = -0.007419
nSV = 126, nBSV = 84
Total nSV = 126
*
optimization finished, #iter = 148
nu = 0.540199
obj = -51.683038, rho = -0.003337
nSV = 125, nBSV = 75
Total nSV = 125
*
optimization finished, #iter = 141
nu = 0.538574
obj = -51.590768, rho = -0.034662
nSV = 123, nBSV = 80
Total nSV = 123
*
optimization finished, #iter = 157
nu = 0.543920
obj = -52.207720, rho = 0.016246
nSV = 128, nBSV = 79
Total nSV = 128
*
optimization finished, #iter = 163
nu = 0.523834
obj = -50.375646, rho = 0.079768
nSV = 127, nBSV = 75
Total nSV = 127
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 147
nu = 0.528359
obj = -57.709096, rho = 0.000714
nSV = 124, nBSV = 81
Total nSV = 124
*
optimization finished, #iter = 153
nu = 0.518692
obj = -56.739081, rho = -0.008419
nSV = 122, nBSV = 73
Total nSV = 122
*
optimization finished, #iter = 162
nu = 0.517241
obj = -56.644856, rho = -0.035159
nSV = 122, nBSV = 71
Total nSV = 122
*
optimization finished, #iter = 158
nu = 0.522372
obj = -57.351796, rho = 0.015167
nSV = 127, nBSV = 76
Total nSV = 127
*
optimization finished, #iter = 174
nu = 0.503022
obj = -55.413293, rho = 0.089745
nSV = 125, nBSV = 67
Total nSV = 125
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 152
nu = 0.509641
obj = -63.177019, rho = 0.006749
nSV = 123, nBSV = 76
Total nSV = 123
*
optimization finished, #iter = 158
nu = 0.499230
obj = -62.214322, rho = -0.016659
nSV = 120, nBSV = 69
Total nSV = 120
*
optimization finished, #iter = 165
nu = 0.496643
obj = -62.141372, rho = -0.031765
nSV = 122, nBSV = 68
Total nSV = 122
*
optimization finished, #iter = 157
nu = 0.502515
obj = -62.934134, rho = 0.010319
nSV = 127, nBSV = 71
Total nSV = 127
*
optimization finished, #iter = 181
nu = 0.483424
obj = -60.921942, rho = 0.102327
nSV = 124, nBSV = 65
Total nSV = 124
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 159
nu = 0.491491
obj = -68.989562, rho = 0.008914
nSV = 121, nBSV = 70
Total nSV = 121
*
optimization finished, #iter = 165
nu = 0.481262
obj = -68.092596, rho = -0.026712
nSV = 118, nBSV = 65
Total nSV = 118
*
optimization finished, #iter = 166
nu = 0.477663
obj = -68.083954, rho = -0.033457
nSV = 122, nBSV = 63
Total nSV = 122
*
optimization finished, #iter = 169
nu = 0.483069
obj = -68.968344, rho = 0.002418
nSV = 125, nBSV = 66
Total nSV = 125
*.*
optimization finished, #iter = 207
nu = 0.464571
obj = -66.919262, rho = 0.107848
nSV = 122, nBSV = 57
Total nSV = 122
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 169
nu = 0.471920
obj = -75.139723, rho = 0.006953
nSV = 121, nBSV = 62
Total nSV = 121
*
optimization finished, #iter = 171
nu = 0.463276
obj = -74.352364, rho = -0.029124
nSV = 118, nBSV = 61
Total nSV = 118
*.*
optimization finished, #iter = 197
nu = 0.457882
obj = -74.490856, rho = -0.036303
nSV = 122, nBSV = 60
Total nSV = 122
*.*
optimization finished, #iter = 194
nu = 0.464367
obj = -75.459699, rho = 0.002700
nSV = 124, nBSV = 61
Total nSV = 124
*.*
optimization finished, #iter = 207
nu = 0.446336
obj = -73.435297, rho = 0.113988
nSV = 122, nBSV = 54
Total nSV = 122
Cross Validation Accuracy = 82.0833%
*.*
optimization finished, #iter = 196
nu = 0.452129
obj = -81.643334, rho = 0.007914
nSV = 121, nBSV = 59
Total nSV = 121
*.*
optimization finished, #iter = 192
nu = 0.444621
obj = -80.997661, rho = -0.021156
nSV = 119, nBSV = 56
Total nSV = 119
*.*
optimization finished, #iter = 209
nu = 0.438804
obj = -81.392924, rho = -0.039601
nSV = 121, nBSV = 56
Total nSV = 121
*.*
optimization finished, #iter = 200
nu = 0.446599
obj = -82.405675, rho = 0.002515
nSV = 125, nBSV = 57
Total nSV = 125
*.*
optimization finished, #iter = 211
nu = 0.429658
obj = -80.482529, rho = 0.123128
nSV = 120, nBSV = 52
Total nSV = 120
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 218
nu = 0.431606
obj = -88.494459, rho = 0.009299
nSV = 123, nBSV = 53
Total nSV = 123
*.*
optimization finished, #iter = 199
nu = 0.425806
obj = -88.032847, rho = -0.019104
nSV = 115, nBSV = 50
Total nSV = 115
*.*
optimization finished, #iter = 218
nu = 0.420458
obj = -88.796504, rho = -0.043190
nSV = 120, nBSV = 51
Total nSV = 120
*.*
optimization finished, #iter = 215
nu = 0.428860
obj = -89.783766, rho = -0.001422
nSV = 124, nBSV = 53
Total nSV = 124
*.*
optimization finished, #iter = 227
nu = 0.413340
obj = -88.044998, rho = 0.127341
nSV = 120, nBSV = 47
Total nSV = 120
Cross Validation Accuracy = 80.4167%
*.*
optimization finished, #iter = 224
nu = 0.412433
obj = -95.678017, rho = 0.006892
nSV = 120, nBSV = 49
Total nSV = 120
*.*
optimization finished, #iter = 212
nu = 0.407751
obj = -95.437341, rho = -0.017520
nSV = 114, nBSV = 45
Total nSV = 114
*.*
optimization finished, #iter = 210
nu = 0.403282
obj = -96.694362, rho = -0.038930
nSV = 117, nBSV = 49
Total nSV = 117
*.*
optimization finished, #iter = 220
nu = 0.409370
obj = -97.626420, rho = 0.002511
nSV = 124, nBSV = 48
Total nSV = 124
*.*
optimization finished, #iter = 231
nu = 0.397683
obj = -96.115700, rho = 0.126929
nSV = 119, nBSV = 43
Total nSV = 119
Cross Validation Accuracy = 80.8333%
*.*
optimization finished, #iter = 272
nu = 0.393448
obj = -103.090254, rho = 0.004433
nSV = 122, nBSV = 40
Total nSV = 122
*.*
optimization finished, #iter = 238
nu = 0.390359
obj = -103.127148, rho = -0.018458
nSV = 114, nBSV = 39
Total nSV = 114
*.*
optimization finished, #iter = 222
nu = 0.387687
obj = -104.997978, rho = -0.035359
nSV = 116, nBSV = 46
Total nSV = 116
*.*
optimization finished, #iter = 213
nu = 0.391644
obj = -105.954121, rho = 0.002344
nSV = 118, nBSV = 47
Total nSV = 118
*.*
optimization finished, #iter = 256
nu = 0.383392
obj = -104.639786, rho = 0.125287
nSV = 118, nBSV = 40
Total nSV = 118
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 290
nu = 0.372371
obj = -110.769446, rho = 0.012960
nSV = 120, nBSV = 36
Total nSV = 120
.*
optimization finished, #iter = 282
nu = 0.371574
obj = -111.073423, rho = -0.018380
nSV = 115, nBSV = 34
Total nSV = 115
*.*
optimization finished, #iter = 251
nu = 0.371819
obj = -113.620029, rho = -0.029605
nSV = 116, nBSV = 40
Total nSV = 116
*.*
optimization finished, #iter = 235
nu = 0.376179
obj = -114.614839, rho = 0.001384
nSV = 117, nBSV = 43
Total nSV = 117
.*
optimization finished, #iter = 288
nu = 0.369613
obj = -113.491955, rho = 0.117639
nSV = 119, nBSV = 36
Total nSV = 119
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 286
nu = 0.352684
obj = -118.701256, rho = 0.015648
nSV = 119, nBSV = 34
Total nSV = 119
.*
optimization finished, #iter = 285
nu = 0.352430
obj = -119.274558, rho = -0.022044
nSV = 116, nBSV = 30
Total nSV = 116
.*
optimization finished, #iter = 282
nu = 0.354549
obj = -122.525458, rho = -0.028220
nSV = 116, nBSV = 31
Total nSV = 116
.*
optimization finished, #iter = 286
nu = 0.358560
obj = -123.520145, rho = 0.007082
nSV = 117, nBSV = 35
Total nSV = 117
.*
optimization finished, #iter = 295
nu = 0.351896
obj = -122.695463, rho = 0.122609
nSV = 119, nBSV = 31
Total nSV = 119
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 303
nu = 0.335150
obj = -126.695773, rho = 0.018903
nSV = 117, nBSV = 32
Total nSV = 117
.*
optimization finished, #iter = 301
nu = 0.333430
obj = -127.684790, rho = -0.021254
nSV = 119, nBSV = 27
Total nSV = 119
.*
optimization finished, #iter = 289
nu = 0.335920
obj = -131.777936, rho = -0.025018
nSV = 116, nBSV = 27
Total nSV = 116
.*
optimization finished, #iter = 278
nu = 0.340070
obj = -132.736183, rho = 0.015610
nSV = 115, nBSV = 33
Total nSV = 115
.*
optimization finished, #iter = 314
nu = 0.334344
obj = -132.337230, rho = 0.129957
nSV = 116, nBSV = 28
Total nSV = 116
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 311
nu = 0.317337
obj = -134.552209, rho = 0.029732
nSV = 115, nBSV = 29
Total nSV = 115
.*
optimization finished, #iter = 305
nu = 0.314635
obj = -136.242856, rho = -0.021985
nSV = 117, nBSV = 25
Total nSV = 117
.*
optimization finished, #iter = 302
nu = 0.318314
obj = -141.359871, rho = -0.024155
nSV = 118, nBSV = 28
Total nSV = 118
.*
optimization finished, #iter = 273
nu = 0.322940
obj = -142.187229, rho = 0.017765
nSV = 116, nBSV = 32
Total nSV = 116
.*
optimization finished, #iter = 312
nu = 0.316876
obj = -142.400323, rho = 0.134096
nSV = 115, nBSV = 25
Total nSV = 115
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 341
nu = 0.298068
obj = -142.164362, rho = 0.037662
nSV = 115, nBSV = 24
Total nSV = 115
.*
optimization finished, #iter = 311
nu = 0.296408
obj = -144.847712, rho = -0.019262
nSV = 116, nBSV = 22
Total nSV = 116
.*
optimization finished, #iter = 325
nu = 0.300211
obj = -151.161769, rho = -0.017411
nSV = 115, nBSV = 24
Total nSV = 115
.*
optimization finished, #iter = 301
nu = 0.304824
obj = -151.705961, rho = 0.017211
nSV = 116, nBSV = 27
Total nSV = 116
.*
optimization finished, #iter = 326
nu = 0.300799
obj = -152.802796, rho = 0.137370
nSV = 115, nBSV = 22
Total nSV = 115
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 333
nu = 0.278114
obj = -149.594083, rho = 0.044156
nSV = 111, nBSV = 20
Total nSV = 111
.*
optimization finished, #iter = 333
nu = 0.276132
obj = -153.480946, rho = -0.012457
nSV = 116, nBSV = 16
Total nSV = 116
.*
optimization finished, #iter = 300
nu = 0.282810
obj = -161.199358, rho = -0.009166
nSV = 114, nBSV = 22
Total nSV = 114
.*
optimization finished, #iter = 304
nu = 0.285020
obj = -161.445497, rho = 0.023496
nSV = 112, nBSV = 24
Total nSV = 112
.*
optimization finished, #iter = 332
nu = 0.284292
obj = -163.433185, rho = 0.143136
nSV = 113, nBSV = 20
Total nSV = 113
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 331
nu = 0.258224
obj = -156.736986, rho = 0.049661
nSV = 110, nBSV = 17
Total nSV = 110
.*
optimization finished, #iter = 363
nu = 0.255370
obj = -162.468112, rho = -0.006850
nSV = 117, nBSV = 16
Total nSV = 117
.*
optimization finished, #iter = 347
nu = 0.266572
obj = -171.283730, rho = -0.003344
nSV = 114, nBSV = 19
Total nSV = 114
.*
optimization finished, #iter = 316
nu = 0.264986
obj = -171.567508, rho = 0.033127
nSV = 114, nBSV = 20
Total nSV = 114
.*
optimization finished, #iter = 354
nu = 0.268602
obj = -174.155130, rho = 0.144059
nSV = 113, nBSV = 17
Total nSV = 113
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 338
nu = 0.240286
obj = -163.443693, rho = 0.054316
nSV = 108, nBSV = 15
Total nSV = 108
.*.*
optimization finished, #iter = 404
nu = 0.236437
obj = -171.808860, rho = -0.001748
nSV = 117, nBSV = 14
Total nSV = 117
.*
optimization finished, #iter = 337
nu = 0.250233
obj = -181.217258, rho = -0.004612
nSV = 113, nBSV = 15
Total nSV = 113
.*
optimization finished, #iter = 362
nu = 0.246407
obj = -182.113383, rho = 0.041199
nSV = 115, nBSV = 18
Total nSV = 115
.*
optimization finished, #iter = 348
nu = 0.252163
obj = -184.968177, rho = 0.142896
nSV = 113, nBSV = 17
Total nSV = 113
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 385
nu = 0.221816
obj = -169.400000, rho = 0.058306
nSV = 108, nBSV = 10
Total nSV = 108
.*
optimization finished, #iter = 366
nu = 0.217559
obj = -181.508751, rho = -0.001573
nSV = 116, nBSV = 11
Total nSV = 116
.*
optimization finished, #iter = 369
nu = 0.232749
obj = -191.028330, rho = -0.015183
nSV = 112, nBSV = 12
Total nSV = 112
.*
optimization finished, #iter = 343
nu = 0.229283
obj = -192.952888, rho = 0.046920
nSV = 114, nBSV = 14
Total nSV = 114
.*.*
optimization finished, #iter = 395
nu = 0.237212
obj = -195.619125, rho = 0.145592
nSV = 114, nBSV = 14
Total nSV = 114
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 384
nu = 0.202517
obj = -174.801543, rho = 0.061903
nSV = 106, nBSV = 9
Total nSV = 106
.*
optimization finished, #iter = 380
nu = 0.200625
obj = -191.725848, rho = -0.006249
nSV = 118, nBSV = 10
Total nSV = 118
.*
optimization finished, #iter = 346
nu = 0.215823
obj = -200.843426, rho = -0.029056
nSV = 109, nBSV = 12
Total nSV = 109
.*
optimization finished, #iter = 369
nu = 0.211407
obj = -204.279684, rho = 0.046533
nSV = 112, nBSV = 14
Total nSV = 112
.*.*
optimization finished, #iter = 397
nu = 0.220822
obj = -206.036962, rho = 0.142204
nSV = 113, nBSV = 10
Total nSV = 113
Cross Validation Accuracy = 79.1667%
.*.*
optimization finished, #iter = 390
nu = 0.184179
obj = -179.608634, rho = 0.063468
nSV = 105, nBSV = 6
Total nSV = 105
.*.*
optimization finished, #iter = 447
nu = 0.184746
obj = -202.392400, rho = -0.015121
nSV = 117, nBSV = 8
Total nSV = 117
.*
optimization finished, #iter = 368
nu = 0.199505
obj = -210.479938, rho = -0.042717
nSV = 108, nBSV = 10
Total nSV = 108
.*
optimization finished, #iter = 381
nu = 0.195784
obj = -216.119077, rho = 0.043269
nSV = 111, nBSV = 12
Total nSV = 111
.*.*
optimization finished, #iter = 442
nu = 0.204143
obj = -216.361427, rho = 0.141736
nSV = 114, nBSV = 8
Total nSV = 114
Cross Validation Accuracy = 77.9167%
.*
optimization finished, #iter = 382
nu = 0.166696
obj = -183.827064, rho = 0.064652
nSV = 105, nBSV = 5
Total nSV = 105
.*.*
optimization finished, #iter = 414
nu = 0.169789
obj = -213.629005, rho = -0.020961
nSV = 112, nBSV = 7
Total nSV = 112
.*.*
optimization finished, #iter = 396
nu = 0.184367
obj = -219.862876, rho = -0.059723
nSV = 108, nBSV = 9
Total nSV = 108
.*
optimization finished, #iter = 354
nu = 0.181857
obj = -228.264097, rho = 0.040361
nSV = 111, nBSV = 12
Total nSV = 111
.*.*
optimization finished, #iter = 449
nu = 0.187241
obj = -226.818558, rho = 0.147732
nSV = 114, nBSV = 8
Total nSV = 114
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 385
nu = 0.150064
obj = -187.352425, rho = 0.063066
nSV = 103, nBSV = 3
Total nSV = 103
.*.*
optimization finished, #iter = 444
nu = 0.156439
obj = -225.414539, rho = -0.028175
nSV = 113, nBSV = 7
Total nSV = 113
.*.*
optimization finished, #iter = 416
nu = 0.170560
obj = -228.660024, rho = -0.075846
nSV = 108, nBSV = 9
Total nSV = 108
.*
optimization finished, #iter = 368
nu = 0.169615
obj = -240.337617, rho = 0.036695
nSV = 110, nBSV = 11
Total nSV = 110
.*.*
optimization finished, #iter = 479
nu = 0.172372
obj = -237.335410, rho = 0.154178
nSV = 113, nBSV = 7
Total nSV = 113
Cross Validation Accuracy = 77.0833%
.*.*
optimization finished, #iter = 395
nu = 0.133652
obj = -190.506001, rho = 0.062847
nSV = 103, nBSV = 3
Total nSV = 103
.*.*
optimization finished, #iter = 458
nu = 0.144254
obj = -237.579277, rho = -0.034518
nSV = 112, nBSV = 6
Total nSV = 112
.*.*
optimization finished, #iter = 462
nu = 0.155784
obj = -236.689728, rho = -0.087661
nSV = 106, nBSV = 5
Total nSV = 106
.*
optimization finished, #iter = 380
nu = 0.158010
obj = -251.968475, rho = 0.020267
nSV = 107, nBSV = 10
Total nSV = 107
.*.*
optimization finished, #iter = 454
nu = 0.158286
obj = -247.722543, rho = 0.152954
nSV = 112, nBSV = 6
Total nSV = 112
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 371
nu = 0.119390
obj = -193.276677, rho = 0.060483
nSV = 101, nBSV = 3
Total nSV = 101
.*.*
optimization finished, #iter = 477
nu = 0.132832
obj = -250.198960, rho = -0.039938
nSV = 112, nBSV = 6
Total nSV = 112
.*.*
optimization finished, #iter = 436
nu = 0.140516
obj = -244.542165, rho = -0.093599
nSV = 106, nBSV = 3
Total nSV = 106
.*.*
optimization finished, #iter = 411
nu = 0.147494
obj = -262.634435, rho = -0.002485
nSV = 108, nBSV = 9
Total nSV = 108
.*.*
optimization finished, #iter = 440
nu = 0.144501
obj = -258.027014, rho = 0.149108
nSV = 113, nBSV = 5
Total nSV = 113
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 385
nu = 0.105978
obj = -195.583467, rho = 0.062937
nSV = 100, nBSV = 2
Total nSV = 100
.*.*
optimization finished, #iter = 501
nu = 0.122817
obj = -263.059222, rho = -0.042588
nSV = 114, nBSV = 6
Total nSV = 114
.*.*
optimization finished, #iter = 444
nu = 0.126422
obj = -252.621642, rho = -0.091130
nSV = 105, nBSV = 3
Total nSV = 105
.*.*
optimization finished, #iter = 429
nu = 0.134857
obj = -272.353521, rho = -0.020598
nSV = 106, nBSV = 7
Total nSV = 106
.*.*
optimization finished, #iter = 475
nu = 0.132295
obj = -268.217174, rho = 0.147435
nSV = 111, nBSV = 4
Total nSV = 111
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 392
nu = 0.093992
obj = -197.432635, rho = 0.065132
nSV = 100, nBSV = 1
Total nSV = 100
.*.*
optimization finished, #iter = 456
nu = 0.113911
obj = -275.730670, rho = -0.042176
nSV = 112, nBSV = 4
Total nSV = 112
.*.*
optimization finished, #iter = 459
nu = 0.113888
obj = -260.885235, rho = -0.086485
nSV = 107, nBSV = 3
Total nSV = 107
.*.*
optimization finished, #iter = 425
nu = 0.122720
obj = -281.787751, rho = -0.021948
nSV = 105, nBSV = 5
Total nSV = 105
.*.*
optimization finished, #iter = 455
nu = 0.120613
obj = -278.086369, rho = 0.153040
nSV = 111, nBSV = 4
Total nSV = 111
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 385
nu = 0.083025
obj = -198.911484, rho = 0.066536
nSV = 98, nBSV = 1
Total nSV = 98
.*.*
optimization finished, #iter = 486
nu = 0.104990
obj = -288.045139, rho = -0.037694
nSV = 110, nBSV = 4
Total nSV = 110
.*.*
optimization finished, #iter = 455
nu = 0.102043
obj = -269.465650, rho = -0.077841
nSV = 106, nBSV = 2
Total nSV = 106
.*.*
optimization finished, #iter = 471
nu = 0.112297
obj = -290.340846, rho = -0.012990
nSV = 105, nBSV = 2
Total nSV = 105
.*.*
optimization finished, #iter = 465
nu = 0.110447
obj = -287.360422, rho = 0.157934
nSV = 109, nBSV = 4
Total nSV = 109
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 385
nu = 0.073477
obj = -199.903341, rho = 0.067821
nSV = 97, nBSV = 1
Total nSV = 97
.*.*
optimization finished, #iter = 450
nu = 0.097242
obj = -299.654796, rho = -0.032353
nSV = 108, nBSV = 4
Total nSV = 108
.*.*
optimization finished, #iter = 451
nu = 0.091690
obj = -278.514330, rho = -0.067968
nSV = 107, nBSV = 2
Total nSV = 107
.*.*
optimization finished, #iter = 473
nu = 0.100642
obj = -298.406408, rho = 0.003700
nSV = 106, nBSV = 2
Total nSV = 106
.*.*
optimization finished, #iter = 510
nu = 0.101325
obj = -295.317325, rho = 0.167820
nSV = 107, nBSV = 3
Total nSV = 107
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 384
nu = 0.064815
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 466
nu = 0.089698
obj = -309.825568, rho = -0.021954
nSV = 108, nBSV = 3
Total nSV = 108
.*.*
optimization finished, #iter = 450
nu = 0.082679
obj = -287.844734, rho = -0.056770
nSV = 105, nBSV = 2
Total nSV = 105
.*.*
optimization finished, #iter = 504
nu = 0.090461
obj = -306.445388, rho = 0.021494
nSV = 105, nBSV = 2
Total nSV = 105
.*.*
optimization finished, #iter = 497
nu = 0.091483
obj = -301.929717, rho = 0.186198
nSV = 108, nBSV = 2
Total nSV = 108
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 384
nu = 0.056425
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 478
nu = 0.081627
obj = -318.752726, rho = -0.005597
nSV = 108, nBSV = 2
Total nSV = 108
.*.*
optimization finished, #iter = 449
nu = 0.074846
obj = -297.156080, rho = -0.043940
nSV = 104, nBSV = 2
Total nSV = 104
.*.*
optimization finished, #iter = 482
nu = 0.081604
obj = -314.062404, rho = 0.041576
nSV = 104, nBSV = 2
Total nSV = 104
.*.*
optimization finished, #iter = 542
nu = 0.080902
obj = -308.368984, rho = 0.199439
nSV = 109, nBSV = 1
Total nSV = 109
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 384
nu = 0.049121
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 454
nu = 0.074181
obj = -326.679165, rho = 0.013288
nSV = 107, nBSV = 2
Total nSV = 107
.*.*
optimization finished, #iter = 446
nu = 0.068055
obj = -305.960206, rho = -0.028390
nSV = 105, nBSV = 2
Total nSV = 105
.*.*
optimization finished, #iter = 454
nu = 0.073902
obj = -320.667562, rho = 0.066097
nSV = 104, nBSV = 2
Total nSV = 104
.*.*
optimization finished, #iter = 494
nu = 0.071623
obj = -315.440387, rho = 0.213605
nSV = 108, nBSV = 1
Total nSV = 108
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.042762
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 493
nu = 0.066295
obj = -333.664117, rho = 0.036234
nSV = 107, nBSV = 1
Total nSV = 107
.*.*
optimization finished, #iter = 435
nu = 0.062145
obj = -313.562060, rho = -0.010399
nSV = 104, nBSV = 2
Total nSV = 104
.*.*
optimization finished, #iter = 489
nu = 0.066123
obj = -325.957299, rho = 0.080593
nSV = 102, nBSV = 1
Total nSV = 102
.*.*
optimization finished, #iter = 487
nu = 0.063696
obj = -323.038869, rho = 0.227625
nSV = 106, nBSV = 1
Total nSV = 106
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 384
nu = 0.037227
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 481
nu = 0.059257
obj = -340.411068, rho = 0.062760
nSV = 107, nBSV = 1
Total nSV = 107
.*.*
optimization finished, #iter = 469
nu = 0.055369
obj = -320.243730, rho = 0.000040
nSV = 103, nBSV = 1
Total nSV = 103
.*.*
optimization finished, #iter = 468
nu = 0.059174
obj = -330.429268, rho = 0.092127
nSV = 104, nBSV = 1
Total nSV = 104
.*.*
optimization finished, #iter = 486
nu = 0.056856
obj = -330.869907, rho = 0.244838
nSV = 104, nBSV = 1
Total nSV = 104
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 384
nu = 0.032408
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 484
nu = 0.053124
obj = -346.497222, rho = 0.092920
nSV = 108, nBSV = 1
Total nSV = 108
.*.*
optimization finished, #iter = 472
nu = 0.049431
obj = -326.814153, rho = 0.011671
nSV = 102, nBSV = 1
Total nSV = 102
.*.*
optimization finished, #iter = 467
nu = 0.053115
obj = -333.405961, rho = 0.105871
nSV = 103, nBSV = 1
Total nSV = 103
.*.*
optimization finished, #iter = 472
nu = 0.050914
obj = -338.634387, rho = 0.264542
nSV = 104, nBSV = 1
Total nSV = 104
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 384
nu = 0.028212
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 434
nu = 0.047787
obj = -351.295289, rho = 0.127362
nSV = 107, nBSV = 1
Total nSV = 107
.*.*
optimization finished, #iter = 450
nu = 0.044373
obj = -332.826481, rho = 0.022058
nSV = 101, nBSV = 1
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.047337
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 480
nu = 0.045740
obj = -345.923119, rho = 0.287267
nSV = 104, nBSV = 1
Total nSV = 104
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 384
nu = 0.024560
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 477
nu = 0.043189
obj = -353.873755, rho = 0.169512
nSV = 105, nBSV = 1
Total nSV = 105
.*.*
optimization finished, #iter = 455
nu = 0.040023
obj = -337.420031, rho = 0.032311
nSV = 102, nBSV = 1
Total nSV = 102
.*.*
optimization finished, #iter = 489
nu = 0.041209
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 503
nu = 0.041229
obj = -352.154717, rho = 0.316135
nSV = 104, nBSV = 1
Total nSV = 104
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 384
nu = 0.021381
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.038011
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 444
nu = 0.036235
obj = -339.621581, rho = 0.043820
nSV = 101, nBSV = 1
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.035875
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 472
nu = 0.037342
obj = -356.431787, rho = 0.350524
nSV = 104, nBSV = 1
Total nSV = 104
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 384
nu = 0.018613
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.033091
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.031749
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.031231
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.033602
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.016204
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.028807
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.027639
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.027188
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.029252
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.014106
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.025078
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.024061
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.023669
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.025466
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.012280
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.021832
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.020946
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.020605
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.022169
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.010691
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.019006
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.018235
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.017937
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.019299
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.009307
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.016545
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.015874
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.015615
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.016801
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.008102
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.014403
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.013820
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.013594
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.014626
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.007053
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.012539
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.012031
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.011834
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.012733
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.006140
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.010916
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.010473
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.010302
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.011085
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.005345
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.009503
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.009117
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.008969
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.009650
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.004653
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.008273
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.007937
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.007808
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.008400
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.004051
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.007202
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.006910
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.006797
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.007313
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.003527
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.006269
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.006015
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.005917
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.006366
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.003070
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.005458
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.005237
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.005151
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.005542
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.002673
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.004751
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.004559
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.004484
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.004825
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.002327
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.004136
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.003969
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.003904
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.004200
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.002025
obj = -200.151677, rho = 0.067912
nSV = 97, nBSV = 0
Total nSV = 97
.*.*
optimization finished, #iter = 479
nu = 0.003601
obj = -354.016192, rho = 0.182061
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 459
nu = 0.003455
obj = -339.668819, rho = 0.045687
nSV = 101, nBSV = 0
Total nSV = 101
.*.*
optimization finished, #iter = 489
nu = 0.003399
obj = -334.120396, rho = 0.116820
nSV = 103, nBSV = 0
Total nSV = 103
.*.*
optimization finished, #iter = 461
nu = 0.003657
obj = -357.607592, rho = 0.380546
nSV = 103, nBSV = 0
Total nSV = 103
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.165700, rho = 0.991716
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165676, rho = 0.992067
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.165671, rho = 0.990480
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165697, rho = 0.991980
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.163725, rho = 0.992353
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.190290, rho = 0.990483
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190258, rho = 0.990888
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.190252, rho = 0.989064
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190286, rho = 0.990787
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.188017, rho = 0.991216
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.218514, rho = 0.988997
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218471, rho = 0.989533
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.218464, rho = 0.987428
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218508, rho = 0.989478
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.215898, rho = 0.989910
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.250911, rho = 0.987361
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.250855, rho = 0.987976
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.250846, rho = 0.985559
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250903, rho = 0.987913
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.247899, rho = 0.988492
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.288096, rho = 0.985443
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288023, rho = 0.986159
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.288011, rho = 0.983351
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288087, rho = 0.986116
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.284629, rho = 0.986781
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.330767, rho = 0.983278
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330671, rho = 0.984101
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.330654, rho = 0.980691
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330755, rho = 0.983960
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.326774, rho = 0.984559
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.379750, rho = 0.980789
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.379623, rho = 0.981851
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.379601, rho = 0.977819
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379733, rho = 0.981574
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.375147, rho = 0.982262
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.435931, rho = 0.977933
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.435764, rho = 0.979152
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.435735, rho = 0.974671
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.435909, rho = 0.978834
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.430624, rho = 0.979625
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.500375, rho = 0.974652
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.500154, rho = 0.976012
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.500116, rho = 0.971024
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.500346, rho = 0.975787
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.494252, rho = 0.976616
nSV = 170, nBSV = 165
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.574284, rho = 0.970885
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.573993, rho = 0.972445
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.573942, rho = 0.966611
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.574246, rho = 0.972262
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.567217, rho = 0.973115
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.659034, rho = 0.966744
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.658649, rho = 0.968528
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.658582, rho = 0.961845
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.658985, rho = 0.968082
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.650870, rho = 0.969124
nSV = 171, nBSV = 166
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.756161, rho = 0.961800
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.755653, rho = 0.963786
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.755565, rho = 0.956172
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.756096, rho = 0.963336
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.746723, rho = 0.964533
nSV = 171, nBSV = 166
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.867461, rho = 0.956119
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.866791, rho = 0.958482
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.866675, rho = 0.949656
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.867375, rho = 0.957884
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.856540, rho = 0.959141
nSV = 170, nBSV = 165
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.994965, rho = 0.949517
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.994080, rho = 0.952308
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.993928, rho = 0.942233
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.994850, rho = 0.951621
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.982314, rho = 0.953185
nSV = 170, nBSV = 163
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.140936, rho = 0.942014
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.139769, rho = 0.945194
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.139567, rho = 0.933643
nSV = 174, nBSV = 168
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.140786, rho = 0.944434
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -1.126266, rho = 0.946242
nSV = 171, nBSV = 166
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.307979, rho = 0.933392
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.306439, rho = 0.937045
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.306173, rho = 0.923714
nSV = 175, nBSV = 168
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.307781, rho = 0.936171
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -1.290946, rho = 0.938249
nSV = 171, nBSV = 166
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.499031, rho = 0.923483
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.497000, rho = 0.927713
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.496649, rho = 0.912433
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.498770, rho = 0.926680
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -1.479225, rho = 0.929067
nSV = 171, nBSV = 166
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.717451, rho = 0.912107
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.714771, rho = 0.916962
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.714308, rho = 0.899409
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 90
nu = 0.885417
obj = -1.717106, rho = 0.915665
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -1.694382, rho = 0.918448
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -1.966853, rho = 0.899037
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.963316, rho = 0.904613
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.962706, rho = 0.884390
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.966397, rho = 0.903225
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -1.939934, rho = 0.906313
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -2.251273, rho = 0.884048
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -2.246606, rho = 0.890546
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.245800, rho = 0.867192
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.250671, rho = 0.888842
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -2.219799, rho = 0.892389
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -2.575668, rho = 0.866852
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.569508, rho = 0.874268
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.568445, rho = 0.847424
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.574873, rho = 0.872309
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -2.538783, rho = 0.876338
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -2.944838, rho = 0.847118
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -2.936709, rho = 0.855575
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.935306, rho = 0.824740
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -2.943787, rho = 0.853246
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -2.901506, rho = 0.857952
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -3.364595, rho = 0.824383
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.353869, rho = 0.834097
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.352023, rho = 0.798845
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.363208, rho = 0.831531
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -3.313550, rho = 0.836804
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -3.840985, rho = 0.798267
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -3.826831, rho = 0.809426
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -3.824395, rho = 0.768919
nSV = 176, nBSV = 167
Total nSV = 176
*
optimization finished, #iter = 92
nu = 0.885417
obj = -3.839156, rho = 0.806477
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -3.780672, rho = 0.812597
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -4.380570, rho = 0.768277
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -4.361894, rho = 0.780974
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -4.358679, rho = 0.734645
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -4.378155, rho = 0.777697
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -4.309075, rho = 0.784728
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -4.990177, rho = 0.733823
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -4.965534, rho = 0.748408
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -4.961293, rho = 0.695191
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -4.986991, rho = 0.744644
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -4.905134, rho = 0.752720
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -5.677178, rho = 0.694210
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -5.644662, rho = 0.710995
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -5.639065, rho = 0.649831
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -5.672975, rho = 0.706672
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.879581
obj = -5.575640, rho = 0.715907
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -6.448744, rho = 0.648800
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -6.405837, rho = 0.668019
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -6.398452, rho = 0.597759
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -6.443196, rho = 0.663053
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.879581
obj = -6.327025, rho = 0.673662
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -7.311722, rho = 0.596582
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -7.255107, rho = 0.618658
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -7.245363, rho = 0.537952
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -7.304402, rho = 0.612954
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.879581
obj = -7.165203, rho = 0.625123
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 58.3333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -8.272446, rho = 0.536607
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -8.197743, rho = 0.561992
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -8.184885, rho = 0.469222
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -8.262787, rho = 0.555386
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.879581
obj = -8.095295, rho = 0.569381
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 61.25%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -9.335710, rho = 0.467698
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -9.237140, rho = 0.496774
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -9.220172, rho = 0.390233
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -9.322965, rho = 0.489269
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.879581
obj = -9.120543, rho = 0.505345
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 65%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -10.503735, rho = 0.388542
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -10.373669, rho = 0.421943
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -10.351280, rho = 0.299559
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -10.486919, rho = 0.413361
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -10.241169, rho = 0.431850
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 67.9167%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -11.774959, rho = 0.297625
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -11.603339, rho = 0.335992
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -11.573797, rho = 0.195410
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -11.752770, rho = 0.326135
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -11.453032, rho = 0.347304
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 74.1667%
*
optimization finished, #iter = 96
nu = 0.876661
obj = -13.143402, rho = 0.205533
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.868409
obj = -12.933717, rho = 0.284413
nSV = 173, nBSV = 162
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.869389
obj = -12.891272, rho = 0.132558
nSV = 172, nBSV = 164
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.874427
obj = -13.119611, rho = 0.266682
nSV = 171, nBSV = 162
Total nSV = 171
*
optimization finished, #iter = 100
nu = 0.863661
obj = -12.760776, rho = 0.295712
nSV = 170, nBSV = 160
Total nSV = 170
Cross Validation Accuracy = 78.3333%
*
optimization finished, #iter = 104
nu = 0.856131
obj = -14.634697, rho = 0.156444
nSV = 174, nBSV = 160
Total nSV = 174
*
optimization finished, #iter = 98
nu = 0.845148
obj = -14.404644, rho = 0.255668
nSV = 169, nBSV = 158
Total nSV = 169
*
optimization finished, #iter = 92
nu = 0.848033
obj = -14.342893, rho = 0.086359
nSV = 167, nBSV = 160
Total nSV = 167
*
optimization finished, #iter = 102
nu = 0.854487
obj = -14.626119, rho = 0.227520
nSV = 168, nBSV = 157
Total nSV = 168
*
optimization finished, #iter = 97
nu = 0.842502
obj = -14.201864, rho = 0.259816
nSV = 167, nBSV = 157
Total nSV = 167
Cross Validation Accuracy = 80.4167%
*
optimization finished, #iter = 94
nu = 0.834296
obj = -16.278732, rho = 0.120797
nSV = 166, nBSV = 157
Total nSV = 166
*
optimization finished, #iter = 99
nu = 0.825966
obj = -16.020787, rho = 0.216536
nSV = 165, nBSV = 152
Total nSV = 165
*
optimization finished, #iter = 94
nu = 0.825088
obj = -15.936092, rho = 0.052569
nSV = 163, nBSV = 154
Total nSV = 163
*
optimization finished, #iter = 103
nu = 0.834869
obj = -16.281701, rho = 0.179717
nSV = 166, nBSV = 153
Total nSV = 166
*
optimization finished, #iter = 95
nu = 0.820892
obj = -15.784573, rho = 0.224741
nSV = 162, nBSV = 149
Total nSV = 162
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 91
nu = 0.814115
obj = -18.081004, rho = 0.095837
nSV = 161, nBSV = 153
Total nSV = 161
*
optimization finished, #iter = 109
nu = 0.805642
obj = -17.795194, rho = 0.182234
nSV = 162, nBSV = 147
Total nSV = 162
*
optimization finished, #iter = 93
nu = 0.800875
obj = -17.694824, rho = 0.032811
nSV = 158, nBSV = 148
Total nSV = 158
*
optimization finished, #iter = 94
nu = 0.815078
obj = -18.103046, rho = 0.135458
nSV = 162, nBSV = 151
Total nSV = 162
*
optimization finished, #iter = 98
nu = 0.800653
obj = -17.522499, rho = 0.184281
nSV = 160, nBSV = 148
Total nSV = 160
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 98
nu = 0.792040
obj = -20.053528, rho = 0.060582
nSV = 158, nBSV = 143
Total nSV = 158
*
optimization finished, #iter = 99
nu = 0.786201
obj = -19.733748, rho = 0.141184
nSV = 156, nBSV = 143
Total nSV = 156
*
optimization finished, #iter = 94
nu = 0.776430
obj = -19.631749, rho = 0.009087
nSV = 156, nBSV = 142
Total nSV = 156
*
optimization finished, #iter = 103
nu = 0.797925
obj = -20.079316, rho = 0.077275
nSV = 161, nBSV = 146
Total nSV = 161
*
optimization finished, #iter = 102
nu = 0.780042
obj = -19.413029, rho = 0.148386
nSV = 157, nBSV = 141
Total nSV = 157
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 99
nu = 0.767112
obj = -22.221245, rho = 0.040397
nSV = 156, nBSV = 139
Total nSV = 156
*
optimization finished, #iter = 101
nu = 0.762475
obj = -21.850183, rho = 0.125783
nSV = 155, nBSV = 139
Total nSV = 155
*
optimization finished, #iter = 99
nu = 0.754910
obj = -21.762764, rho = -0.030182
nSV = 152, nBSV = 136
Total nSV = 152
*
optimization finished, #iter = 106
nu = 0.772235
obj = -22.246532, rho = 0.067732
nSV = 156, nBSV = 141
Total nSV = 156
*
optimization finished, #iter = 93
nu = 0.755369
obj = -21.485332, rho = 0.143127
nSV = 149, nBSV = 136
Total nSV = 149
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 112
nu = 0.744648
obj = -24.596706, rho = 0.021747
nSV = 154, nBSV = 134
Total nSV = 154
*
optimization finished, #iter = 108
nu = 0.738617
obj = -24.164622, rho = 0.101098
nSV = 151, nBSV = 130
Total nSV = 151
*
optimization finished, #iter = 100
nu = 0.733903
obj = -24.090503, rho = -0.067514
nSV = 150, nBSV = 131
Total nSV = 150
*
optimization finished, #iter = 109
nu = 0.749190
obj = -24.627774, rho = 0.062239
nSV = 155, nBSV = 135
Total nSV = 155
*
optimization finished, #iter = 95
nu = 0.732042
obj = -23.752210, rho = 0.136932
nSV = 148, nBSV = 130
Total nSV = 148
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 97
nu = 0.721620
obj = -27.196438, rho = 0.033910
nSV = 149, nBSV = 133
Total nSV = 149
*
optimization finished, #iter = 108
nu = 0.713535
obj = -26.700015, rho = 0.081537
nSV = 150, nBSV = 126
Total nSV = 150
*
optimization finished, #iter = 98
nu = 0.710177
obj = -26.632639, rho = -0.079333
nSV = 148, nBSV = 128
Total nSV = 148
*
optimization finished, #iter = 108
nu = 0.729423
obj = -27.221561, rho = 0.043876
nSV = 149, nBSV = 132
Total nSV = 149
*
optimization finished, #iter = 114
nu = 0.709949
obj = -26.220307, rho = 0.112737
nSV = 146, nBSV = 125
Total nSV = 146
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 100
nu = 0.700958
obj = -30.021778, rho = 0.036266
nSV = 142, nBSV = 124
Total nSV = 142
*
optimization finished, #iter = 107
nu = 0.688666
obj = -29.480887, rho = 0.067667
nSV = 146, nBSV = 119
Total nSV = 146
*
optimization finished, #iter = 110
nu = 0.687911
obj = -29.408762, rho = -0.079834
nSV = 143, nBSV = 121
Total nSV = 143
*
optimization finished, #iter = 103
nu = 0.710410
obj = -30.014921, rho = 0.032635
nSV = 143, nBSV = 124
Total nSV = 143
*
optimization finished, #iter = 119
nu = 0.687210
obj = -28.894660, rho = 0.087662
nSV = 143, nBSV = 116
Total nSV = 143
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 111
nu = 0.676789
obj = -33.087372, rho = 0.024524
nSV = 141, nBSV = 114
Total nSV = 141
*
optimization finished, #iter = 124
nu = 0.665291
obj = -32.525410, rho = 0.045727
nSV = 142, nBSV = 113
Total nSV = 142
*
optimization finished, #iter = 123
nu = 0.664760
obj = -32.430965, rho = -0.070892
nSV = 141, nBSV = 111
Total nSV = 141
*
optimization finished, #iter = 116
nu = 0.686070
obj = -33.023326, rho = 0.021270
nSV = 143, nBSV = 112
Total nSV = 143
*
optimization finished, #iter = 128
nu = 0.664351
obj = -31.792010, rho = 0.068289
nSV = 140, nBSV = 107
Total nSV = 140
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 111
nu = 0.652893
obj = -36.427516, rho = 0.005536
nSV = 138, nBSV = 111
Total nSV = 138
*
optimization finished, #iter = 125
nu = 0.642399
obj = -35.841722, rho = 0.026055
nSV = 140, nBSV = 108
Total nSV = 140
*
optimization finished, #iter = 124
nu = 0.642056
obj = -35.722092, rho = -0.059275
nSV = 138, nBSV = 107
Total nSV = 138
*
optimization finished, #iter = 131
nu = 0.658925
obj = -36.297190, rho = 0.020588
nSV = 141, nBSV = 107
Total nSV = 141
*
optimization finished, #iter = 134
nu = 0.636387
obj = -34.947248, rho = 0.067596
nSV = 136, nBSV = 101
Total nSV = 136
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 124
nu = 0.630725
obj = -40.047769, rho = -0.011839
nSV = 137, nBSV = 106
Total nSV = 137
*
optimization finished, #iter = 113
nu = 0.621111
obj = -39.442737, rho = 0.009970
nSV = 137, nBSV = 105
Total nSV = 137
*
optimization finished, #iter = 119
nu = 0.619566
obj = -39.294284, rho = -0.055923
nSV = 136, nBSV = 103
Total nSV = 136
*
optimization finished, #iter = 139
nu = 0.633277
obj = -39.863355, rho = 0.016878
nSV = 140, nBSV = 101
Total nSV = 140
*
optimization finished, #iter = 140
nu = 0.610387
obj = -38.405239, rho = 0.069956
nSV = 134, nBSV = 97
Total nSV = 134
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 139
nu = 0.608339
obj = -43.946259, rho = -0.025790
nSV = 136, nBSV = 96
Total nSV = 136
*
optimization finished, #iter = 123
nu = 0.599973
obj = -43.328335, rho = -0.000317
nSV = 133, nBSV = 97
Total nSV = 133
*
optimization finished, #iter = 129
nu = 0.597657
obj = -43.156972, rho = -0.046472
nSV = 132, nBSV = 97
Total nSV = 132
*
optimization finished, #iter = 157
nu = 0.608829
obj = -43.731160, rho = 0.015926
nSV = 139, nBSV = 94
Total nSV = 139
*
optimization finished, #iter = 145
nu = 0.585577
obj = -42.180499, rho = 0.068932
nSV = 132, nBSV = 87
Total nSV = 132
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 146
nu = 0.584912
obj = -48.150197, rho = -0.027207
nSV = 133, nBSV = 91
Total nSV = 133
*
optimization finished, #iter = 144
nu = 0.578691
obj = -47.500559, rho = -0.009183
nSV = 132, nBSV = 87
Total nSV = 132
*
optimization finished, #iter = 128
nu = 0.575230
obj = -47.324371, rho = -0.048236
nSV = 130, nBSV = 88
Total nSV = 130
*
optimization finished, #iter = 155
nu = 0.584025
obj = -47.919605, rho = 0.008030
nSV = 137, nBSV = 86
Total nSV = 137
*
optimization finished, #iter = 155
nu = 0.562228
obj = -46.292021, rho = 0.060917
nSV = 130, nBSV = 81
Total nSV = 130
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 150
nu = 0.562745
obj = -52.663036, rho = -0.021276
nSV = 131, nBSV = 85
Total nSV = 131
*
optimization finished, #iter = 154
nu = 0.555623
obj = -51.987228, rho = -0.011143
nSV = 128, nBSV = 79
Total nSV = 128
*
optimization finished, #iter = 153
nu = 0.552917
obj = -51.812125, rho = -0.047632
nSV = 129, nBSV = 78
Total nSV = 129
*
optimization finished, #iter = 157
nu = 0.559104
obj = -52.459446, rho = 0.010193
nSV = 132, nBSV = 79
Total nSV = 132
*
optimization finished, #iter = 155
nu = 0.539409
obj = -50.759009, rho = 0.063712
nSV = 128, nBSV = 76
Total nSV = 128
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 160
nu = 0.539860
obj = -57.492030, rho = -0.014117
nSV = 129, nBSV = 78
Total nSV = 129
*
optimization finished, #iter = 164
nu = 0.532335
obj = -56.824726, rho = -0.019057
nSV = 127, nBSV = 73
Total nSV = 127
*
optimization finished, #iter = 168
nu = 0.529417
obj = -56.651891, rho = -0.044939
nSV = 128, nBSV = 68
Total nSV = 128
*
optimization finished, #iter = 161
nu = 0.535314
obj = -57.377453, rho = 0.005817
nSV = 131, nBSV = 73
Total nSV = 131
*
optimization finished, #iter = 168
nu = 0.516955
obj = -55.601591, rho = 0.074441
nSV = 128, nBSV = 68
Total nSV = 128
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 173
nu = 0.518711
obj = -62.636987, rho = -0.010237
nSV = 126, nBSV = 75
Total nSV = 126
*
optimization finished, #iter = 169
nu = 0.511142
obj = -62.009114, rho = -0.027264
nSV = 126, nBSV = 69
Total nSV = 126
*
optimization finished, #iter = 181
nu = 0.507173
obj = -61.870468, rho = -0.041294
nSV = 127, nBSV = 68
Total nSV = 127
*
optimization finished, #iter = 169
nu = 0.512917
obj = -62.681068, rho = -0.001061
nSV = 130, nBSV = 69
Total nSV = 130
*
optimization finished, #iter = 185
nu = 0.495455
obj = -60.846758, rho = 0.085265
nSV = 127, nBSV = 61
Total nSV = 127
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 176
nu = 0.497536
obj = -68.064412, rho = -0.009017
nSV = 125, nBSV = 67
Total nSV = 125
*
optimization finished, #iter = 189
nu = 0.490824
obj = -67.514695, rho = -0.032706
nSV = 126, nBSV = 64
Total nSV = 126
*
optimization finished, #iter = 186
nu = 0.485184
obj = -67.456981, rho = -0.042002
nSV = 126, nBSV = 60
Total nSV = 126
*
optimization finished, #iter = 182
nu = 0.491096
obj = -68.369205, rho = -0.003683
nSV = 130, nBSV = 63
Total nSV = 130
*.*
optimization finished, #iter = 213
nu = 0.474097
obj = -66.514015, rho = 0.087434
nSV = 126, nBSV = 56
Total nSV = 126
Cross Validation Accuracy = 82.0833%
*.*
optimization finished, #iter = 204
nu = 0.475626
obj = -73.760701, rho = -0.008942
nSV = 124, nBSV = 60
Total nSV = 124
*.*
optimization finished, #iter = 204
nu = 0.470438
obj = -73.310327, rho = -0.033678
nSV = 127, nBSV = 58
Total nSV = 127
*.*
optimization finished, #iter = 197
nu = 0.463376
obj = -73.451649, rho = -0.042832
nSV = 126, nBSV = 57
Total nSV = 126
*
optimization finished, #iter = 187
nu = 0.470404
obj = -74.445068, rho = 0.000218
nSV = 129, nBSV = 59
Total nSV = 129
*.*
optimization finished, #iter = 199
nu = 0.454044
obj = -72.623603, rho = 0.093951
nSV = 124, nBSV = 53
Total nSV = 124
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 235
nu = 0.453906
obj = -79.717676, rho = -0.008087
nSV = 126, nBSV = 54
Total nSV = 126
*.*
optimization finished, #iter = 199
nu = 0.449409
obj = -79.397130, rho = -0.028130
nSV = 127, nBSV = 50
Total nSV = 127
*.*
optimization finished, #iter = 209
nu = 0.442402
obj = -79.851167, rho = -0.049460
nSV = 126, nBSV = 52
Total nSV = 126
*.*
optimization finished, #iter = 206
nu = 0.450502
obj = -80.876342, rho = -0.002920
nSV = 129, nBSV = 55
Total nSV = 129
*.*
optimization finished, #iter = 219
nu = 0.434692
obj = -79.169564, rho = 0.097752
nSV = 123, nBSV = 49
Total nSV = 123
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 228
nu = 0.431897
obj = -85.912600, rho = -0.010432
nSV = 123, nBSV = 48
Total nSV = 123
*.*
optimization finished, #iter = 223
nu = 0.428488
obj = -85.768081, rho = -0.030487
nSV = 123, nBSV = 47
Total nSV = 123
*.*
optimization finished, #iter = 217
nu = 0.422322
obj = -86.652100, rho = -0.051744
nSV = 124, nBSV = 48
Total nSV = 124
*.*
optimization finished, #iter = 229
nu = 0.429496
obj = -87.649639, rho = -0.003893
nSV = 128, nBSV = 48
Total nSV = 128
*.*
optimization finished, #iter = 236
nu = 0.416638
obj = -86.134775, rho = 0.097834
nSV = 123, nBSV = 45
Total nSV = 123
Cross Validation Accuracy = 80.8333%
*.*
optimization finished, #iter = 247
nu = 0.410565
obj = -92.290101, rho = -0.014317
nSV = 124, nBSV = 39
Total nSV = 124
*.*
optimization finished, #iter = 249
nu = 0.408255
obj = -92.359850, rho = -0.032508
nSV = 123, nBSV = 41
Total nSV = 123
*.*
optimization finished, #iter = 218
nu = 0.404219
obj = -93.792096, rho = -0.049695
nSV = 121, nBSV = 45
Total nSV = 121
*.*
optimization finished, #iter = 229
nu = 0.408852
obj = -94.815887, rho = -0.002973
nSV = 129, nBSV = 47
Total nSV = 129
*.*
optimization finished, #iter = 245
nu = 0.399651
obj = -93.470897, rho = 0.097478
nSV = 124, nBSV = 40
Total nSV = 124
Cross Validation Accuracy = 80%
*.*
optimization finished, #iter = 257
nu = 0.387144
obj = -98.880313, rho = -0.007459
nSV = 123, nBSV = 36
Total nSV = 123
*.*
optimization finished, #iter = 261
nu = 0.387054
obj = -99.149325, rho = -0.031856
nSV = 124, nBSV = 33
Total nSV = 124
*.*
optimization finished, #iter = 244
nu = 0.386243
obj = -101.176888, rho = -0.042954
nSV = 120, nBSV = 39
Total nSV = 120
*.*
optimization finished, #iter = 229
nu = 0.390520
obj = -102.281030, rho = -0.002957
nSV = 124, nBSV = 45
Total nSV = 124
.*
optimization finished, #iter = 270
nu = 0.383207
obj = -101.095207, rho = 0.093637
nSV = 122, nBSV = 36
Total nSV = 122
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 267
nu = 0.365622
obj = -105.655112, rho = -0.005224
nSV = 122, nBSV = 33
Total nSV = 122
.*
optimization finished, #iter = 259
nu = 0.365803
obj = -106.130851, rho = -0.036602
nSV = 123, nBSV = 30
Total nSV = 123
.*
optimization finished, #iter = 258
nu = 0.367108
obj = -108.774015, rho = -0.040356
nSV = 120, nBSV = 32
Total nSV = 120
*.*
optimization finished, #iter = 263
nu = 0.371896
obj = -109.923349, rho = 0.002290
nSV = 123, nBSV = 36
Total nSV = 123
.*
optimization finished, #iter = 318
nu = 0.364300
obj = -108.980063, rho = 0.095166
nSV = 122, nBSV = 29
Total nSV = 122
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 289
nu = 0.346448
obj = -112.437178, rho = -0.003848
nSV = 120, nBSV = 30
Total nSV = 120
.*
optimization finished, #iter = 283
nu = 0.345140
obj = -113.239742, rho = -0.036946
nSV = 121, nBSV = 28
Total nSV = 121
.*
optimization finished, #iter = 266
nu = 0.346621
obj = -116.627797, rho = -0.039458
nSV = 120, nBSV = 28
Total nSV = 120
.*
optimization finished, #iter = 267
nu = 0.351623
obj = -117.769773, rho = 0.006462
nSV = 123, nBSV = 32
Total nSV = 123
.*
optimization finished, #iter = 295
nu = 0.345402
obj = -117.183772, rho = 0.100669
nSV = 121, nBSV = 26
Total nSV = 121
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 298
nu = 0.326816
obj = -119.063660, rho = 0.004514
nSV = 119, nBSV = 28
Total nSV = 119
.*
optimization finished, #iter = 284
nu = 0.324315
obj = -120.428439, rho = -0.037428
nSV = 123, nBSV = 24
Total nSV = 123
.*
optimization finished, #iter = 287
nu = 0.327359
obj = -124.716365, rho = -0.039350
nSV = 120, nBSV = 26
Total nSV = 120
.*
optimization finished, #iter = 283
nu = 0.332963
obj = -125.774573, rho = 0.006361
nSV = 122, nBSV = 33
Total nSV = 122
.*
optimization finished, #iter = 309
nu = 0.326317
obj = -125.683557, rho = 0.101965
nSV = 119, nBSV = 24
Total nSV = 119
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 309
nu = 0.305876
obj = -125.434423, rho = 0.011201
nSV = 120, nBSV = 22
Total nSV = 120
.*
optimization finished, #iter = 298
nu = 0.304100
obj = -127.649963, rho = -0.033841
nSV = 118, nBSV = 21
Total nSV = 118
.*
optimization finished, #iter = 296
nu = 0.308038
obj = -132.953636, rho = -0.034963
nSV = 119, nBSV = 24
Total nSV = 119
.*
optimization finished, #iter = 320
nu = 0.313064
obj = -133.789982, rho = 0.007261
nSV = 123, nBSV = 26
Total nSV = 123
.*
optimization finished, #iter = 311
nu = 0.308800
obj = -134.425789, rho = 0.104817
nSV = 119, nBSV = 22
Total nSV = 119
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 328
nu = 0.284713
obj = -131.606289, rho = 0.013979
nSV = 117, nBSV = 18
Total nSV = 117
.*
optimization finished, #iter = 337
nu = 0.281902
obj = -134.916100, rho = -0.027658
nSV = 118, nBSV = 17
Total nSV = 118
.*
optimization finished, #iter = 304
nu = 0.289302
obj = -141.308130, rho = -0.030685
nSV = 119, nBSV = 21
Total nSV = 119
.*
optimization finished, #iter = 312
nu = 0.291088
obj = -142.010385, rho = 0.013126
nSV = 121, nBSV = 22
Total nSV = 121
.*
optimization finished, #iter = 337
nu = 0.291333
obj = -143.268664, rho = 0.107067
nSV = 118, nBSV = 21
Total nSV = 118
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 354
nu = 0.263434
obj = -137.499821, rho = 0.017363
nSV = 117, nBSV = 16
Total nSV = 117
.*
optimization finished, #iter = 367
nu = 0.260326
obj = -142.441200, rho = -0.023660
nSV = 117, nBSV = 14
Total nSV = 117
.*
optimization finished, #iter = 313
nu = 0.271428
obj = -149.663873, rho = -0.029710
nSV = 119, nBSV = 19
Total nSV = 119
.*
optimization finished, #iter = 323
nu = 0.270040
obj = -150.559441, rho = 0.019847
nSV = 121, nBSV = 20
Total nSV = 121
.*
optimization finished, #iter = 347
nu = 0.273424
obj = -152.131842, rho = 0.108741
nSV = 119, nBSV = 17
Total nSV = 119
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 356
nu = 0.244237
obj = -142.957354, rho = 0.019627
nSV = 116, nBSV = 14
Total nSV = 116
.*
optimization finished, #iter = 372
nu = 0.239936
obj = -150.215620, rho = -0.021946
nSV = 117, nBSV = 11
Total nSV = 117
.*
optimization finished, #iter = 336
nu = 0.253712
obj = -157.863167, rho = -0.032596
nSV = 118, nBSV = 15
Total nSV = 118
.*
optimization finished, #iter = 340
nu = 0.251229
obj = -159.386261, rho = 0.026158
nSV = 121, nBSV = 19
Total nSV = 121
.*
optimization finished, #iter = 374
nu = 0.256095
obj = -161.046507, rho = 0.111916
nSV = 120, nBSV = 16
Total nSV = 120
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 368
nu = 0.224317
obj = -147.785131, rho = 0.017947
nSV = 116, nBSV = 10
Total nSV = 116
.*
optimization finished, #iter = 371
nu = 0.219892
obj = -158.415878, rho = -0.022232
nSV = 118, nBSV = 11
Total nSV = 118
.*
optimization finished, #iter = 369
nu = 0.235067
obj = -165.924802, rho = -0.041176
nSV = 116, nBSV = 12
Total nSV = 116
.*
optimization finished, #iter = 356
nu = 0.232633
obj = -168.375642, rho = 0.026038
nSV = 119, nBSV = 14
Total nSV = 119
.*
optimization finished, #iter = 377
nu = 0.239998
obj = -169.741353, rho = 0.112655
nSV = 118, nBSV = 11
Total nSV = 118
Cross Validation Accuracy = 79.1667%
.*.*
optimization finished, #iter = 392
nu = 0.204303
obj = -152.165274, rho = 0.015968
nSV = 115, nBSV = 9
Total nSV = 115
.*
optimization finished, #iter = 371
nu = 0.202662
obj = -167.004076, rho = -0.026485
nSV = 117, nBSV = 10
Total nSV = 117
.*
optimization finished, #iter = 361
nu = 0.217674
obj = -173.933048, rho = -0.054425
nSV = 115, nBSV = 11
Total nSV = 115
.*
optimization finished, #iter = 364
nu = 0.214341
obj = -177.731799, rho = 0.024846
nSV = 118, nBSV = 12
Total nSV = 118
.*.*
optimization finished, #iter = 424
nu = 0.222020
obj = -178.246797, rho = 0.106831
nSV = 121, nBSV = 10
Total nSV = 121
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 369
nu = 0.185000
obj = -156.037474, rho = 0.017581
nSV = 113, nBSV = 6
Total nSV = 113
.*.*
optimization finished, #iter = 393
nu = 0.186249
obj = -175.901817, rho = -0.032531
nSV = 117, nBSV = 8
Total nSV = 117
.*
optimization finished, #iter = 366
nu = 0.200832
obj = -181.684286, rho = -0.065951
nSV = 114, nBSV = 10
Total nSV = 114
.*
optimization finished, #iter = 372
nu = 0.198022
obj = -187.428302, rho = 0.023202
nSV = 114, nBSV = 12
Total nSV = 114
.*.*
optimization finished, #iter = 406
nu = 0.203776
obj = -186.747986, rho = 0.105291
nSV = 119, nBSV = 8
Total nSV = 119
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 377
nu = 0.167459
obj = -159.399051, rho = 0.019127
nSV = 111, nBSV = 5
Total nSV = 111
.*.*
optimization finished, #iter = 402
nu = 0.171040
obj = -185.228502, rho = -0.036694
nSV = 116, nBSV = 7
Total nSV = 116
.*.*
optimization finished, #iter = 385
nu = 0.184957
obj = -189.114532, rho = -0.078134
nSV = 115, nBSV = 9
Total nSV = 115
.*
optimization finished, #iter = 353
nu = 0.183835
obj = -197.220320, rho = 0.021356
nSV = 115, nBSV = 12
Total nSV = 115
.*.*
optimization finished, #iter = 414
nu = 0.186963
obj = -195.422358, rho = 0.109267
nSV = 120, nBSV = 8
Total nSV = 120
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 382
nu = 0.149649
obj = -162.196165, rho = 0.020450
nSV = 109, nBSV = 3
Total nSV = 109
.*.*
optimization finished, #iter = 418
nu = 0.157498
obj = -194.904973, rho = -0.040857
nSV = 113, nBSV = 7
Total nSV = 113
.*.*
optimization finished, #iter = 386
nu = 0.170514
obj = -195.906668, rho = -0.087897
nSV = 112, nBSV = 7
Total nSV = 112
.*
optimization finished, #iter = 375
nu = 0.171017
obj = -206.724857, rho = 0.017647
nSV = 113, nBSV = 10
Total nSV = 113
.*.*
optimization finished, #iter = 426
nu = 0.171687
obj = -204.054443, rho = 0.112345
nSV = 118, nBSV = 7
Total nSV = 118
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.133290
obj = -164.787975, rho = 0.021183
nSV = 109, nBSV = 3
Total nSV = 109
.*.*
optimization finished, #iter = 450
nu = 0.144763
obj = -204.800387, rho = -0.044131
nSV = 115, nBSV = 6
Total nSV = 115
.*.*
optimization finished, #iter = 423
nu = 0.154616
obj = -202.160595, rho = -0.092846
nSV = 112, nBSV = 4
Total nSV = 112
.*.*
optimization finished, #iter = 385
nu = 0.159019
obj = -215.646812, rho = 0.006083
nSV = 113, nBSV = 10
Total nSV = 113
.*.*
optimization finished, #iter = 453
nu = 0.157432
obj = -212.518049, rho = 0.112870
nSV = 117, nBSV = 5
Total nSV = 117
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 366
nu = 0.118775
obj = -167.017850, rho = 0.022434
nSV = 105, nBSV = 2
Total nSV = 105
.*.*
optimization finished, #iter = 432
nu = 0.133178
obj = -214.970898, rho = -0.044147
nSV = 115, nBSV = 6
Total nSV = 115
.*.*
optimization finished, #iter = 436
nu = 0.138639
obj = -208.424440, rho = -0.089775
nSV = 111, nBSV = 3
Total nSV = 111
.*.*
optimization finished, #iter = 396
nu = 0.146866
obj = -223.559452, rho = -0.009089
nSV = 111, nBSV = 8
Total nSV = 111
.*.*
optimization finished, #iter = 441
nu = 0.143538
obj = -220.883705, rho = 0.110744
nSV = 116, nBSV = 5
Total nSV = 116
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 370
nu = 0.105435
obj = -168.903345, rho = 0.026049
nSV = 107, nBSV = 2
Total nSV = 107
.*.*
optimization finished, #iter = 453
nu = 0.123059
obj = -225.124698, rho = -0.043722
nSV = 116, nBSV = 5
Total nSV = 116
.*.*
optimization finished, #iter = 406
nu = 0.124355
obj = -214.947587, rho = -0.084909
nSV = 111, nBSV = 3
Total nSV = 111
.*.*
optimization finished, #iter = 442
nu = 0.133158
obj = -230.946155, rho = -0.014196
nSV = 111, nBSV = 5
Total nSV = 111
.*.*
optimization finished, #iter = 415
nu = 0.130893
obj = -229.037571, rho = 0.113401
nSV = 116, nBSV = 4
Total nSV = 116
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 371
nu = 0.093240
obj = -170.423360, rho = 0.028748
nSV = 108, nBSV = 1
Total nSV = 108
.*.*
optimization finished, #iter = 464
nu = 0.113027
obj = -235.080981, rho = -0.039388
nSV = 116, nBSV = 4
Total nSV = 116
.*.*
optimization finished, #iter = 413
nu = 0.111562
obj = -221.668949, rho = -0.079003
nSV = 111, nBSV = 2
Total nSV = 111
.*.*
optimization finished, #iter = 435
nu = 0.121097
obj = -238.056129, rho = -0.012180
nSV = 110, nBSV = 3
Total nSV = 110
.*.*
optimization finished, #iter = 432
nu = 0.119339
obj = -236.896966, rho = 0.119990
nSV = 117, nBSV = 4
Total nSV = 117
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 373
nu = 0.082394
obj = -171.667344, rho = 0.030373
nSV = 107, nBSV = 1
Total nSV = 107
.*.*
optimization finished, #iter = 481
nu = 0.104181
obj = -244.727774, rho = -0.034108
nSV = 116, nBSV = 4
Total nSV = 116
.*.*
optimization finished, #iter = 401
nu = 0.099984
obj = -228.735638, rho = -0.071570
nSV = 111, nBSV = 2
Total nSV = 111
.*.*
optimization finished, #iter = 435
nu = 0.109316
obj = -244.556783, rho = -0.002180
nSV = 110, nBSV = 2
Total nSV = 110
.*.*
optimization finished, #iter = 484
nu = 0.109218
obj = -244.060859, rho = 0.128454
nSV = 117, nBSV = 4
Total nSV = 117
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 373
nu = 0.072954
obj = -172.456541, rho = 0.032024
nSV = 106, nBSV = 1
Total nSV = 106
.*.*
optimization finished, #iter = 477
nu = 0.096493
obj = -253.448227, rho = -0.028927
nSV = 114, nBSV = 4
Total nSV = 114
.*.*
optimization finished, #iter = 403
nu = 0.089907
obj = -236.076599, rho = -0.063000
nSV = 111, nBSV = 2
Total nSV = 111
.*.*
optimization finished, #iter = 433
nu = 0.098009
obj = -250.913916, rho = 0.011154
nSV = 110, nBSV = 2
Total nSV = 110
.*.*
optimization finished, #iter = 480
nu = 0.099454
obj = -250.033896, rho = 0.139704
nSV = 117, nBSV = 3
Total nSV = 117
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 374
nu = 0.064203
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 434
nu = 0.088469
obj = -260.838359, rho = -0.015360
nSV = 113, nBSV = 3
Total nSV = 113
.*.*
optimization finished, #iter = 434
nu = 0.081136
obj = -243.483824, rho = -0.053201
nSV = 111, nBSV = 2
Total nSV = 111
.*.*
optimization finished, #iter = 469
nu = 0.088168
obj = -257.040356, rho = 0.025800
nSV = 111, nBSV = 2
Total nSV = 111
.*.*
optimization finished, #iter = 445
nu = 0.088898
obj = -255.142540, rho = 0.150649
nSV = 117, nBSV = 1
Total nSV = 117
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 374
nu = 0.055892
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 461
nu = 0.080158
obj = -267.123734, rho = -0.000771
nSV = 113, nBSV = 2
Total nSV = 113
.*.*
optimization finished, #iter = 433
nu = 0.073495
obj = -250.640096, rho = -0.041906
nSV = 111, nBSV = 2
Total nSV = 111
.*.*
optimization finished, #iter = 445
nu = 0.079601
obj = -262.525015, rho = 0.042184
nSV = 111, nBSV = 2
Total nSV = 111
.*.*
optimization finished, #iter = 457
nu = 0.078578
obj = -260.551019, rho = 0.160267
nSV = 117, nBSV = 1
Total nSV = 117
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 374
nu = 0.048657
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 466
nu = 0.071850
obj = -272.504528, rho = 0.015866
nSV = 112, nBSV = 1
Total nSV = 112
.*.*
optimization finished, #iter = 423
nu = 0.066864
obj = -257.073070, rho = -0.028841
nSV = 109, nBSV = 2
Total nSV = 109
.*.*
optimization finished, #iter = 443
nu = 0.071524
obj = -266.895793, rho = 0.056619
nSV = 110, nBSV = 1
Total nSV = 110
.*.*
optimization finished, #iter = 444
nu = 0.069681
obj = -266.413774, rho = 0.169583
nSV = 115, nBSV = 1
Total nSV = 115
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 374
nu = 0.042358
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 487
nu = 0.064080
obj = -277.635444, rho = 0.034689
nSV = 114, nBSV = 1
Total nSV = 114
.*.*
optimization finished, #iter = 408
nu = 0.059953
obj = -262.535147, rho = -0.019190
nSV = 107, nBSV = 1
Total nSV = 107
.*.*
optimization finished, #iter = 446
nu = 0.063747
obj = -270.660023, rho = 0.065281
nSV = 110, nBSV = 1
Total nSV = 110
.*.*
optimization finished, #iter = 446
nu = 0.062033
obj = -272.568860, rho = 0.179705
nSV = 113, nBSV = 1
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 374
nu = 0.036875
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.057317
obj = -282.282892, rho = 0.056232
nSV = 114, nBSV = 1
Total nSV = 114
.*.*
optimization finished, #iter = 403
nu = 0.053437
obj = -267.901533, rho = -0.010610
nSV = 108, nBSV = 1
Total nSV = 108
.*.*
optimization finished, #iter = 434
nu = 0.057074
obj = -273.476719, rho = 0.075783
nSV = 111, nBSV = 1
Total nSV = 111
.*.*
optimization finished, #iter = 432
nu = 0.055409
obj = -278.763651, rho = 0.193394
nSV = 111, nBSV = 1
Total nSV = 111
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 374
nu = 0.032101
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 490
nu = 0.051433
obj = -285.977197, rho = 0.080857
nSV = 114, nBSV = 1
Total nSV = 114
.*.*
optimization finished, #iter = 397
nu = 0.047817
obj = -272.986662, rho = -0.002077
nSV = 107, nBSV = 1
Total nSV = 107
.*.*
optimization finished, #iter = 438
nu = 0.051274
obj = -274.677075, rho = 0.087947
nSV = 109, nBSV = 1
Total nSV = 109
.*.*
optimization finished, #iter = 418
nu = 0.049647
obj = -284.707528, rho = 0.209315
nSV = 111, nBSV = 1
Total nSV = 111
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 374
nu = 0.027946
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 476
nu = 0.046307
obj = -288.050702, rho = 0.109766
nSV = 113, nBSV = 1
Total nSV = 113
.*.*
optimization finished, #iter = 399
nu = 0.043021
obj = -277.211828, rho = 0.004914
nSV = 106, nBSV = 1
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.044702
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 455
nu = 0.044598
obj = -290.008476, rho = 0.231046
nSV = 112, nBSV = 1
Total nSV = 112
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 374
nu = 0.024328
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.040836
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 413
nu = 0.038845
obj = -279.862633, rho = 0.012771
nSV = 106, nBSV = 1
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.038915
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 456
nu = 0.040234
obj = -294.124524, rho = 0.256204
nSV = 110, nBSV = 1
Total nSV = 110
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 374
nu = 0.021179
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.035550
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.034574
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.033878
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 452
nu = 0.036476
obj = -296.103609, rho = 0.283731
nSV = 110, nBSV = 1
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.018437
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.030948
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.030098
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.029492
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.031965
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.016051
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.026942
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.026202
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.025675
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.027828
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.013973
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.023454
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.022810
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.022351
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.024225
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.012164
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.020418
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.019857
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.019458
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.021089
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.010590
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.017775
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.017287
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.016939
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.018359
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.009219
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.015474
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.015049
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.014746
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.015983
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.008025
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.013471
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.013101
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.012837
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.013914
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.006986
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.011727
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.011405
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.011175
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.012113
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.006082
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.010209
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.009929
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.009729
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.010545
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.005295
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.008887
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.008643
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.008469
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.009180
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.004609
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.007737
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.007525
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.007373
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.007991
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.004013
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.006735
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.006550
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.006419
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.006957
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.003493
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.005864
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.005703
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.005588
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.006056
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.003041
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.005105
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.004964
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.004864
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.005272
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.002647
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.004444
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.004322
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.004235
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.004590
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.002305
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.003869
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.003762
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.003687
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.003996
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.002006
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.003368
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.003275
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.003209
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.003478
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 374
nu = 0.001747
obj = -172.601263, rho = 0.033032
nSV = 105, nBSV = 0
Total nSV = 105
.*.*
optimization finished, #iter = 486
nu = 0.002932
obj = -288.227726, rho = 0.120403
nSV = 112, nBSV = 0
Total nSV = 112
.*.*
optimization finished, #iter = 416
nu = 0.002851
obj = -280.323869, rho = 0.017731
nSV = 106, nBSV = 0
Total nSV = 106
.*.*
optimization finished, #iter = 444
nu = 0.002794
obj = -274.679622, rho = 0.088474
nSV = 109, nBSV = 0
Total nSV = 109
.*.*
optimization finished, #iter = 445
nu = 0.003028
obj = -296.145438, rho = 0.288304
nSV = 110, nBSV = 0
Total nSV = 110
Cross Validation Accuracy = 77.0833%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.165733, rho = 0.992727
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165713, rho = 0.993032
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.165710, rho = 0.991652
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165731, rho = 0.993177
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.163763, rho = 0.993487
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.190333, rho = 0.991646
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190307, rho = 0.991996
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.190303, rho = 0.990411
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190331, rho = 0.992163
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.188068, rho = 0.992518
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.218571, rho = 0.990292
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218536, rho = 0.990806
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218530, rho = 0.988985
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218567, rho = 0.991028
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.215965, rho = 0.991406
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.250986, rho = 0.988849
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.250940, rho = 0.989439
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250932, rho = 0.987365
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.250982, rho = 0.989659
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.247988, rho = 0.990128
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.288196, rho = 0.987191
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.288135, rho = 0.987869
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288125, rho = 0.985486
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288191, rho = 0.988121
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.284746, rho = 0.988455
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.330899, rho = 0.985460
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330819, rho = 0.986313
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.330805, rho = 0.983328
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.330892, rho = 0.986567
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.326927, rho = 0.986739
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.379924, rho = 0.983298
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.379818, rho = 0.984277
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.379801, rho = 0.980764
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.379914, rho = 0.984569
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.375350, rho = 0.984627
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.436161, rho = 0.980673
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.436021, rho = 0.981863
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.435999, rho = 0.977904
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.436148, rho = 0.981986
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.430892, rho = 0.982339
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.500678, rho = 0.977800
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.500493, rho = 0.979167
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.500464, rho = 0.974653
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.500660, rho = 0.979110
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.494606, rho = 0.979713
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.574685, rho = 0.974498
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.574441, rho = 0.976152
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.574402, rho = 0.970865
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.574662, rho = 0.975964
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.567684, rho = 0.976697
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.659562, rho = 0.970706
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.659240, rho = 0.972590
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.659189, rho = 0.966537
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.659532, rho = 0.972390
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.651486, rho = 0.973231
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.756857, rho = 0.966351
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.756433, rho = 0.968514
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.756366, rho = 0.961538
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.756817, rho = 0.968285
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.747535, rho = 0.969251
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.868380, rho = 0.961347
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.867820, rho = 0.963833
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.867733, rho = 0.955774
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.868328, rho = 0.963569
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.857612, rho = 0.964547
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.996176, rho = 0.955599
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.995438, rho = 0.958494
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.995324, rho = 0.949266
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.996108, rho = 0.958058
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.983729, rho = 0.959275
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.142534, rho = 0.949005
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.141560, rho = 0.952322
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.141409, rho = 0.941722
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.885417
obj = -1.142444, rho = 0.951861
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.879581
obj = -1.128133, rho = 0.953386
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.310088, rho = 0.941423
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.308803, rho = 0.945150
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.308603, rho = 0.933176
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.309969, rho = 0.944727
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -1.293408, rho = 0.946265
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.501815, rho = 0.932811
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.500119, rho = 0.937044
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.499855, rho = 0.923240
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.501656, rho = 0.936508
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -1.482474, rho = 0.938236
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -1.721127, rho = 0.922892
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.718886, rho = 0.927680
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.718540, rho = 0.911662
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.720916, rho = 0.927064
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -1.698671, rho = 0.929179
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -1.971703, rho = 0.911426
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.968747, rho = 0.916926
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.968289, rho = 0.898568
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.971424, rho = 0.916218
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -1.945593, rho = 0.918647
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -2.257670, rho = 0.898262
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.253771, rho = 0.904585
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -2.253168, rho = 0.883485
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -2.257303, rho = 0.903766
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -2.227266, rho = 0.906556
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -2.584111, rho = 0.883077
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.578964, rho = 0.890394
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -2.578167, rho = 0.866156
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -2.583624, rho = 0.889454
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 96
nu = 0.879581
obj = -2.548637, rho = 0.892666
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -2.955977, rho = 0.865693
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.949185, rho = 0.874056
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -2.948134, rho = 0.846257
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -2.955335, rho = 0.873038
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 97
nu = 0.879581
obj = -2.914508, rho = 0.876704
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -3.379293, rho = 0.845721
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -3.370332, rho = 0.855327
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.885417
obj = -3.368945, rho = 0.823376
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -3.378446, rho = 0.854158
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 97
nu = 0.879581
obj = -3.330705, rho = 0.858369
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -3.860380, rho = 0.822778
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -3.848556, rho = 0.833781
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.885417
obj = -3.846725, rho = 0.797110
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -3.859262, rho = 0.832385
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 97
nu = 0.879581
obj = -3.803310, rho = 0.837307
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -4.406162, rho = 0.796437
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 103
nu = 0.885417
obj = -4.390561, rho = 0.809021
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -4.388143, rho = 0.766880
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -4.404687, rho = 0.807458
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 96
nu = 0.879581
obj = -4.338947, rho = 0.813070
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -5.023945, rho = 0.766170
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 101
nu = 0.885417
obj = -5.003359, rho = 0.780706
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.885417
obj = -5.000170, rho = 0.732218
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -5.022000, rho = 0.778830
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 97
nu = 0.879581
obj = -4.944550, rho = 0.785316
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -5.721737, rho = 0.731258
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 104
nu = 0.885417
obj = -5.694574, rho = 0.747998
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.885417
obj = -5.690364, rho = 0.692398
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -5.719169, rho = 0.745941
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 98
nu = 0.879581
obj = -5.627649, rho = 0.753422
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -6.507539, rho = 0.691295
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 98
nu = 0.885417
obj = -6.471697, rho = 0.710538
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -6.466144, rho = 0.646727
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -6.504150, rho = 0.708071
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 99
nu = 0.879581
obj = -6.395653, rho = 0.716805
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -7.389301, rho = 0.645362
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 98
nu = 0.885417
obj = -7.342009, rho = 0.667500
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -7.334681, rho = 0.594200
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -7.384830, rho = 0.664665
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 99
nu = 0.879581
obj = -7.255755, rho = 0.674698
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -8.374812, rho = 0.592616
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 99
nu = 0.885417
obj = -8.312409, rho = 0.618055
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -8.302740, rho = 0.533861
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -8.368911, rho = 0.614803
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 99
nu = 0.879581
obj = -8.214778, rho = 0.626328
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 58.75%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -9.470785, rho = 0.532053
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 99
nu = 0.885417
obj = -9.388443, rho = 0.561257
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -9.375685, rho = 0.464545
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -9.462999, rho = 0.557522
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 97
nu = 0.879581
obj = -9.278204, rho = 0.570841
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 61.25%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -10.681969, rho = 0.462467
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 100
nu = 0.885417
obj = -10.573318, rho = 0.496001
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -10.556484, rho = 0.384932
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -10.671695, rho = 0.491724
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 97
nu = 0.879581
obj = -10.449207, rho = 0.507023
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 65%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -12.010137, rho = 0.382542
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 100
nu = 0.885417
obj = -11.866773, rho = 0.421062
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -11.844561, rho = 0.293613
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -11.996581, rho = 0.416149
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 96
nu = 0.879581
obj = -11.727535, rho = 0.433710
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 67.9167%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -13.452766, rho = 0.290690
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 107
nu = 0.885417
obj = -13.263597, rho = 0.335016
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -13.234288, rho = 0.188574
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -13.434879, rho = 0.329331
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 97
nu = 0.879581
obj = -13.108043, rho = 0.349547
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 73.75%
*
optimization finished, #iter = 97
nu = 0.873382
obj = -15.004322, rho = 0.208579
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 105
nu = 0.865087
obj = -14.781290, rho = 0.295527
nSV = 174, nBSV = 161
Total nSV = 174
*
optimization finished, #iter = 98
nu = 0.867241
obj = -14.734796, rho = 0.130820
nSV = 173, nBSV = 161
Total nSV = 173
*
optimization finished, #iter = 100
nu = 0.870633
obj = -14.991339, rho = 0.275871
nSV = 171, nBSV = 162
Total nSV = 171
*
optimization finished, #iter = 95
nu = 0.861888
obj = -14.601740, rho = 0.306253
nSV = 170, nBSV = 159
Total nSV = 170
Cross Validation Accuracy = 77.5%
*
optimization finished, #iter = 103
nu = 0.854491
obj = -16.696410, rho = 0.158950
nSV = 171, nBSV = 159
Total nSV = 171
*
optimization finished, #iter = 98
nu = 0.844443
obj = -16.454206, rho = 0.257119
nSV = 167, nBSV = 157
Total nSV = 167
*
optimization finished, #iter = 95
nu = 0.847653
obj = -16.382063, rho = 0.079928
nSV = 169, nBSV = 158
Total nSV = 169
*
optimization finished, #iter = 101
nu = 0.852574
obj = -16.704075, rho = 0.228361
nSV = 169, nBSV = 158
Total nSV = 169
*
optimization finished, #iter = 102
nu = 0.840827
obj = -16.243086, rho = 0.271158
nSV = 167, nBSV = 154
Total nSV = 167
Cross Validation Accuracy = 79.1667%
*
optimization finished, #iter = 95
nu = 0.835541
obj = -18.548768, rho = 0.120172
nSV = 168, nBSV = 156
Total nSV = 168
*
optimization finished, #iter = 108
nu = 0.825571
obj = -18.285908, rho = 0.218076
nSV = 165, nBSV = 149
Total nSV = 165
*
optimization finished, #iter = 101
nu = 0.824175
obj = -18.188834, rho = 0.051285
nSV = 165, nBSV = 153
Total nSV = 165
*
optimization finished, #iter = 104
nu = 0.834035
obj = -18.583717, rho = 0.178910
nSV = 165, nBSV = 153
Total nSV = 165
*
optimization finished, #iter = 107
nu = 0.821554
obj = -18.040113, rho = 0.226805
nSV = 165, nBSV = 149
Total nSV = 165
Cross Validation Accuracy = 80.4167%
*
optimization finished, #iter = 104
nu = 0.812527
obj = -20.571219, rho = 0.096698
nSV = 164, nBSV = 149
Total nSV = 164
*
optimization finished, #iter = 111
nu = 0.804047
obj = -20.287708, rho = 0.190319
nSV = 165, nBSV = 147
Total nSV = 165
*
optimization finished, #iter = 95
nu = 0.800333
obj = -20.173130, rho = 0.027524
nSV = 158, nBSV = 146
Total nSV = 158
*
optimization finished, #iter = 107
nu = 0.816083
obj = -20.636820, rho = 0.128397
nSV = 163, nBSV = 150
Total nSV = 163
*
optimization finished, #iter = 100
nu = 0.801986
obj = -20.000357, rho = 0.185790
nSV = 162, nBSV = 147
Total nSV = 162
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 100
nu = 0.788426
obj = -22.792279, rho = 0.071012
nSV = 160, nBSV = 144
Total nSV = 160
*
optimization finished, #iter = 105
nu = 0.782946
obj = -22.478017, rho = 0.159538
nSV = 158, nBSV = 141
Total nSV = 158
*
optimization finished, #iter = 101
nu = 0.775499
obj = -22.355721, rho = 0.009775
nSV = 157, nBSV = 141
Total nSV = 157
*
optimization finished, #iter = 112
nu = 0.796556
obj = -22.863503, rho = 0.081331
nSV = 162, nBSV = 143
Total nSV = 162
*
optimization finished, #iter = 100
nu = 0.778047
obj = -22.136837, rho = 0.167058
nSV = 157, nBSV = 143
Total nSV = 157
Cross Validation Accuracy = 81.6667%
*
optimization finished, #iter = 108
nu = 0.766453
obj = -25.219203, rho = 0.044006
nSV = 156, nBSV = 139
Total nSV = 156
*
optimization finished, #iter = 113
nu = 0.763353
obj = -24.854342, rho = 0.125229
nSV = 155, nBSV = 136
Total nSV = 155
*
optimization finished, #iter = 98
nu = 0.754348
obj = -24.747229, rho = -0.030348
nSV = 152, nBSV = 136
Total nSV = 152
*
optimization finished, #iter = 117
nu = 0.772171
obj = -25.294820, rho = 0.069729
nSV = 158, nBSV = 140
Total nSV = 158
*
optimization finished, #iter = 94
nu = 0.755331
obj = -24.468991, rho = 0.152848
nSV = 153, nBSV = 137
Total nSV = 153
Cross Validation Accuracy = 82.0833%
*
optimization finished, #iter = 110
nu = 0.743018
obj = -27.859616, rho = 0.039441
nSV = 154, nBSV = 135
Total nSV = 154
*
optimization finished, #iter = 113
nu = 0.739075
obj = -27.427547, rho = 0.102699
nSV = 155, nBSV = 128
Total nSV = 155
*
optimization finished, #iter = 103
nu = 0.733640
obj = -27.335189, rho = -0.069314
nSV = 149, nBSV = 128
Total nSV = 149
*
optimization finished, #iter = 116
nu = 0.748960
obj = -27.947030, rho = 0.068354
nSV = 155, nBSV = 135
Total nSV = 155
*
optimization finished, #iter = 101
nu = 0.732314
obj = -27.000941, rho = 0.142309
nSV = 147, nBSV = 128
Total nSV = 147
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 114
nu = 0.720605
obj = -30.727114, rho = 0.043538
nSV = 154, nBSV = 130
Total nSV = 154
*
optimization finished, #iter = 115
nu = 0.712405
obj = -30.239118, rho = 0.091678
nSV = 152, nBSV = 124
Total nSV = 152
*
optimization finished, #iter = 107
nu = 0.709977
obj = -30.149067, rho = -0.075194
nSV = 147, nBSV = 125
Total nSV = 147
*
optimization finished, #iter = 115
nu = 0.729450
obj = -30.816140, rho = 0.052496
nSV = 151, nBSV = 131
Total nSV = 151
*
optimization finished, #iter = 112
nu = 0.709464
obj = -29.749033, rho = 0.123784
nSV = 145, nBSV = 123
Total nSV = 145
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 115
nu = 0.699792
obj = -33.816944, rho = 0.039420
nSV = 148, nBSV = 120
Total nSV = 148
*
optimization finished, #iter = 125
nu = 0.687144
obj = -33.308813, rho = 0.076085
nSV = 150, nBSV = 117
Total nSV = 150
*
optimization finished, #iter = 121
nu = 0.686887
obj = -33.202838, rho = -0.071173
nSV = 144, nBSV = 116
Total nSV = 144
*
optimization finished, #iter = 123
nu = 0.709838
obj = -33.873434, rho = 0.029975
nSV = 148, nBSV = 121
Total nSV = 148
*
optimization finished, #iter = 111
nu = 0.688481
obj = -32.701116, rho = 0.095671
nSV = 141, nBSV = 116
Total nSV = 141
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 127
nu = 0.675043
obj = -37.143094, rho = 0.022705
nSV = 145, nBSV = 113
Total nSV = 145
*
optimization finished, #iter = 123
nu = 0.663697
obj = -36.640758, rho = 0.054515
nSV = 144, nBSV = 111
Total nSV = 144
*
optimization finished, #iter = 126
nu = 0.663942
obj = -36.500146, rho = -0.059493
nSV = 142, nBSV = 110
Total nSV = 142
*
optimization finished, #iter = 142
nu = 0.683430
obj = -37.153316, rho = 0.022576
nSV = 146, nBSV = 110
Total nSV = 146
*
optimization finished, #iter = 132
nu = 0.663036
obj = -35.866795, rho = 0.072167
nSV = 141, nBSV = 103
Total nSV = 141
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 129
nu = 0.651456
obj = -40.722091, rho = 0.004440
nSV = 144, nBSV = 107
Total nSV = 144
*
optimization finished, #iter = 128
nu = 0.641490
obj = -40.237439, rho = 0.034143
nSV = 141, nBSV = 105
Total nSV = 141
*
optimization finished, #iter = 131
nu = 0.640551
obj = -40.055330, rho = -0.055673
nSV = 140, nBSV = 107
Total nSV = 140
*
optimization finished, #iter = 141
nu = 0.656079
obj = -40.698432, rho = 0.016377
nSV = 144, nBSV = 104
Total nSV = 144
*
optimization finished, #iter = 141
nu = 0.635146
obj = -39.301477, rho = 0.070177
nSV = 139, nBSV = 100
Total nSV = 139
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 148
nu = 0.628506
obj = -44.544679, rho = -0.012001
nSV = 142, nBSV = 98
Total nSV = 142
*
optimization finished, #iter = 143
nu = 0.619840
obj = -44.084676, rho = 0.013989
nSV = 139, nBSV = 97
Total nSV = 139
*
optimization finished, #iter = 136
nu = 0.617830
obj = -43.865061, rho = -0.051643
nSV = 139, nBSV = 98
Total nSV = 139
*
optimization finished, #iter = 159
nu = 0.630351
obj = -44.516047, rho = 0.015404
nSV = 144, nBSV = 97
Total nSV = 144
*
optimization finished, #iter = 149
nu = 0.608240
obj = -43.025329, rho = 0.066237
nSV = 140, nBSV = 90
Total nSV = 140
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 159
nu = 0.604339
obj = -48.612890, rho = -0.025671
nSV = 141, nBSV = 92
Total nSV = 141
*
optimization finished, #iter = 139
nu = 0.598043
obj = -48.183567, rho = -0.003274
nSV = 135, nBSV = 91
Total nSV = 135
*
optimization finished, #iter = 141
nu = 0.594609
obj = -47.935810, rho = -0.048546
nSV = 136, nBSV = 88
Total nSV = 136
*
optimization finished, #iter = 169
nu = 0.604557
obj = -48.608544, rho = 0.007788
nSV = 143, nBSV = 87
Total nSV = 143
*
optimization finished, #iter = 154
nu = 0.582546
obj = -47.057473, rho = 0.062406
nSV = 137, nBSV = 84
Total nSV = 137
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 167
nu = 0.579641
obj = -52.934367, rho = -0.026674
nSV = 140, nBSV = 83
Total nSV = 140
*
optimization finished, #iter = 168
nu = 0.574182
obj = -52.531226, rho = -0.013919
nSV = 134, nBSV = 82
Total nSV = 134
*
optimization finished, #iter = 152
nu = 0.569855
obj = -52.280029, rho = -0.054231
nSV = 134, nBSV = 81
Total nSV = 134
*
optimization finished, #iter = 186
nu = 0.578397
obj = -52.993724, rho = 0.006114
nSV = 142, nBSV = 79
Total nSV = 142
*
optimization finished, #iter = 168
nu = 0.558457
obj = -51.398765, rho = 0.057254
nSV = 135, nBSV = 77
Total nSV = 135
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 173
nu = 0.554550
obj = -57.506912, rho = -0.028281
nSV = 136, nBSV = 77
Total nSV = 136
*
optimization finished, #iter = 165
nu = 0.549615
obj = -57.152214, rho = -0.023950
nSV = 132, nBSV = 74
Total nSV = 132
*
optimization finished, #iter = 186
nu = 0.544778
obj = -56.916439, rho = -0.055273
nSV = 133, nBSV = 69
Total nSV = 133
*
optimization finished, #iter = 177
nu = 0.551828
obj = -57.695486, rho = 0.002530
nSV = 138, nBSV = 73
Total nSV = 138
*
optimization finished, #iter = 185
nu = 0.534548
obj = -56.052486, rho = 0.062383
nSV = 131, nBSV = 69
Total nSV = 131
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 195
nu = 0.529928
obj = -62.326858, rho = -0.026951
nSV = 134, nBSV = 70
Total nSV = 134
*
optimization finished, #iter = 183
nu = 0.525999
obj = -62.038942, rho = -0.032288
nSV = 132, nBSV = 66
Total nSV = 132
*
optimization finished, #iter = 187
nu = 0.520401
obj = -61.859292, rho = -0.049985
nSV = 132, nBSV = 66
Total nSV = 132
*.*
optimization finished, #iter = 197
nu = 0.526758
obj = -62.720140, rho = -0.003665
nSV = 140, nBSV = 67
Total nSV = 140
*.*
optimization finished, #iter = 198
nu = 0.510808
obj = -61.031190, rho = 0.071714
nSV = 132, nBSV = 60
Total nSV = 132
Cross Validation Accuracy = 82.0833%
*.*
optimization finished, #iter = 198
nu = 0.506050
obj = -67.366002, rho = -0.024953
nSV = 134, nBSV = 64
Total nSV = 134
*.*
optimization finished, #iter = 192
nu = 0.502882
obj = -67.170817, rho = -0.034840
nSV = 132, nBSV = 62
Total nSV = 132
*.*
optimization finished, #iter = 194
nu = 0.495357
obj = -67.111310, rho = -0.048617
nSV = 132, nBSV = 57
Total nSV = 132
*.*
optimization finished, #iter = 204
nu = 0.501995
obj = -68.070782, rho = -0.003870
nSV = 139, nBSV = 61
Total nSV = 139
*.*
optimization finished, #iter = 209
nu = 0.486528
obj = -66.363031, rho = 0.072950
nSV = 130, nBSV = 56
Total nSV = 130
Cross Validation Accuracy = 82.0833%
*.*
optimization finished, #iter = 221
nu = 0.481380
obj = -72.609312, rho = -0.019834
nSV = 133, nBSV = 60
Total nSV = 133
*.*
optimization finished, #iter = 229
nu = 0.479521
obj = -72.509504, rho = -0.033732
nSV = 135, nBSV = 55
Total nSV = 135
*.*
optimization finished, #iter = 217
nu = 0.471367
obj = -72.699797, rho = -0.050346
nSV = 132, nBSV = 54
Total nSV = 132
*.*
optimization finished, #iter = 220
nu = 0.479169
obj = -73.728645, rho = -0.002192
nSV = 138, nBSV = 59
Total nSV = 138
*.*
optimization finished, #iter = 204
nu = 0.463606
obj = -72.063894, rho = 0.077098
nSV = 127, nBSV = 53
Total nSV = 127
Cross Validation Accuracy = 81.6667%
*.*
optimization finished, #iter = 229
nu = 0.457489
obj = -78.014200, rho = -0.018666
nSV = 130, nBSV = 48
Total nSV = 130
*.*
optimization finished, #iter = 243
nu = 0.455867
obj = -78.046016, rho = -0.032641
nSV = 135, nBSV = 49
Total nSV = 135
*.*
optimization finished, #iter = 222
nu = 0.448430
obj = -78.594672, rho = -0.055908
nSV = 131, nBSV = 49
Total nSV = 131
*.*
optimization finished, #iter = 220
nu = 0.456503
obj = -79.644101, rho = -0.006416
nSV = 135, nBSV = 50
Total nSV = 135
*.*
optimization finished, #iter = 235
nu = 0.441951
obj = -78.113037, rho = 0.077258
nSV = 128, nBSV = 48
Total nSV = 128
Cross Validation Accuracy = 81.25%
*.*
optimization finished, #iter = 259
nu = 0.432888
obj = -83.562357, rho = -0.023106
nSV = 128, nBSV = 41
Total nSV = 128
*.*
optimization finished, #iter = 256
nu = 0.432254
obj = -83.750026, rho = -0.037162
nSV = 134, nBSV = 41
Total nSV = 134
*.*
optimization finished, #iter = 242
nu = 0.426769
obj = -84.763184, rho = -0.056540
nSV = 129, nBSV = 44
Total nSV = 129
*.*
optimization finished, #iter = 228
nu = 0.432512
obj = -85.847241, rho = -0.006899
nSV = 135, nBSV = 46
Total nSV = 135
*.*
optimization finished, #iter = 242
nu = 0.421914
obj = -84.468637, rho = 0.075947
nSV = 127, nBSV = 41
Total nSV = 127
Cross Validation Accuracy = 80.4167%
*.*
optimization finished, #iter = 261
nu = 0.406887
obj = -89.267743, rho = -0.020508
nSV = 127, nBSV = 36
Total nSV = 127
.*
optimization finished, #iter = 272
nu = 0.408245
obj = -89.603039, rho = -0.037979
nSV = 135, nBSV = 34
Total nSV = 135
*.*
optimization finished, #iter = 238
nu = 0.405900
obj = -91.141949, rho = -0.055248
nSV = 129, nBSV = 38
Total nSV = 129
*.*
optimization finished, #iter = 249
nu = 0.410736
obj = -92.316337, rho = -0.009790
nSV = 130, nBSV = 44
Total nSV = 130
*.*
optimization finished, #iter = 249
nu = 0.402207
obj = -91.071407, rho = 0.071373
nSV = 125, nBSV = 38
Total nSV = 125
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 267
nu = 0.382984
obj = -95.119703, rho = -0.017852
nSV = 125, nBSV = 35
Total nSV = 125
.*
optimization finished, #iter = 286
nu = 0.384414
obj = -95.592027, rho = -0.043155
nSV = 134, nBSV = 32
Total nSV = 134
*.*
optimization finished, #iter = 260
nu = 0.384413
obj = -97.690473, rho = -0.052619
nSV = 127, nBSV = 33
Total nSV = 127
.*
optimization finished, #iter = 263
nu = 0.389913
obj = -98.931312, rho = -0.007040
nSV = 128, nBSV = 38
Total nSV = 128
.*
optimization finished, #iter = 280
nu = 0.381792
obj = -97.871114, rho = 0.070543
nSV = 125, nBSV = 30
Total nSV = 125
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 268
nu = 0.361527
obj = -100.957911, rho = -0.016404
nSV = 123, nBSV = 30
Total nSV = 123
.*
optimization finished, #iter = 274
nu = 0.361543
obj = -101.653779, rho = -0.044282
nSV = 132, nBSV = 30
Total nSV = 132
.*
optimization finished, #iter = 264
nu = 0.362089
obj = -104.402947, rho = -0.051377
nSV = 124, nBSV = 28
Total nSV = 124
*.*
optimization finished, #iter = 281
nu = 0.367950
obj = -105.660016, rho = -0.004433
nSV = 128, nBSV = 32
Total nSV = 128
.*
optimization finished, #iter = 288
nu = 0.360982
obj = -104.895875, rho = 0.074610
nSV = 125, nBSV = 27
Total nSV = 125
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 289
nu = 0.339702
obj = -106.646419, rho = -0.010853
nSV = 122, nBSV = 29
Total nSV = 122
.*
optimization finished, #iter = 324
nu = 0.338240
obj = -107.749884, rho = -0.046401
nSV = 131, nBSV = 25
Total nSV = 131
.*
optimization finished, #iter = 269
nu = 0.340425
obj = -111.282904, rho = -0.052857
nSV = 125, nBSV = 26
Total nSV = 125
.*
optimization finished, #iter = 281
nu = 0.347049
obj = -112.481016, rho = -0.006991
nSV = 129, nBSV = 29
Total nSV = 129
.*
optimization finished, #iter = 279
nu = 0.339981
obj = -112.123482, rho = 0.075486
nSV = 125, nBSV = 25
Total nSV = 125
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 300
nu = 0.317660
obj = -112.074243, rho = -0.006725
nSV = 121, nBSV = 20
Total nSV = 121
.*
optimization finished, #iter = 289
nu = 0.315470
obj = -113.855769, rho = -0.043801
nSV = 129, nBSV = 21
Total nSV = 129
.*
optimization finished, #iter = 282
nu = 0.319680
obj = -118.256668, rho = -0.049404
nSV = 124, nBSV = 23
Total nSV = 124
.*
optimization finished, #iter = 306
nu = 0.325074
obj = -119.306300, rho = -0.005767
nSV = 130, nBSV = 25
Total nSV = 130
.*
optimization finished, #iter = 302
nu = 0.320301
obj = -119.515176, rho = 0.075725
nSV = 122, nBSV = 22
Total nSV = 122
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 325
nu = 0.294375
obj = -117.282322, rho = -0.005684
nSV = 120, nBSV = 17
Total nSV = 120
.*
optimization finished, #iter = 334
nu = 0.291383
obj = -120.035211, rho = -0.038239
nSV = 127, nBSV = 17
Total nSV = 127
.*
optimization finished, #iter = 302
nu = 0.298881
obj = -125.272159, rho = -0.047171
nSV = 124, nBSV = 19
Total nSV = 124
.*
optimization finished, #iter = 349
nu = 0.300925
obj = -126.286722, rho = -0.001597
nSV = 128, nBSV = 22
Total nSV = 128
.*
optimization finished, #iter = 295
nu = 0.301657
obj = -126.932433, rho = 0.076322
nSV = 124, nBSV = 21
Total nSV = 124
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 302
nu = 0.272118
obj = -122.223076, rho = -0.004962
nSV = 120, nBSV = 16
Total nSV = 120
.*
optimization finished, #iter = 315
nu = 0.268758
obj = -126.381256, rho = -0.035220
nSV = 126, nBSV = 14
Total nSV = 126
.*
optimization finished, #iter = 333
nu = 0.279290
obj = -132.274699, rho = -0.047527
nSV = 124, nBSV = 18
Total nSV = 124
.*
optimization finished, #iter = 319
nu = 0.278706
obj = -133.514664, rho = 0.002732
nSV = 128, nBSV = 20
Total nSV = 128
.*
optimization finished, #iter = 326
nu = 0.281270
obj = -134.353578, rho = 0.077800
nSV = 122, nBSV = 16
Total nSV = 122
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 335
nu = 0.251231
obj = -126.738817, rho = -0.003461
nSV = 120, nBSV = 14
Total nSV = 120
.*
optimization finished, #iter = 332
nu = 0.246091
obj = -132.950247, rho = -0.034966
nSV = 125, nBSV = 11
Total nSV = 125
.*
optimization finished, #iter = 337
nu = 0.260373
obj = -139.103301, rho = -0.050392
nSV = 124, nBSV = 16
Total nSV = 124
.*
optimization finished, #iter = 316
nu = 0.258483
obj = -140.924196, rho = 0.007615
nSV = 128, nBSV = 18
Total nSV = 128
.*
optimization finished, #iter = 348
nu = 0.262578
obj = -141.792943, rho = 0.078420
nSV = 124, nBSV = 15
Total nSV = 124
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 322
nu = 0.229736
obj = -130.743111, rho = -0.003198
nSV = 121, nBSV = 10
Total nSV = 121
.*
optimization finished, #iter = 350
nu = 0.225296
obj = -139.913149, rho = -0.034949
nSV = 124, nBSV = 11
Total nSV = 124
.*
optimization finished, #iter = 336
nu = 0.240516
obj = -145.749526, rho = -0.057672
nSV = 124, nBSV = 13
Total nSV = 124
.*
optimization finished, #iter = 362
nu = 0.238888
obj = -148.416987, rho = 0.007699
nSV = 126, nBSV = 13
Total nSV = 126
.*
optimization finished, #iter = 379
nu = 0.244714
obj = -149.026865, rho = 0.079416
nSV = 125, nBSV = 12
Total nSV = 125
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 368
nu = 0.209156
obj = -134.320693, rho = -0.003791
nSV = 122, nBSV = 8
Total nSV = 122
.*
optimization finished, #iter = 364
nu = 0.207434
obj = -147.154912, rho = -0.036846
nSV = 125, nBSV = 10
Total nSV = 125
.*
optimization finished, #iter = 361
nu = 0.222122
obj = -152.268428, rho = -0.067620
nSV = 124, nBSV = 12
Total nSV = 124
.*
optimization finished, #iter = 354
nu = 0.219483
obj = -156.159782, rho = 0.008267
nSV = 126, nBSV = 12
Total nSV = 126
.*.*
optimization finished, #iter = 415
nu = 0.225812
obj = -156.078475, rho = 0.075957
nSV = 126, nBSV = 9
Total nSV = 126
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 363
nu = 0.188756
obj = -137.454965, rho = -0.004753
nSV = 121, nBSV = 6
Total nSV = 121
.*
optimization finished, #iter = 367
nu = 0.190247
obj = -154.597380, rho = -0.038262
nSV = 122, nBSV = 8
Total nSV = 122
.*
optimization finished, #iter = 379
nu = 0.204033
obj = -158.512754, rho = -0.075441
nSV = 122, nBSV = 9
Total nSV = 122
.*
optimization finished, #iter = 351
nu = 0.202506
obj = -164.102014, rho = 0.007890
nSV = 123, nBSV = 12
Total nSV = 123
.*.*
optimization finished, #iter = 390
nu = 0.206262
obj = -163.197861, rho = 0.077690
nSV = 125, nBSV = 8
Total nSV = 125
Cross Validation Accuracy = 77.0833%
.*.*
optimization finished, #iter = 390
nu = 0.170293
obj = -140.106600, rho = -0.005990
nSV = 122, nBSV = 4
Total nSV = 122
.*.*
optimization finished, #iter = 404
nu = 0.174425
obj = -162.338613, rho = -0.040536
nSV = 120, nBSV = 7
Total nSV = 120
.*
optimization finished, #iter = 381
nu = 0.187694
obj = -164.421383, rho = -0.083648
nSV = 122, nBSV = 9
Total nSV = 122
.*
optimization finished, #iter = 355
nu = 0.187743
obj = -171.967227, rho = 0.006036
nSV = 124, nBSV = 12
Total nSV = 124
.*.*
optimization finished, #iter = 387
nu = 0.189139
obj = -170.421165, rho = 0.080621
nSV = 122, nBSV = 8
Total nSV = 122
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 379
nu = 0.151492
obj = -142.418683, rho = -0.005753
nSV = 122, nBSV = 3
Total nSV = 122
.*.*
optimization finished, #iter = 405
nu = 0.160374
obj = -170.287367, rho = -0.041446
nSV = 119, nBSV = 7
Total nSV = 119
.*.*
optimization finished, #iter = 410
nu = 0.171643
obj = -169.723553, rho = -0.087344
nSV = 123, nBSV = 6
Total nSV = 123
.*
optimization finished, #iter = 363
nu = 0.174082
obj = -179.407337, rho = 0.001146
nSV = 122, nBSV = 10
Total nSV = 122
.*.*
optimization finished, #iter = 396
nu = 0.173292
obj = -177.567088, rho = 0.083266
nSV = 119, nBSV = 7
Total nSV = 119
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 378
nu = 0.134901
obj = -144.540692, rho = -0.006388
nSV = 120, nBSV = 3
Total nSV = 120
.*.*
optimization finished, #iter = 389
nu = 0.146905
obj = -178.373722, rho = -0.040552
nSV = 119, nBSV = 6
Total nSV = 119
.*.*
optimization finished, #iter = 423
nu = 0.154510
obj = -174.734596, rho = -0.086753
nSV = 124, nBSV = 3
Total nSV = 124
.*
optimization finished, #iter = 376
nu = 0.161377
obj = -186.160466, rho = -0.008271
nSV = 120, nBSV = 9
Total nSV = 120
.*.*
optimization finished, #iter = 400
nu = 0.158365
obj = -184.507991, rho = 0.084824
nSV = 121, nBSV = 5
Total nSV = 121
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 373
nu = 0.119850
obj = -146.352350, rho = -0.005569
nSV = 120, nBSV = 2
Total nSV = 120
.*.*
optimization finished, #iter = 409
nu = 0.135053
obj = -186.558929, rho = -0.039407
nSV = 119, nBSV = 6
Total nSV = 119
.*.*
optimization finished, #iter = 433
nu = 0.138214
obj = -179.882508, rho = -0.083016
nSV = 124, nBSV = 3
Total nSV = 124
.*.*
optimization finished, #iter = 391
nu = 0.147001
obj = -192.118927, rho = -0.015825
nSV = 120, nBSV = 5
Total nSV = 120
.*.*
optimization finished, #iter = 415
nu = 0.144315
obj = -191.336426, rho = 0.085011
nSV = 121, nBSV = 5
Total nSV = 121
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 388
nu = 0.106341
obj = -147.899362, rho = -0.003402
nSV = 120, nBSV = 1
Total nSV = 120
.*.*
optimization finished, #iter = 400
nu = 0.123775
obj = -194.636151, rho = -0.035820
nSV = 119, nBSV = 4
Total nSV = 119
.*.*
optimization finished, #iter = 421
nu = 0.123952
obj = -185.230725, rho = -0.078001
nSV = 123, nBSV = 3
Total nSV = 123
.*.*
optimization finished, #iter = 432
nu = 0.132621
obj = -197.892965, rho = -0.017157
nSV = 121, nBSV = 4
Total nSV = 121
.*.*
optimization finished, #iter = 438
nu = 0.131077
obj = -197.970673, rho = 0.091473
nSV = 122, nBSV = 4
Total nSV = 122
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 396
nu = 0.093823
obj = -149.198210, rho = -0.002290
nSV = 120, nBSV = 1
Total nSV = 120
.*.*
optimization finished, #iter = 435
nu = 0.113521
obj = -202.624385, rho = -0.030639
nSV = 119, nBSV = 4
Total nSV = 119
.*.*
optimization finished, #iter = 407
nu = 0.110873
obj = -190.754238, rho = -0.072940
nSV = 123, nBSV = 2
Total nSV = 123
.*.*
optimization finished, #iter = 425
nu = 0.119920
obj = -203.424216, rho = -0.010786
nSV = 120, nBSV = 3
Total nSV = 120
.*.*
optimization finished, #iter = 455
nu = 0.119435
obj = -204.298678, rho = 0.098992
nSV = 122, nBSV = 4
Total nSV = 122
Cross Validation Accuracy = 75.4167%
.*.*
optimization finished, #iter = 407
nu = 0.082928
obj = -150.252656, rho = -0.000926
nSV = 119, nBSV = 1
Total nSV = 119
.*.*
optimization finished, #iter = 438
nu = 0.104595
obj = -210.137843, rho = -0.024741
nSV = 119, nBSV = 4
Total nSV = 119
.*.*
optimization finished, #iter = 409
nu = 0.099388
obj = -196.534724, rho = -0.067168
nSV = 123, nBSV = 2
Total nSV = 123
.*.*
optimization finished, #iter = 428
nu = 0.107873
obj = -208.544740, rho = -0.002152
nSV = 119, nBSV = 2
Total nSV = 119
.*.*
optimization finished, #iter = 444
nu = 0.109159
obj = -209.909625, rho = 0.107114
nSV = 120, nBSV = 4
Total nSV = 120
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 384
nu = 0.073444
obj = -150.886529, rho = 0.000672
nSV = 119, nBSV = 1
Total nSV = 119
.*.*
optimization finished, #iter = 441
nu = 0.096394
obj = -216.610096, rho = -0.017177
nSV = 118, nBSV = 3
Total nSV = 118
.*.*
optimization finished, #iter = 386
nu = 0.089387
obj = -202.433992, rho = -0.060431
nSV = 123, nBSV = 2
Total nSV = 123
.*.*
optimization finished, #iter = 422
nu = 0.096746
obj = -213.503151, rho = 0.007503
nSV = 119, nBSV = 2
Total nSV = 119
.*.*
optimization finished, #iter = 427
nu = 0.098873
obj = -214.508951, rho = 0.116840
nSV = 119, nBSV = 2
Total nSV = 119
Cross Validation Accuracy = 75.4167%
.*.*
optimization finished, #iter = 394
nu = 0.064509
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 429
nu = 0.087984
obj = -221.904777, rho = -0.005288
nSV = 118, nBSV = 2
Total nSV = 118
.*.*
optimization finished, #iter = 417
nu = 0.080687
obj = -208.232800, rho = -0.052880
nSV = 122, nBSV = 2
Total nSV = 122
.*.*
optimization finished, #iter = 426
nu = 0.087060
obj = -218.081107, rho = 0.018492
nSV = 119, nBSV = 2
Total nSV = 119
.*.*
optimization finished, #iter = 450
nu = 0.087672
obj = -218.696158, rho = 0.123287
nSV = 119, nBSV = 1
Total nSV = 119
Cross Validation Accuracy = 75.8333%
.*.*
optimization finished, #iter = 394
nu = 0.056158
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 449
nu = 0.079156
obj = -226.194054, rho = 0.007306
nSV = 118, nBSV = 1
Total nSV = 118
.*.*
optimization finished, #iter = 399
nu = 0.073110
obj = -213.602068, rho = -0.044256
nSV = 121, nBSV = 2
Total nSV = 121
.*.*
optimization finished, #iter = 412
nu = 0.078602
obj = -221.865381, rho = 0.030874
nSV = 117, nBSV = 1
Total nSV = 117
.*.*
optimization finished, #iter = 427
nu = 0.077554
obj = -223.216480, rho = 0.129970
nSV = 118, nBSV = 1
Total nSV = 118
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.048888
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 429
nu = 0.070431
obj = -230.129257, rho = 0.021134
nSV = 118, nBSV = 1
Total nSV = 118
.*.*
optimization finished, #iter = 400
nu = 0.065889
obj = -218.164578, rho = -0.036067
nSV = 119, nBSV = 1
Total nSV = 119
.*.*
optimization finished, #iter = 407
nu = 0.069780
obj = -224.967064, rho = 0.036933
nSV = 115, nBSV = 1
Total nSV = 115
.*.*
optimization finished, #iter = 397
nu = 0.068809
obj = -228.024784, rho = 0.136666
nSV = 117, nBSV = 1
Total nSV = 117
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.042560
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 418
nu = 0.062840
obj = -233.720494, rho = 0.037124
nSV = 118, nBSV = 1
Total nSV = 118
.*.*
optimization finished, #iter = 404
nu = 0.058597
obj = -222.548083, rho = -0.030281
nSV = 118, nBSV = 1
Total nSV = 118
.*.*
optimization finished, #iter = 409
nu = 0.062276
obj = -227.561160, rho = 0.044135
nSV = 113, nBSV = 1
Total nSV = 113
.*.*
optimization finished, #iter = 396
nu = 0.061293
obj = -232.966235, rho = 0.143474
nSV = 117, nBSV = 1
Total nSV = 117
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 394
nu = 0.037050
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 444
nu = 0.056231
obj = -236.619897, rho = 0.055399
nSV = 118, nBSV = 1
Total nSV = 118
.*
optimization finished, #iter = 380
nu = 0.052279
obj = -226.818035, rho = -0.023641
nSV = 118, nBSV = 1
Total nSV = 118
.*.*
optimization finished, #iter = 425
nu = 0.055771
obj = -229.111098, rho = 0.052645
nSV = 112, nBSV = 1
Total nSV = 112
.*.*
optimization finished, #iter = 430
nu = 0.054752
obj = -237.817151, rho = 0.152141
nSV = 115, nBSV = 1
Total nSV = 115
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.032254
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 415
nu = 0.050471
obj = -238.335008, rho = 0.075657
nSV = 119, nBSV = 1
Total nSV = 119
.*.*
optimization finished, #iter = 414
nu = 0.046896
obj = -230.623478, rho = -0.018329
nSV = 118, nBSV = 1
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.049243
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 409
nu = 0.049021
obj = -242.322797, rho = 0.165816
nSV = 114, nBSV = 1
Total nSV = 114
Cross Validation Accuracy = 77.0833%
.*.*
optimization finished, #iter = 394
nu = 0.028079
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.044596
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 414
nu = 0.042220
obj = -233.429226, rho = -0.012513
nSV = 118, nBSV = 1
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.042868
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 399
nu = 0.044042
obj = -246.111165, rho = 0.184126
nSV = 113, nBSV = 1
Total nSV = 113
Cross Validation Accuracy = 77.0833%
.*.*
optimization finished, #iter = 394
nu = 0.024444
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.038823
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.038146
obj = -234.585745, rho = -0.005822
nSV = 118, nBSV = 1
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.037319
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 403
nu = 0.039763
obj = -248.592392, rho = 0.203781
nSV = 112, nBSV = 1
Total nSV = 112
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 394
nu = 0.021280
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.033798
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.033236
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.032488
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.035475
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.018525
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.029423
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.028934
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.028283
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.030883
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.016127
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.025614
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.025188
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.024621
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.026885
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.014039
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.022298
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.021928
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.021434
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.023405
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.012222
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.019412
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.019089
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.018660
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.020375
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.010640
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.016899
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.016618
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.016244
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.017738
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.009263
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.014711
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.014467
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.014141
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.015442
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.008064
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.012807
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.012594
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.012311
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.013443
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.007020
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.011149
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.010964
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.010717
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.011703
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.006111
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.009706
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.009545
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.009330
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.010188
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.005320
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.008449
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.008309
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.008122
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.008869
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.004631
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.007356
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.007233
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.007071
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.007721
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.004032
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.006403
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.006297
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.006155
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.006721
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.003510
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.005575
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.005482
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.005359
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.005851
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.003056
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.004853
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.004772
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.004665
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.005094
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.002660
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.004225
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.004155
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.004061
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.004434
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.002316
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.003678
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.003617
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.003535
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.003860
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.002016
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.003202
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.003149
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.003078
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.003361
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.001755
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.002787
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.002741
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.002679
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.002926
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 394
nu = 0.001528
obj = -150.971710, rho = 0.001403
nSV = 119, nBSV = 0
Total nSV = 119
.*.*
optimization finished, #iter = 459
nu = 0.002426
obj = -238.546704, rho = 0.084717
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 386
nu = 0.002386
obj = -234.586401, rho = -0.005659
nSV = 118, nBSV = 0
Total nSV = 118
.*.*
optimization finished, #iter = 432
nu = 0.002332
obj = -229.309880, rho = 0.056844
nSV = 111, nBSV = 0
Total nSV = 111
.*.*
optimization finished, #iter = 412
nu = 0.002547
obj = -249.082029, rho = 0.216713
nSV = 113, nBSV = 0
Total nSV = 113
Cross Validation Accuracy = 76.25%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.165764, rho = 0.993443
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165747, rho = 0.993814
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165744, rho = 0.992706
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165763, rho = 0.994184
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.163799, rho = 0.994462
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.190374, rho = 0.992704
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190353, rho = 0.993168
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190349, rho = 0.991660
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190374, rho = 0.993319
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.188116, rho = 0.993799
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.218624, rho = 0.991619
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218596, rho = 0.992143
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218591, rho = 0.990105
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218623, rho = 0.992402
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.216027, rho = 0.992878
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.251056, rho = 0.990373
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.251020, rho = 0.991098
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.251014, rho = 0.989133
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251056, rho = 0.991184
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.248070, rho = 0.991720
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.288289, rho = 0.988941
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288241, rho = 0.989774
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288232, rho = 0.987434
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288288, rho = 0.989874
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.284854, rho = 0.990252
nSV = 169, nBSV = 166
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.331023, rho = 0.987379
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.330958, rho = 0.988285
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.330948, rho = 0.985490
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331020, rho = 0.988368
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.327071, rho = 0.988596
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.380087, rho = 0.985501
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.380002, rho = 0.986571
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.379988, rho = 0.983332
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.380084, rho = 0.986251
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.375539, rho = 0.986900
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.436376, rho = 0.983346
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.436263, rho = 0.984501
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.436246, rho = 0.980852
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.436372, rho = 0.984235
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.431141, rho = 0.984952
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.500961, rho = 0.980703
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.500813, rho = 0.982197
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.500789, rho = 0.977988
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.500957, rho = 0.981829
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.494935, rho = 0.982616
nSV = 170, nBSV = 165
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.575059, rho = 0.977776
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.574862, rho = 0.979542
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.574832, rho = 0.974734
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.575052, rho = 0.979127
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.568118, rho = 0.980031
nSV = 170, nBSV = 165
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.660056, rho = 0.974458
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.659796, rho = 0.976499
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.659756, rho = 0.970990
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.660047, rho = 0.976023
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.652058, rho = 0.977061
nSV = 170, nBSV = 165
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.757509, rho = 0.970728
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.757167, rho = 0.972950
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.757114, rho = 0.966655
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.757497, rho = 0.972457
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.748291, rho = 0.973612
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.869241, rho = 0.966375
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.868790, rho = 0.968920
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.868719, rho = 0.961664
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.869224, rho = 0.968362
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.858610, rho = 0.969688
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.997312, rho = 0.961434
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.996716, rho = 0.964373
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.996623, rho = 0.955963
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.997290, rho = 0.963657
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.985045, rho = 0.965181
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -1.144034, rho = 0.955781
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.143247, rho = 0.959044
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.143124, rho = 0.949409
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.144004, rho = 0.958253
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -1.129869, rho = 0.960003
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -1.312066, rho = 0.949199
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.311029, rho = 0.952956
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.310868, rho = 0.942014
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.312029, rho = 0.951953
nSV = 172, nBSV = 166
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -1.295699, rho = 0.954056
nSV = 170, nBSV = 164
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.504427, rho = 0.941623
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.503055, rho = 0.945960
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.502844, rho = 0.933210
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.504376, rho = 0.944768
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.879581
obj = -1.485498, rho = 0.947094
nSV = 171, nBSV = 162
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.724571, rho = 0.932940
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.722764, rho = 0.937876
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.722483, rho = 0.923291
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.724504, rho = 0.936553
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.879581
obj = -1.702660, rho = 0.939225
nSV = 171, nBSV = 162
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.976248, rho = 0.922968
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.973864, rho = 0.928638
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.885417
obj = -1.973493, rho = 0.911851
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.976159, rho = 0.927118
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.879581
obj = -1.950857, rho = 0.930187
nSV = 171, nBSV = 162
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -2.263668, rho = 0.911433
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.260521, rho = 0.918032
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.260032, rho = 0.898807
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.263550, rho = 0.916306
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.879581
obj = -2.234212, rho = 0.919843
nSV = 171, nBSV = 162
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -2.592024, rho = 0.898281
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.587871, rho = 0.905841
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.587226, rho = 0.883757
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.591868, rho = 0.903858
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.879581
obj = -2.557802, rho = 0.907876
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -2.966416, rho = 0.883134
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.960939, rho = 0.891868
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -2.960087, rho = 0.866525
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -2.966211, rho = 0.889484
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 97
nu = 0.879581
obj = -2.926600, rho = 0.894199
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -3.393069, rho = 0.865680
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -3.385840, rho = 0.875788
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.384717, rho = 0.846610
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -3.392797, rho = 0.873049
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 96
nu = 0.879581
obj = -3.346662, rho = 0.878465
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -3.878558, rho = 0.845823
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 98
nu = 0.885417
obj = -3.869021, rho = 0.857333
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.867537, rho = 0.823803
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -3.878199, rho = 0.854170
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 98
nu = 0.879581
obj = -3.824366, rho = 0.860420
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -4.430148, rho = 0.822829
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 98
nu = 0.885417
obj = -4.417564, rho = 0.836116
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -4.415606, rho = 0.797560
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -4.429676, rho = 0.832463
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 99
nu = 0.879581
obj = -4.366732, rho = 0.839663
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -5.055595, rho = 0.796486
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -5.038989, rho = 0.811691
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.885417
obj = -5.036407, rho = 0.767482
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -5.054973, rho = 0.807598
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 99
nu = 0.879581
obj = -4.981211, rho = 0.815833
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -5.763499, rho = 0.766223
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 98
nu = 0.885417
obj = -5.741589, rho = 0.783699
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -5.738179, rho = 0.732955
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -5.762677, rho = 0.778987
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 99
nu = 0.879581
obj = -5.676024, rho = 0.788436
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -6.562645, rho = 0.731459
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 99
nu = 0.885417
obj = -6.533735, rho = 0.751584
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -6.529235, rho = 0.693245
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -6.561560, rho = 0.746121
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 100
nu = 0.879581
obj = -6.459484, rho = 0.757003
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -7.462012, rho = 0.691615
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 99
nu = 0.885417
obj = -7.423866, rho = 0.714648
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -7.417929, rho = 0.647652
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -7.460581, rho = 0.708374
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 100
nu = 0.879581
obj = -7.339978, rho = 0.720873
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -8.470753, rho = 0.645760
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 99
nu = 0.885417
obj = -8.420418, rho = 0.672221
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.885417
obj = -8.412586, rho = 0.595230
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -8.468864, rho = 0.664939
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 98
nu = 0.879581
obj = -8.325911, rho = 0.679377
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -9.597382, rho = 0.593082
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 101
nu = 0.885417
obj = -9.530965, rho = 0.623466
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 103
nu = 0.885417
obj = -9.520629, rho = 0.535010
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -9.594890, rho = 0.615135
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 98
nu = 0.879581
obj = -9.424847, rho = 0.631698
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 58.75%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -10.849016, rho = 0.532572
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 101
nu = 0.885417
obj = -10.761378, rho = 0.567474
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.885417
obj = -10.747740, rho = 0.465896
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -10.845729, rho = 0.557919
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 98
nu = 0.879581
obj = -10.642706, rho = 0.576931
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 60.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -12.230553, rho = 0.463070
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 104
nu = 0.885417
obj = -12.114917, rho = 0.503201
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 102
nu = 0.885417
obj = -12.096921, rho = 0.386560
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -12.226215, rho = 0.492186
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 98
nu = 0.879581
obj = -11.982854, rho = 0.514025
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 65%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -13.743608, rho = 0.383162
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 104
nu = 0.885417
obj = -13.591025, rho = 0.429328
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 102
nu = 0.885417
obj = -13.567278, rho = 0.295343
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -13.737884, rho = 0.416675
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 99
nu = 0.879581
obj = -13.444939, rho = 0.441743
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 67.5%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -15.384177, rho = 0.291429
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 107
nu = 0.882753
obj = -15.183313, rho = 0.350889
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 104
nu = 0.885417
obj = -15.151503, rho = 0.190540
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -15.376624, rho = 0.330023
nSV = 172, nBSV = 165
Total nSV = 172
*
optimization finished, #iter = 100
nu = 0.879581
obj = -15.022437, rho = 0.358748
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 72.9167%
*
optimization finished, #iter = 97
nu = 0.872348
obj = -17.146233, rho = 0.214534
nSV = 172, nBSV = 163
Total nSV = 172
*
optimization finished, #iter = 110
nu = 0.863661
obj = -16.916681, rho = 0.307509
nSV = 173, nBSV = 159
Total nSV = 173
*
optimization finished, #iter = 107
nu = 0.867064
obj = -16.861888, rho = 0.134052
nSV = 174, nBSV = 160
Total nSV = 174
*
optimization finished, #iter = 104
nu = 0.868816
obj = -17.153739, rho = 0.282042
nSV = 171, nBSV = 160
Total nSV = 171
*
optimization finished, #iter = 103
nu = 0.861914
obj = -16.730714, rho = 0.317998
nSV = 170, nBSV = 159
Total nSV = 170
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 101
nu = 0.855063
obj = -19.063775, rho = 0.167345
nSV = 171, nBSV = 158
Total nSV = 171
*
optimization finished, #iter = 103
nu = 0.845083
obj = -18.819750, rho = 0.263611
nSV = 170, nBSV = 155
Total nSV = 170
*
optimization finished, #iter = 100
nu = 0.847598
obj = -18.732358, rho = 0.084663
nSV = 170, nBSV = 158
Total nSV = 170
*
optimization finished, #iter = 105
nu = 0.851895
obj = -19.104494, rho = 0.230398
nSV = 170, nBSV = 156
Total nSV = 170
*
optimization finished, #iter = 106
nu = 0.841859
obj = -18.600816, rho = 0.282307
nSV = 168, nBSV = 154
Total nSV = 168
Cross Validation Accuracy = 78.75%
*
optimization finished, #iter = 98
nu = 0.836850
obj = -21.148292, rho = 0.121863
nSV = 168, nBSV = 154
Total nSV = 168
*
optimization finished, #iter = 106
nu = 0.827061
obj = -20.895220, rho = 0.221209
nSV = 166, nBSV = 150
Total nSV = 166
*
optimization finished, #iter = 101
nu = 0.824645
obj = -20.779010, rho = 0.051258
nSV = 166, nBSV = 151
Total nSV = 166
*
optimization finished, #iter = 111
nu = 0.834724
obj = -21.237068, rho = 0.180318
nSV = 166, nBSV = 152
Total nSV = 166
*
optimization finished, #iter = 109
nu = 0.824507
obj = -20.638857, rho = 0.233691
nSV = 166, nBSV = 148
Total nSV = 166
Cross Validation Accuracy = 80.4167%
*
optimization finished, #iter = 104
nu = 0.811858
obj = -23.418834, rho = 0.100657
nSV = 166, nBSV = 146
Total nSV = 166
*
optimization finished, #iter = 114
nu = 0.804429
obj = -23.154925, rho = 0.196930
nSV = 165, nBSV = 145
Total nSV = 165
*
optimization finished, #iter = 101
nu = 0.800200
obj = -23.020051, rho = 0.026870
nSV = 162, nBSV = 146
Total nSV = 162
*
optimization finished, #iter = 116
nu = 0.817397
obj = -23.550871, rho = 0.128121
nSV = 164, nBSV = 148
Total nSV = 164
*
optimization finished, #iter = 113
nu = 0.803993
obj = -22.845446, rho = 0.197115
nSV = 164, nBSV = 145
Total nSV = 164
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 110
nu = 0.787693
obj = -25.906793, rho = 0.078545
nSV = 163, nBSV = 144
Total nSV = 163
*
optimization finished, #iter = 111
nu = 0.782127
obj = -25.622206, rho = 0.173951
nSV = 161, nBSV = 141
Total nSV = 161
*
optimization finished, #iter = 105
nu = 0.777896
obj = -25.473998, rho = 0.003080
nSV = 157, nBSV = 141
Total nSV = 157
*
optimization finished, #iter = 116
nu = 0.796707
obj = -26.057083, rho = 0.090968
nSV = 162, nBSV = 142
Total nSV = 162
*
optimization finished, #iter = 110
nu = 0.778485
obj = -25.254764, rho = 0.185043
nSV = 159, nBSV = 140
Total nSV = 159
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 111
nu = 0.765876
obj = -28.605831, rho = 0.056959
nSV = 155, nBSV = 135
Total nSV = 155
*
optimization finished, #iter = 116
nu = 0.765817
obj = -28.285176, rho = 0.124994
nSV = 156, nBSV = 133
Total nSV = 156
*
optimization finished, #iter = 101
nu = 0.756222
obj = -28.137930, rho = -0.033602
nSV = 153, nBSV = 138
Total nSV = 153
*
optimization finished, #iter = 112
nu = 0.773396
obj = -28.777087, rho = 0.075993
nSV = 159, nBSV = 139
Total nSV = 159
*
optimization finished, #iter = 107
nu = 0.757141
obj = -27.871753, rho = 0.167287
nSV = 153, nBSV = 134
Total nSV = 153
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 114
nu = 0.742799
obj = -31.528626, rho = 0.053389
nSV = 154, nBSV = 132
Total nSV = 154
*
optimization finished, #iter = 120
nu = 0.739960
obj = -31.145075, rho = 0.111936
nSV = 155, nBSV = 126
Total nSV = 155
*
optimization finished, #iter = 108
nu = 0.734462
obj = -31.011091, rho = -0.061235
nSV = 148, nBSV = 127
Total nSV = 148
*
optimization finished, #iter = 111
nu = 0.751235
obj = -31.721058, rho = 0.072696
nSV = 155, nBSV = 134
Total nSV = 155
*
optimization finished, #iter = 113
nu = 0.733435
obj = -30.694223, rho = 0.150921
nSV = 150, nBSV = 128
Total nSV = 150
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 119
nu = 0.721402
obj = -34.670709, rho = 0.050464
nSV = 153, nBSV = 129
Total nSV = 153
*
optimization finished, #iter = 136
nu = 0.713587
obj = -34.249969, rho = 0.101779
nSV = 155, nBSV = 120
Total nSV = 155
*
optimization finished, #iter = 123
nu = 0.710882
obj = -34.111930, rho = -0.068732
nSV = 147, nBSV = 120
Total nSV = 147
*
optimization finished, #iter = 116
nu = 0.732892
obj = -34.869866, rho = 0.052468
nSV = 152, nBSV = 128
Total nSV = 152
*
optimization finished, #iter = 105
nu = 0.711757
obj = -33.733334, rho = 0.129533
nSV = 145, nBSV = 123
Total nSV = 145
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 125
nu = 0.699145
obj = -38.019968, rho = 0.041533
nSV = 149, nBSV = 120
Total nSV = 149
*
optimization finished, #iter = 137
nu = 0.688955
obj = -37.604359, rho = 0.082964
nSV = 154, nBSV = 113
Total nSV = 154
*
optimization finished, #iter = 123
nu = 0.687478
obj = -37.445355, rho = -0.060506
nSV = 147, nBSV = 115
Total nSV = 147
*
optimization finished, #iter = 145
nu = 0.709634
obj = -38.196865, rho = 0.030088
nSV = 149, nBSV = 113
Total nSV = 149
*
optimization finished, #iter = 126
nu = 0.689212
obj = -36.962594, rho = 0.101575
nSV = 144, nBSV = 111
Total nSV = 144
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 148
nu = 0.674847
obj = -41.580399, rho = 0.022787
nSV = 148, nBSV = 110
Total nSV = 148
*
optimization finished, #iter = 138
nu = 0.664866
obj = -41.204491, rho = 0.060721
nSV = 150, nBSV = 109
Total nSV = 150
*
optimization finished, #iter = 136
nu = 0.664213
obj = -41.005036, rho = -0.053502
nSV = 143, nBSV = 109
Total nSV = 143
*
optimization finished, #iter = 157
nu = 0.681924
obj = -41.749046, rho = 0.024362
nSV = 149, nBSV = 104
Total nSV = 149
*
optimization finished, #iter = 142
nu = 0.663153
obj = -40.403963, rho = 0.079288
nSV = 144, nBSV = 102
Total nSV = 144
Cross Validation Accuracy = 80.8333%
*
optimization finished, #iter = 154
nu = 0.650496
obj = -45.352108, rho = 0.005355
nSV = 146, nBSV = 103
Total nSV = 146
*
optimization finished, #iter = 137
nu = 0.642330
obj = -45.037026, rho = 0.035410
nSV = 147, nBSV = 103
Total nSV = 147
*
optimization finished, #iter = 138
nu = 0.640862
obj = -44.790044, rho = -0.049824
nSV = 143, nBSV = 103
Total nSV = 143
*
optimization finished, #iter = 164
nu = 0.655011
obj = -45.543259, rho = 0.016572
nSV = 148, nBSV = 97
Total nSV = 148
*
optimization finished, #iter = 159
nu = 0.634359
obj = -44.096569, rho = 0.069736
nSV = 143, nBSV = 96
Total nSV = 143
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 166
nu = 0.625799
obj = -49.317944, rho = -0.010119
nSV = 146, nBSV = 92
Total nSV = 146
*
optimization finished, #iter = 166
nu = 0.619207
obj = -49.075773, rho = 0.010882
nSV = 144, nBSV = 94
Total nSV = 144
*
optimization finished, #iter = 146
nu = 0.615965
obj = -48.790576, rho = -0.049083
nSV = 138, nBSV = 90
Total nSV = 138
*
optimization finished, #iter = 186
nu = 0.628177
obj = -49.568378, rho = 0.012706
nSV = 147, nBSV = 89
Total nSV = 147
*
optimization finished, #iter = 180
nu = 0.606724
obj = -48.058718, rho = 0.063365
nSV = 144, nBSV = 86
Total nSV = 144
Cross Validation Accuracy = 81.25%
*
optimization finished, #iter = 174
nu = 0.599167
obj = -53.470246, rho = -0.023334
nSV = 144, nBSV = 83
Total nSV = 144
*
optimization finished, #iter = 172
nu = 0.594919
obj = -53.311598, rho = -0.005527
nSV = 142, nBSV = 85
Total nSV = 142
*
optimization finished, #iter = 164
nu = 0.589958
obj = -53.014963, rho = -0.051444
nSV = 137, nBSV = 79
Total nSV = 137
*.*
optimization finished, #iter = 197
nu = 0.600033
obj = -53.828257, rho = 0.007344
nSV = 149, nBSV = 80
Total nSV = 149
*.*
optimization finished, #iter = 191
nu = 0.580719
obj = -52.285525, rho = 0.059237
nSV = 143, nBSV = 80
Total nSV = 143
Cross Validation Accuracy = 80.4167%
*.*
optimization finished, #iter = 195
nu = 0.572157
obj = -57.809962, rho = -0.032495
nSV = 144, nBSV = 76
Total nSV = 144
*.*
optimization finished, #iter = 192
nu = 0.569691
obj = -57.738010, rho = -0.021693
nSV = 141, nBSV = 75
Total nSV = 141
*
optimization finished, #iter = 189
nu = 0.563842
obj = -57.463924, rho = -0.060676
nSV = 135, nBSV = 70
Total nSV = 135
*.*
optimization finished, #iter = 212
nu = 0.572493
obj = -58.334992, rho = 0.002725
nSV = 146, nBSV = 71
Total nSV = 146
*.*
optimization finished, #iter = 200
nu = 0.555346
obj = -56.759043, rho = 0.057123
nSV = 141, nBSV = 72
Total nSV = 141
Cross Validation Accuracy = 80.4167%
*.*
optimization finished, #iter = 209
nu = 0.544699
obj = -62.323527, rho = -0.032740
nSV = 142, nBSV = 68
Total nSV = 142
*.*
optimization finished, #iter = 215
nu = 0.543337
obj = -62.342883, rho = -0.031986
nSV = 142, nBSV = 67
Total nSV = 142
*.*
optimization finished, #iter = 199
nu = 0.536406
obj = -62.148939, rho = -0.053734
nSV = 135, nBSV = 64
Total nSV = 135
*.*
optimization finished, #iter = 217
nu = 0.544004
obj = -63.089277, rho = -0.002275
nSV = 144, nBSV = 65
Total nSV = 144
*.*
optimization finished, #iter = 214
nu = 0.529192
obj = -61.475040, rho = 0.062096
nSV = 140, nBSV = 60
Total nSV = 140
Cross Validation Accuracy = 80.4167%
*.*
optimization finished, #iter = 217
nu = 0.517219
obj = -66.983092, rho = -0.028839
nSV = 140, nBSV = 60
Total nSV = 140
*.*
optimization finished, #iter = 217
nu = 0.517091
obj = -67.116152, rho = -0.033439
nSV = 141, nBSV = 63
Total nSV = 141
*.*
optimization finished, #iter = 213
nu = 0.508466
obj = -67.079593, rho = -0.051384
nSV = 135, nBSV = 57
Total nSV = 135
*.*
optimization finished, #iter = 228
nu = 0.516352
obj = -68.105678, rho = -0.002270
nSV = 144, nBSV = 61
Total nSV = 144
*.*
optimization finished, #iter = 240
nu = 0.501409
obj = -66.473433, rho = 0.062223
nSV = 140, nBSV = 55
Total nSV = 140
Cross Validation Accuracy = 80.8333%
*.*
optimization finished, #iter = 231
nu = 0.490472
obj = -71.770288, rho = -0.026321
nSV = 138, nBSV = 56
Total nSV = 138
*.*
optimization finished, #iter = 232
nu = 0.490969
obj = -72.017327, rho = -0.029228
nSV = 139, nBSV = 53
Total nSV = 139
*.*
optimization finished, #iter = 224
nu = 0.482330
obj = -72.259599, rho = -0.054579
nSV = 135, nBSV = 51
Total nSV = 135
*.*
optimization finished, #iter = 234
nu = 0.491046
obj = -73.339917, rho = -0.002993
nSV = 143, nBSV = 55
Total nSV = 143
*.*
optimization finished, #iter = 230
nu = 0.475547
obj = -71.770029, rho = 0.063852
nSV = 133, nBSV = 48
Total nSV = 133
Cross Validation Accuracy = 80.8333%
*.*
optimization finished, #iter = 252
nu = 0.462812
obj = -76.631257, rho = -0.028686
nSV = 137, nBSV = 44
Total nSV = 137
*.*
optimization finished, #iter = 236
nu = 0.464065
obj = -77.024337, rho = -0.032121
nSV = 137, nBSV = 44
Total nSV = 137
*.*
optimization finished, #iter = 225
nu = 0.457009
obj = -77.643828, rho = -0.055727
nSV = 134, nBSV = 45
Total nSV = 134
*.*
optimization finished, #iter = 230
nu = 0.464210
obj = -78.764298, rho = -0.005931
nSV = 141, nBSV = 49
Total nSV = 141
*.*
optimization finished, #iter = 244
nu = 0.451539
obj = -77.323740, rho = 0.063189
nSV = 131, nBSV = 43
Total nSV = 131
Cross Validation Accuracy = 80%
*.*
optimization finished, #iter = 267
nu = 0.433627
obj = -81.598540, rho = -0.030827
nSV = 138, nBSV = 36
Total nSV = 138
*.*
optimization finished, #iter = 273
nu = 0.436555
obj = -82.134012, rho = -0.034389
nSV = 136, nBSV = 35
Total nSV = 136
*.*
optimization finished, #iter = 251
nu = 0.432601
obj = -83.192439, rho = -0.056893
nSV = 134, nBSV = 39
Total nSV = 134
*.*
optimization finished, #iter = 248
nu = 0.438349
obj = -84.394655, rho = -0.009814
nSV = 140, nBSV = 44
Total nSV = 140
*.*
optimization finished, #iter = 255
nu = 0.428309
obj = -83.078266, rho = 0.059147
nSV = 133, nBSV = 38
Total nSV = 133
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 290
nu = 0.406269
obj = -86.682980, rho = -0.029500
nSV = 137, nBSV = 35
Total nSV = 137
*.*
optimization finished, #iter = 256
nu = 0.409736
obj = -87.332694, rho = -0.038479
nSV = 136, nBSV = 33
Total nSV = 136
*.*
optimization finished, #iter = 241
nu = 0.407963
obj = -88.874174, rho = -0.056104
nSV = 132, nBSV = 35
Total nSV = 132
*.*
optimization finished, #iter = 261
nu = 0.414254
obj = -90.153760, rho = -0.010950
nSV = 138, nBSV = 39
Total nSV = 138
.*
optimization finished, #iter = 263
nu = 0.405339
obj = -88.988023, rho = 0.054950
nSV = 133, nBSV = 33
Total nSV = 133
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 280
nu = 0.381531
obj = -91.762244, rho = -0.026397
nSV = 135, nBSV = 31
Total nSV = 135
.*
optimization finished, #iter = 282
nu = 0.383943
obj = -92.558284, rho = -0.041114
nSV = 137, nBSV = 29
Total nSV = 137
*.*
optimization finished, #iter = 245
nu = 0.383357
obj = -94.648142, rho = -0.055037
nSV = 132, nBSV = 27
Total nSV = 132
.*
optimization finished, #iter = 288
nu = 0.390124
obj = -95.975269, rho = -0.007694
nSV = 140, nBSV = 34
Total nSV = 140
.*
optimization finished, #iter = 286
nu = 0.381984
obj = -95.051601, rho = 0.056347
nSV = 132, nBSV = 29
Total nSV = 132
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 288
nu = 0.357247
obj = -96.705638, rho = -0.022245
nSV = 133, nBSV = 27
Total nSV = 133
.*
optimization finished, #iter = 299
nu = 0.357932
obj = -97.779067, rho = -0.043584
nSV = 136, nBSV = 25
Total nSV = 136
*.*
optimization finished, #iter = 265
nu = 0.358762
obj = -100.536577, rho = -0.057255
nSV = 131, nBSV = 25
Total nSV = 131
.*
optimization finished, #iter = 301
nu = 0.365962
obj = -101.832697, rho = -0.010969
nSV = 138, nBSV = 30
Total nSV = 138
.*
optimization finished, #iter = 286
nu = 0.358730
obj = -101.240247, rho = 0.056697
nSV = 133, nBSV = 26
Total nSV = 133
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 319
nu = 0.332975
obj = -101.426953, rho = -0.018695
nSV = 132, nBSV = 22
Total nSV = 132
.*
optimization finished, #iter = 322
nu = 0.332395
obj = -102.985697, rho = -0.042626
nSV = 138, nBSV = 20
Total nSV = 138
.*
optimization finished, #iter = 267
nu = 0.335550
obj = -106.491253, rho = -0.056121
nSV = 130, nBSV = 24
Total nSV = 130
.*
optimization finished, #iter = 320
nu = 0.341327
obj = -107.697134, rho = -0.010363
nSV = 137, nBSV = 24
Total nSV = 137
.*
optimization finished, #iter = 310
nu = 0.336253
obj = -107.526139, rho = 0.055821
nSV = 135, nBSV = 22
Total nSV = 135
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 311
nu = 0.308269
obj = -105.903588, rho = -0.016912
nSV = 130, nBSV = 17
Total nSV = 130
.*
optimization finished, #iter = 309
nu = 0.305744
obj = -108.262807, rho = -0.038854
nSV = 135, nBSV = 18
Total nSV = 135
.*
optimization finished, #iter = 284
nu = 0.312492
obj = -112.442649, rho = -0.056280
nSV = 126, nBSV = 20
Total nSV = 126
.*
optimization finished, #iter = 308
nu = 0.315481
obj = -113.663698, rho = -0.007922
nSV = 135, nBSV = 22
Total nSV = 135
.*
optimization finished, #iter = 332
nu = 0.315197
obj = -113.822942, rho = 0.055358
nSV = 136, nBSV = 20
Total nSV = 136
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 329
nu = 0.284509
obj = -110.111955, rho = -0.018308
nSV = 128, nBSV = 16
Total nSV = 128
.*
optimization finished, #iter = 326
nu = 0.281113
obj = -113.662391, rho = -0.036798
nSV = 133, nBSV = 14
Total nSV = 133
.*
optimization finished, #iter = 299
nu = 0.290951
obj = -118.367989, rho = -0.058142
nSV = 126, nBSV = 19
Total nSV = 126
.*
optimization finished, #iter = 313
nu = 0.291496
obj = -119.794828, rho = -0.006750
nSV = 134, nBSV = 20
Total nSV = 134
.*
optimization finished, #iter = 351
nu = 0.292569
obj = -120.125541, rho = 0.054055
nSV = 135, nBSV = 17
Total nSV = 135
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 319
nu = 0.261341
obj = -113.936158, rho = -0.019643
nSV = 129, nBSV = 13
Total nSV = 129
.*
optimization finished, #iter = 350
nu = 0.256391
obj = -119.269061, rho = -0.037605
nSV = 132, nBSV = 11
Total nSV = 132
.*
optimization finished, #iter = 325
nu = 0.270641
obj = -124.089391, rho = -0.060828
nSV = 128, nBSV = 16
Total nSV = 128
.*
optimization finished, #iter = 325
nu = 0.269359
obj = -126.040767, rho = -0.005835
nSV = 133, nBSV = 18
Total nSV = 133
.*
optimization finished, #iter = 356
nu = 0.271962
obj = -126.425683, rho = 0.052647
nSV = 133, nBSV = 14
Total nSV = 133
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 334
nu = 0.238373
obj = -117.340899, rho = -0.020598
nSV = 129, nBSV = 10
Total nSV = 129
.*
optimization finished, #iter = 326
nu = 0.234281
obj = -125.191688, rho = -0.038250
nSV = 131, nBSV = 11
Total nSV = 131
.*
optimization finished, #iter = 342
nu = 0.249315
obj = -129.589154, rho = -0.066385
nSV = 129, nBSV = 13
Total nSV = 129
.*
optimization finished, #iter = 336
nu = 0.248125
obj = -132.323496, rho = -0.005025
nSV = 133, nBSV = 14
Total nSV = 133
.*.*
optimization finished, #iter = 387
nu = 0.252770
obj = -132.553477, rho = 0.052484
nSV = 137, nBSV = 12
Total nSV = 137
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 346
nu = 0.216731
obj = -120.334924, rho = -0.020642
nSV = 129, nBSV = 8
Total nSV = 129
.*
optimization finished, #iter = 354
nu = 0.215371
obj = -131.315644, rho = -0.040566
nSV = 132, nBSV = 11
Total nSV = 132
.*
optimization finished, #iter = 375
nu = 0.229274
obj = -134.910088, rho = -0.072729
nSV = 129, nBSV = 11
Total nSV = 129
.*
optimization finished, #iter = 352
nu = 0.227604
obj = -138.747131, rho = -0.003387
nSV = 133, nBSV = 12
Total nSV = 133
.*
optimization finished, #iter = 367
nu = 0.232196
obj = -138.496043, rho = 0.050033
nSV = 135, nBSV = 9
Total nSV = 135
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 351
nu = 0.195371
obj = -122.916942, rho = -0.020260
nSV = 129, nBSV = 6
Total nSV = 129
.*
optimization finished, #iter = 365
nu = 0.197093
obj = -137.551322, rho = -0.040843
nSV = 132, nBSV = 8
Total nSV = 132
.*
optimization finished, #iter = 376
nu = 0.209744
obj = -140.004414, rho = -0.079685
nSV = 131, nBSV = 9
Total nSV = 131
.*
optimization finished, #iter = 361
nu = 0.209535
obj = -145.244784, rho = -0.001861
nSV = 134, nBSV = 12
Total nSV = 134
.*.*
optimization finished, #iter = 397
nu = 0.211858
obj = -144.507054, rho = 0.051881
nSV = 135, nBSV = 8
Total nSV = 135
Cross Validation Accuracy = 77.9167%
.*
optimization finished, #iter = 352
nu = 0.175254
obj = -125.080910, rho = -0.019046
nSV = 128, nBSV = 4
Total nSV = 128
.*.*
optimization finished, #iter = 405
nu = 0.180197
obj = -143.981982, rho = -0.040448
nSV = 130, nBSV = 7
Total nSV = 130
.*
optimization finished, #iter = 361
nu = 0.192154
obj = -144.750623, rho = -0.084317
nSV = 130, nBSV = 8
Total nSV = 130
.*
optimization finished, #iter = 376
nu = 0.193822
obj = -151.550959, rho = -0.002462
nSV = 129, nBSV = 11
Total nSV = 129
.*.*
optimization finished, #iter = 399
nu = 0.193782
obj = -150.538938, rho = 0.053798
nSV = 133, nBSV = 7
Total nSV = 133
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 375
nu = 0.155816
obj = -127.022353, rho = -0.019067
nSV = 128, nBSV = 3
Total nSV = 128
.*
optimization finished, #iter = 375
nu = 0.165233
obj = -150.525520, rho = -0.039435
nSV = 130, nBSV = 6
Total nSV = 130
.*.*
optimization finished, #iter = 385
nu = 0.174662
obj = -149.047667, rho = -0.086122
nSV = 130, nBSV = 5
Total nSV = 130
.*
optimization finished, #iter = 371
nu = 0.178989
obj = -157.361896, rho = -0.007450
nSV = 127, nBSV = 9
Total nSV = 127
.*.*
optimization finished, #iter = 384
nu = 0.177222
obj = -156.497437, rho = 0.057308
nSV = 131, nBSV = 7
Total nSV = 131
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 379
nu = 0.138699
obj = -128.769837, rho = -0.019579
nSV = 129, nBSV = 3
Total nSV = 129
.*.*
optimization finished, #iter = 398
nu = 0.151003
obj = -157.135297, rho = -0.037599
nSV = 128, nBSV = 6
Total nSV = 128
.*
optimization finished, #iter = 368
nu = 0.156598
obj = -153.194460, rho = -0.083141
nSV = 130, nBSV = 4
Total nSV = 130
.*.*
optimization finished, #iter = 394
nu = 0.164497
obj = -162.497912, rho = -0.013700
nSV = 127, nBSV = 6
Total nSV = 127
.*.*
optimization finished, #iter = 384
nu = 0.161337
obj = -162.267986, rho = 0.060035
nSV = 131, nBSV = 5
Total nSV = 131
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 400
nu = 0.122917
obj = -130.263393, rho = -0.018401
nSV = 129, nBSV = 2
Total nSV = 129
.*.*
optimization finished, #iter = 384
nu = 0.138131
obj = -163.721136, rho = -0.035264
nSV = 126, nBSV = 4
Total nSV = 126
.*
optimization finished, #iter = 381
nu = 0.139954
obj = -157.449459, rho = -0.079523
nSV = 129, nBSV = 3
Total nSV = 129
.*.*
optimization finished, #iter = 405
nu = 0.148527
obj = -167.200584, rho = -0.017717
nSV = 126, nBSV = 5
Total nSV = 126
.*.*
optimization finished, #iter = 397
nu = 0.146684
obj = -167.915025, rho = 0.062864
nSV = 129, nBSV = 4
Total nSV = 129
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 383
nu = 0.108756
obj = -131.540619, rho = -0.017076
nSV = 127, nBSV = 1
Total nSV = 127
.*.*
optimization finished, #iter = 407
nu = 0.126005
obj = -170.309452, rho = -0.031500
nSV = 126, nBSV = 4
Total nSV = 126
.*
optimization finished, #iter = 381
nu = 0.125259
obj = -161.824902, rho = -0.075416
nSV = 129, nBSV = 2
Total nSV = 129
.*.*
optimization finished, #iter = 415
nu = 0.133362
obj = -171.777297, rho = -0.017270
nSV = 126, nBSV = 3
Total nSV = 126
.*.*
optimization finished, #iter = 438
nu = 0.133011
obj = -173.395724, rho = 0.069704
nSV = 129, nBSV = 4
Total nSV = 129
Cross Validation Accuracy = 76.25%
.*.*
optimization finished, #iter = 390
nu = 0.095943
obj = -132.655657, rho = -0.016379
nSV = 126, nBSV = 1
Total nSV = 126
.*.*
optimization finished, #iter = 387
nu = 0.115443
obj = -176.716491, rho = -0.026856
nSV = 125, nBSV = 4
Total nSV = 125
.*
optimization finished, #iter = 372
nu = 0.111890
obj = -166.376388, rho = -0.071015
nSV = 127, nBSV = 2
Total nSV = 127
.*.*
optimization finished, #iter = 392
nu = 0.120459
obj = -176.191012, rho = -0.010626
nSV = 125, nBSV = 3
Total nSV = 125
.*.*
optimization finished, #iter = 413
nu = 0.121009
obj = -178.550964, rho = 0.077060
nSV = 126, nBSV = 4
Total nSV = 126
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 384
nu = 0.084788
obj = -133.545478, rho = -0.015778
nSV = 126, nBSV = 1
Total nSV = 126
.*.*
optimization finished, #iter = 409
nu = 0.106251
obj = -182.542694, rho = -0.021117
nSV = 124, nBSV = 4
Total nSV = 124
.*
optimization finished, #iter = 373
nu = 0.100270
obj = -171.074559, rho = -0.066407
nSV = 127, nBSV = 2
Total nSV = 127
.*.*
optimization finished, #iter = 405
nu = 0.108022
obj = -180.229024, rho = -0.003401
nSV = 125, nBSV = 2
Total nSV = 125
.*.*
optimization finished, #iter = 424
nu = 0.110439
obj = -182.985503, rho = 0.084736
nSV = 125, nBSV = 3
Total nSV = 125
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 395
nu = 0.075078
obj = -134.051634, rho = -0.015019
nSV = 126, nBSV = 1
Total nSV = 126
.*.*
optimization finished, #iter = 407
nu = 0.097413
obj = -187.336160, rho = -0.013126
nSV = 124, nBSV = 3
Total nSV = 124
.*
optimization finished, #iter = 363
nu = 0.090162
obj = -175.770415, rho = -0.061153
nSV = 126, nBSV = 2
Total nSV = 126
.*.*
optimization finished, #iter = 390
nu = 0.096870
obj = -184.053905, rho = 0.004327
nSV = 124, nBSV = 2
Total nSV = 124
.*.*
optimization finished, #iter = 408
nu = 0.099225
obj = -186.637823, rho = 0.091013
nSV = 125, nBSV = 2
Total nSV = 125
Cross Validation Accuracy = 77.0833%
.*.*
optimization finished, #iter = 413
nu = 0.065819
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 404
nu = 0.088570
obj = -191.036574, rho = -0.003077
nSV = 124, nBSV = 2
Total nSV = 124
.*
optimization finished, #iter = 361
nu = 0.081355
obj = -180.239281, rho = -0.055115
nSV = 126, nBSV = 2
Total nSV = 126
.*.*
optimization finished, #iter = 399
nu = 0.087164
obj = -187.392419, rho = 0.013092
nSV = 124, nBSV = 2
Total nSV = 124
.*.*
optimization finished, #iter = 398
nu = 0.087806
obj = -190.136815, rho = 0.096153
nSV = 124, nBSV = 1
Total nSV = 124
Cross Validation Accuracy = 77.0833%
.*.*
optimization finished, #iter = 413
nu = 0.057299
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 409
nu = 0.078767
obj = -194.090558, rho = 0.007048
nSV = 124, nBSV = 1
Total nSV = 124
.*.*
optimization finished, #iter = 395
nu = 0.073687
obj = -184.152018, rho = -0.048133
nSV = 126, nBSV = 2
Total nSV = 126
.*.*
optimization finished, #iter = 408
nu = 0.077843
obj = -190.001140, rho = 0.019824
nSV = 125, nBSV = 1
Total nSV = 125
.*.*
optimization finished, #iter = 410
nu = 0.077720
obj = -193.880965, rho = 0.101360
nSV = 124, nBSV = 1
Total nSV = 124
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.049882
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 398
nu = 0.070088
obj = -196.905687, rho = 0.018899
nSV = 125, nBSV = 1
Total nSV = 125
.*
optimization finished, #iter = 367
nu = 0.065399
obj = -187.668705, rho = -0.044184
nSV = 125, nBSV = 1
Total nSV = 125
.*.*
optimization finished, #iter = 393
nu = 0.069135
obj = -192.267766, rho = 0.024810
nSV = 124, nBSV = 1
Total nSV = 124
.*.*
optimization finished, #iter = 416
nu = 0.068970
obj = -197.801535, rho = 0.107125
nSV = 124, nBSV = 1
Total nSV = 124
Cross Validation Accuracy = 77.5%
.*.*
optimization finished, #iter = 413
nu = 0.043424
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 438
nu = 0.062533
obj = -199.234481, rho = 0.032837
nSV = 127, nBSV = 1
Total nSV = 127
.*
optimization finished, #iter = 362
nu = 0.058167
obj = -191.182048, rho = -0.039664
nSV = 125, nBSV = 1
Total nSV = 125
.*.*
optimization finished, #iter = 388
nu = 0.061699
obj = -193.929207, rho = 0.030115
nSV = 123, nBSV = 1
Total nSV = 123
.*.*
optimization finished, #iter = 419
nu = 0.061420
obj = -201.741866, rho = 0.113550
nSV = 125, nBSV = 1
Total nSV = 125
Cross Validation Accuracy = 77.5%
.*.*
optimization finished, #iter = 413
nu = 0.037803
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 409
nu = 0.055921
obj = -200.740999, rho = 0.047136
nSV = 127, nBSV = 1
Total nSV = 127
.*
optimization finished, #iter = 355
nu = 0.051934
obj = -194.510547, rho = -0.035426
nSV = 123, nBSV = 1
Total nSV = 123
.*
optimization finished, #iter = 380
nu = 0.055124
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 418
nu = 0.054819
obj = -205.521528, rho = 0.122240
nSV = 124, nBSV = 1
Total nSV = 124
Cross Validation Accuracy = 77.0833%
.*.*
optimization finished, #iter = 413
nu = 0.032910
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.049596
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 353
nu = 0.046599
obj = -197.264163, rho = -0.031856
nSV = 123, nBSV = 1
Total nSV = 123
.*
optimization finished, #iter = 380
nu = 0.047988
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 399
nu = 0.049072
obj = -208.891654, rho = 0.131970
nSV = 123, nBSV = 1
Total nSV = 123
Cross Validation Accuracy = 77.0833%
.*.*
optimization finished, #iter = 413
nu = 0.028649
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.043176
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 345
nu = 0.041958
obj = -198.974243, rho = -0.027065
nSV = 120, nBSV = 1
Total nSV = 120
.*
optimization finished, #iter = 380
nu = 0.041776
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.044074
obj = -211.476252, rho = 0.143510
nSV = 122, nBSV = 1
Total nSV = 122
Cross Validation Accuracy = 77.0833%
.*.*
optimization finished, #iter = 413
nu = 0.024941
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.037587
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.037250
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.036368
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 394
nu = 0.039786
obj = -212.708018, rho = 0.155923
nSV = 120, nBSV = 1
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.021712
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.032721
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.032428
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.031661
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.034804
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.018902
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.028486
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.028230
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.027562
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.030298
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.016455
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.024798
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.024576
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.023994
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.026376
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.014325
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.021588
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.021395
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.020888
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.022962
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.012470
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.018793
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.018625
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.018184
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.019989
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.010856
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.016361
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.016214
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.015830
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.017402
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.009451
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.014243
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.014115
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.013781
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.015149
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.008227
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.012399
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.012288
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.011997
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.013188
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.007162
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.010794
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.010697
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.010444
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.011481
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.006235
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.009397
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.009313
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.009092
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.009995
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.005428
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.008180
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.008107
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.007915
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.008701
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.004725
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.007121
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.007058
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.006891
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.007575
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.004114
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.006200
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.006144
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.005999
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.006594
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.003581
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.005397
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.005349
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.005222
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.005740
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.003118
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.004698
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.004656
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.004546
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.004997
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.002714
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.004090
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.004054
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.003958
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.004350
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.002363
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.003561
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.003529
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.003445
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.003787
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.002057
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.003100
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.003072
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.002999
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.003297
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.001791
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.002699
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.002674
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.002611
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.002870
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.001559
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.002349
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.002328
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.002273
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.002499
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
.*.*
optimization finished, #iter = 413
nu = 0.001357
obj = -134.099454, rho = -0.014830
nSV = 125, nBSV = 0
Total nSV = 125
.*.*
optimization finished, #iter = 442
nu = 0.002045
obj = -201.046813, rho = 0.056792
nSV = 126, nBSV = 0
Total nSV = 126
.*
optimization finished, #iter = 370
nu = 0.002027
obj = -199.252700, rho = -0.024035
nSV = 121, nBSV = 0
Total nSV = 121
.*
optimization finished, #iter = 380
nu = 0.001979
obj = -194.535773, rho = 0.035800
nSV = 120, nBSV = 0
Total nSV = 120
.*.*
optimization finished, #iter = 385
nu = 0.002175
obj = -212.725725, rho = 0.157748
nSV = 120, nBSV = 0
Total nSV = 120
Cross Validation Accuracy = 76.6667%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.165792, rho = 0.994502
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165779, rho = 0.994955
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165776, rho = 0.993784
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165792, rho = 0.995196
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.163831, rho = 0.995325
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.190411, rho = 0.993685
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190395, rho = 0.994349
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190391, rho = 0.992873
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190411, rho = 0.993989
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.188158, rho = 0.994630
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.218673, rho = 0.992746
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218651, rho = 0.993409
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218647, rho = 0.991746
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218673, rho = 0.993178
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.216083, rho = 0.993832
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.251120, rho = 0.991667
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.251092, rho = 0.992302
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.251087, rho = 0.990519
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.251121, rho = 0.992164
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.248144, rho = 0.992672
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.288373, rho = 0.990428
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.288336, rho = 0.991272
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288329, rho = 0.989079
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288376, rho = 0.990943
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.284951, rho = 0.991582
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.331135, rho = 0.989090
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.331084, rho = 0.990004
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.331075, rho = 0.987455
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331136, rho = 0.989596
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.327199, rho = 0.990331
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.380234, rho = 0.987467
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.380168, rho = 0.988483
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.380156, rho = 0.985557
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.380238, rho = 0.988177
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.375708, rho = 0.988844
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.436570, rho = 0.985604
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.436482, rho = 0.986771
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.436467, rho = 0.983463
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.436575, rho = 0.986273
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.431364, rho = 0.987150
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.501218, rho = 0.983463
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.501102, rho = 0.984803
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.501081, rho = 0.981034
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.501224, rho = 0.984232
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.495229, rho = 0.985280
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.575397, rho = 0.980800
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.575244, rho = 0.982462
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.575216, rho = 0.978213
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.575407, rho = 0.981923
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.568505, rho = 0.983092
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.660501, rho = 0.977751
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.660300, rho = 0.979854
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.660264, rho = 0.975025
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.660515, rho = 0.979203
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.652570, rho = 0.980471
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.758097, rho = 0.974750
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.757831, rho = 0.976804
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.757784, rho = 0.971244
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.758115, rho = 0.976107
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.748966, rho = 0.977567
nSV = 171, nBSV = 164
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.870018, rho = 0.970935
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.869666, rho = 0.973364
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.869603, rho = 0.966968
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.870040, rho = 0.972555
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.859501, rho = 0.974190
nSV = 172, nBSV = 163
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.998337, rho = 0.966731
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.997874, rho = 0.969431
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.997791, rho = 0.962011
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.998367, rho = 0.968475
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.986222, rho = 0.970268
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -1.145386, rho = 0.961735
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.144774, rho = 0.964851
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.144665, rho = 0.956360
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.145424, rho = 0.963865
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.879581
obj = -1.131422, rho = 0.965847
nSV = 172, nBSV = 162
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.313851, rho = 0.955989
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.313044, rho = 0.959666
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.312900, rho = 0.949902
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.313902, rho = 0.958374
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.879581
obj = -1.297750, rho = 0.960722
nSV = 172, nBSV = 161
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.506779, rho = 0.949436
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.505715, rho = 0.953682
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.505525, rho = 0.942406
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.506847, rho = 0.952184
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.879581
obj = -1.488203, rho = 0.954912
nSV = 173, nBSV = 161
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.727676, rho = 0.941915
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.726271, rho = 0.946793
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.726021, rho = 0.933839
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.727766, rho = 0.945104
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.879581
obj = -1.706229, rho = 0.948206
nSV = 173, nBSV = 161
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -1.980345, rho = 0.933346
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.978491, rho = 0.938880
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.978160, rho = 0.924001
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.980463, rho = 0.936940
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.879581
obj = -1.955566, rho = 0.940504
nSV = 173, nBSV = 161
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.269072, rho = 0.923440
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.266626, rho = 0.929824
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -2.266192, rho = 0.912756
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -2.269228, rho = 0.927568
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.879581
obj = -2.240425, rho = 0.931781
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -2.599155, rho = 0.912053
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.595927, rho = 0.919387
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.885417
obj = -2.595354, rho = 0.899759
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -2.599361, rho = 0.916813
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 98
nu = 0.879581
obj = -2.566001, rho = 0.921634
nSV = 173, nBSV = 161
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -2.975826, rho = 0.899041
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.971573, rho = 0.907379
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.970811, rho = 0.884874
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.976098, rho = 0.904475
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.879581
obj = -2.937418, rho = 0.909984
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -3.405485, rho = 0.884028
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 100
nu = 0.885417
obj = -3.399874, rho = 0.893542
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -3.398867, rho = 0.867753
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.405844, rho = 0.890225
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.879581
obj = -3.360936, rho = 0.896582
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -3.894941, rho = 0.866782
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 101
nu = 0.885417
obj = -3.887537, rho = 0.877701
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -3.886209, rho = 0.848091
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.895415, rho = 0.873901
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.879581
obj = -3.843201, rho = 0.881202
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -4.451767, rho = 0.846970
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 101
nu = 0.885417
obj = -4.441998, rho = 0.859521
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -4.440246, rho = 0.825432
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -4.452391, rho = 0.855130
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.879581
obj = -4.391584, rho = 0.863535
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -5.084121, rho = 0.824153
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 101
nu = 0.885417
obj = -5.071230, rho = 0.838634
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -5.068918, rho = 0.799483
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -5.084944, rho = 0.833589
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.879581
obj = -5.014004, rho = 0.843245
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -5.801140, rho = 0.798055
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 102
nu = 0.885417
obj = -5.784129, rho = 0.814624
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -5.781079, rho = 0.769665
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 104
nu = 0.885417
obj = -5.802227, rho = 0.808844
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 100
nu = 0.879581
obj = -5.719296, rho = 0.819960
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -6.612312, rho = 0.768025
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 103
nu = 0.885417
obj = -6.589867, rho = 0.787051
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -6.585842, rho = 0.735413
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 104
nu = 0.885417
obj = -6.613747, rho = 0.780418
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 101
nu = 0.879581
obj = -6.516583, rho = 0.793202
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -7.527547, rho = 0.733593
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 104
nu = 0.885417
obj = -7.497931, rho = 0.755383
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -7.492620, rho = 0.696031
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 105
nu = 0.885417
obj = -7.529441, rho = 0.747804
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 102
nu = 0.879581
obj = -7.415318, rho = 0.762456
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -8.557226, rho = 0.693980
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 104
nu = 0.885417
obj = -8.518148, rho = 0.719010
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -8.511140, rho = 0.650833
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 105
nu = 0.885417
obj = -8.559725, rho = 0.710305
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 102
nu = 0.879581
obj = -8.425321, rho = 0.727135
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -9.711486, rho = 0.648473
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 106
nu = 0.885417
obj = -9.659922, rho = 0.677216
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -9.650675, rho = 0.599014
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 106
nu = 0.885417
obj = -9.714784, rho = 0.667215
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 106
nu = 0.879581
obj = -9.556024, rho = 0.686534
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -10.999579, rho = 0.596199
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 106
nu = 0.885417
obj = -10.931540, rho = 0.629216
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -10.919337, rho = 0.539385
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 106
nu = 0.885417
obj = -11.003930, rho = 0.617729
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 106
nu = 0.879581
obj = -10.815796, rho = 0.639921
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 58.75%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -12.429219, rho = 0.536218
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 106
nu = 0.885417
obj = -12.339442, rho = 0.574085
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -12.323341, rho = 0.470897
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 109
nu = 0.885417
obj = -12.434962, rho = 0.560843
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 108
nu = 0.879581
obj = -12.211245, rho = 0.586395
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 60.4167%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -14.005748, rho = 0.467254
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 107
nu = 0.885417
obj = -13.887287, rho = 0.510750
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -13.866042, rho = 0.392220
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 109
nu = 0.885417
obj = -14.013326, rho = 0.495541
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 108
nu = 0.879581
obj = -13.746303, rho = 0.524892
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 63.3333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -15.730083, rho = 0.388027
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 107
nu = 0.885417
obj = -15.573768, rho = 0.437991
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.885417
obj = -15.545734, rho = 0.301847
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 103
nu = 0.885417
obj = -15.740081, rho = 0.420457
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 108
nu = 0.879581
obj = -15.420100, rho = 0.454247
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 67.0833%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -17.595944, rho = 0.297035
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 108
nu = 0.880549
obj = -17.391743, rho = 0.366527
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 103
nu = 0.885417
obj = -17.352700, rho = 0.198053
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 104
nu = 0.885417
obj = -17.609137, rho = 0.334358
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 108
nu = 0.878479
obj = -17.224209, rho = 0.376211
nSV = 174, nBSV = 160
Total nSV = 174
Cross Validation Accuracy = 71.6667%
*
optimization finished, #iter = 94
nu = 0.872522
obj = -19.597032, rho = 0.223040
nSV = 172, nBSV = 163
Total nSV = 172
*
optimization finished, #iter = 111
nu = 0.863471
obj = -19.372022, rho = 0.321023
nSV = 173, nBSV = 158
Total nSV = 173
*
optimization finished, #iter = 103
nu = 0.867982
obj = -19.301796, rho = 0.142509
nSV = 174, nBSV = 160
Total nSV = 174
*
optimization finished, #iter = 107
nu = 0.867902
obj = -19.640297, rho = 0.287279
nSV = 172, nBSV = 159
Total nSV = 172
*
optimization finished, #iter = 110
nu = 0.862756
obj = -19.177974, rho = 0.333091
nSV = 173, nBSV = 158
Total nSV = 173
Cross Validation Accuracy = 73.3333%
*
optimization finished, #iter = 98
nu = 0.856373
obj = -21.765664, rho = 0.171916
nSV = 170, nBSV = 159
Total nSV = 170
*
optimization finished, #iter = 107
nu = 0.846695
obj = -21.534520, rho = 0.274583
nSV = 171, nBSV = 155
Total nSV = 171
*
optimization finished, #iter = 105
nu = 0.848148
obj = -21.423894, rho = 0.087497
nSV = 173, nBSV = 157
Total nSV = 173
*
optimization finished, #iter = 107
nu = 0.852733
obj = -21.861121, rho = 0.236001
nSV = 170, nBSV = 155
Total nSV = 170
*
optimization finished, #iter = 105
nu = 0.844459
obj = -21.305021, rho = 0.294495
nSV = 171, nBSV = 155
Total nSV = 171
Cross Validation Accuracy = 75.8333%
*
optimization finished, #iter = 106
nu = 0.837905
obj = -24.108266, rho = 0.127051
nSV = 168, nBSV = 151
Total nSV = 168
*
optimization finished, #iter = 112
nu = 0.828340
obj = -23.881212, rho = 0.231311
nSV = 169, nBSV = 149
Total nSV = 169
*
optimization finished, #iter = 102
nu = 0.825956
obj = -23.738477, rho = 0.052537
nSV = 167, nBSV = 151
Total nSV = 167
*
optimization finished, #iter = 108
nu = 0.836522
obj = -24.276046, rho = 0.182674
nSV = 168, nBSV = 152
Total nSV = 168
*
optimization finished, #iter = 109
nu = 0.828221
obj = -23.611334, rho = 0.243672
nSV = 169, nBSV = 148
Total nSV = 169
Cross Validation Accuracy = 78.3333%
*
optimization finished, #iter = 116
nu = 0.812975
obj = -26.655625, rho = 0.107449
nSV = 166, nBSV = 146
Total nSV = 166
*
optimization finished, #iter = 113
nu = 0.806664
obj = -26.431248, rho = 0.203555
nSV = 167, nBSV = 144
Total nSV = 167
*
optimization finished, #iter = 105
nu = 0.801974
obj = -26.266146, rho = 0.030106
nSV = 161, nBSV = 146
Total nSV = 161
*
optimization finished, #iter = 107
nu = 0.819579
obj = -26.883188, rho = 0.130446
nSV = 166, nBSV = 149
Total nSV = 166
*
optimization finished, #iter = 129
nu = 0.805885
obj = -26.096234, rho = 0.213495
nSV = 167, nBSV = 140
Total nSV = 167
Cross Validation Accuracy = 80.4167%
*
optimization finished, #iter = 116
nu = 0.790263
obj = -29.420841, rho = 0.077635
nSV = 163, nBSV = 142
Total nSV = 163
*
optimization finished, #iter = 121
nu = 0.784928
obj = -29.192750, rho = 0.181838
nSV = 164, nBSV = 141
Total nSV = 164
*
optimization finished, #iter = 102
nu = 0.781023
obj = -29.007662, rho = -0.003323
nSV = 158, nBSV = 141
Total nSV = 158
*
optimization finished, #iter = 119
nu = 0.799336
obj = -29.689909, rho = 0.096462
nSV = 163, nBSV = 142
Total nSV = 163
*
optimization finished, #iter = 129
nu = 0.781805
obj = -28.798050, rho = 0.198026
nSV = 164, nBSV = 138
Total nSV = 164
Cross Validation Accuracy = 80.4167%
*
optimization finished, #iter = 118
nu = 0.766143
obj = -32.402445, rho = 0.065971
nSV = 159, nBSV = 134
Total nSV = 159
*
optimization finished, #iter = 121
nu = 0.765707
obj = -32.163162, rho = 0.141301
nSV = 158, nBSV = 135
Total nSV = 158
*
optimization finished, #iter = 114
nu = 0.759802
obj = -31.956418, rho = -0.039727
nSV = 155, nBSV = 134
Total nSV = 155
*
optimization finished, #iter = 119
nu = 0.775869
obj = -32.716207, rho = 0.084092
nSV = 161, nBSV = 138
Total nSV = 161
*
optimization finished, #iter = 121
nu = 0.758652
obj = -31.711814, rho = 0.183997
nSV = 157, nBSV = 130
Total nSV = 157
Cross Validation Accuracy = 80.4167%
*
optimization finished, #iter = 126
nu = 0.743688
obj = -35.609203, rho = 0.061944
nSV = 156, nBSV = 131
Total nSV = 156
*
optimization finished, #iter = 127
nu = 0.741812
obj = -35.335041, rho = 0.124530
nSV = 156, nBSV = 126
Total nSV = 156
*
optimization finished, #iter = 113
nu = 0.735442
obj = -35.121687, rho = -0.051714
nSV = 151, nBSV = 128
Total nSV = 151
*
optimization finished, #iter = 125
nu = 0.754834
obj = -35.961655, rho = 0.075684
nSV = 158, nBSV = 132
Total nSV = 158
*
optimization finished, #iter = 120
nu = 0.736109
obj = -34.842920, rho = 0.162244
nSV = 154, nBSV = 127
Total nSV = 154
Cross Validation Accuracy = 80.4167%
*
optimization finished, #iter = 120
nu = 0.722338
obj = -39.013377, rho = 0.054713
nSV = 154, nBSV = 125
Total nSV = 154
*
optimization finished, #iter = 138
nu = 0.716301
obj = -38.733927, rho = 0.111269
nSV = 153, nBSV = 118
Total nSV = 153
*
optimization finished, #iter = 124
nu = 0.712198
obj = -38.509915, rho = -0.056432
nSV = 150, nBSV = 121
Total nSV = 150
*
optimization finished, #iter = 130
nu = 0.734651
obj = -39.389381, rho = 0.056469
nSV = 153, nBSV = 122
Total nSV = 153
*
optimization finished, #iter = 130
nu = 0.714246
obj = -38.166489, rho = 0.134504
nSV = 151, nBSV = 119
Total nSV = 151
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 140
nu = 0.698934
obj = -42.595607, rho = 0.045615
nSV = 151, nBSV = 117
Total nSV = 151
*
optimization finished, #iter = 142
nu = 0.691663
obj = -42.355397, rho = 0.087409
nSV = 151, nBSV = 110
Total nSV = 151
*
optimization finished, #iter = 128
nu = 0.688912
obj = -42.105070, rho = -0.048751
nSV = 148, nBSV = 111
Total nSV = 148
*
optimization finished, #iter = 150
nu = 0.709867
obj = -42.988991, rho = 0.030673
nSV = 151, nBSV = 113
Total nSV = 151
*
optimization finished, #iter = 138
nu = 0.690985
obj = -41.670211, rho = 0.105584
nSV = 149, nBSV = 107
Total nSV = 149
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 146
nu = 0.673881
obj = -46.351128, rho = 0.028887
nSV = 149, nBSV = 106
Total nSV = 149
*
optimization finished, #iter = 158
nu = 0.667029
obj = -46.186214, rho = 0.060329
nSV = 150, nBSV = 104
Total nSV = 150
*
optimization finished, #iter = 141
nu = 0.664805
obj = -45.892108, rho = -0.044139
nSV = 145, nBSV = 106
Total nSV = 145
*
optimization finished, #iter = 180
nu = 0.681710
obj = -46.784208, rho = 0.025544
nSV = 152, nBSV = 100
Total nSV = 152
*
optimization finished, #iter = 153
nu = 0.662419
obj = -45.365427, rho = 0.083259
nSV = 150, nBSV = 97
Total nSV = 150
Cross Validation Accuracy = 79.5833%
*
optimization finished, #iter = 156
nu = 0.648661
obj = -50.253726, rho = 0.004853
nSV = 148, nBSV = 97
Total nSV = 148
*
optimization finished, #iter = 176
nu = 0.643669
obj = -50.192488, rho = 0.029092
nSV = 149, nBSV = 97
Total nSV = 149
*
optimization finished, #iter = 161
nu = 0.639497
obj = -49.850437, rho = -0.047345
nSV = 144, nBSV = 95
Total nSV = 144
*
optimization finished, #iter = 182
nu = 0.653938
obj = -50.774715, rho = 0.017421
nSV = 150, nBSV = 91
Total nSV = 150
*
optimization finished, #iter = 180
nu = 0.633855
obj = -49.284393, rho = 0.072078
nSV = 148, nBSV = 91
Total nSV = 148
Cross Validation Accuracy = 80%
*
optimization finished, #iter = 175
nu = 0.621603
obj = -54.275506, rho = -0.013531
nSV = 148, nBSV = 86
Total nSV = 148
*
optimization finished, #iter = 191
nu = 0.618490
obj = -54.332020, rho = 0.009298
nSV = 148, nBSV = 87
Total nSV = 148
*
optimization finished, #iter = 167
nu = 0.612400
obj = -53.981881, rho = -0.051058
nSV = 141, nBSV = 86
Total nSV = 141
*
optimization finished, #iter = 183
nu = 0.625015
obj = -54.945144, rho = 0.013647
nSV = 149, nBSV = 84
Total nSV = 149
*.*
optimization finished, #iter = 199
nu = 0.606040
obj = -53.409581, rho = 0.063825
nSV = 147, nBSV = 81
Total nSV = 147
Cross Validation Accuracy = 80%
*.*
optimization finished, #iter = 215
nu = 0.592115
obj = -58.408506, rho = -0.025192
nSV = 147, nBSV = 75
Total nSV = 147
*.*
optimization finished, #iter = 198
nu = 0.591551
obj = -58.593601, rho = -0.009370
nSV = 148, nBSV = 79
Total nSV = 148
*.*
optimization finished, #iter = 192
nu = 0.584365
obj = -58.272671, rho = -0.055551
nSV = 140, nBSV = 75
Total nSV = 140
*.*
optimization finished, #iter = 207
nu = 0.596074
obj = -59.283934, rho = 0.009920
nSV = 149, nBSV = 76
Total nSV = 149
*.*
optimization finished, #iter = 217
nu = 0.578862
obj = -57.719236, rho = 0.059867
nSV = 147, nBSV = 74
Total nSV = 147
Cross Validation Accuracy = 80.8333%
*.*
optimization finished, #iter = 212
nu = 0.562692
obj = -62.633485, rho = -0.031414
nSV = 147, nBSV = 68
Total nSV = 147
*.*
optimization finished, #iter = 203
nu = 0.563789
obj = -62.943111, rho = -0.026014
nSV = 146, nBSV = 67
Total nSV = 146
*.*
optimization finished, #iter = 203
nu = 0.554654
obj = -62.723136, rho = -0.052740
nSV = 138, nBSV = 63
Total nSV = 138
*.*
optimization finished, #iter = 225
nu = 0.564782
obj = -63.782904, rho = 0.001868
nSV = 146, nBSV = 63
Total nSV = 146
*.*
optimization finished, #iter = 234
nu = 0.550139
obj = -62.185462, rho = 0.057545
nSV = 147, nBSV = 59
Total nSV = 147
Cross Validation Accuracy = 80.4167%
*.*
optimization finished, #iter = 224
nu = 0.531792
obj = -66.926563, rho = -0.028317
nSV = 144, nBSV = 58
Total nSV = 144
*.*
optimization finished, #iter = 226
nu = 0.534109
obj = -67.371260, rho = -0.027533
nSV = 146, nBSV = 60
Total nSV = 146
*.*
optimization finished, #iter = 219
nu = 0.524830
obj = -67.341826, rho = -0.049338
nSV = 138, nBSV = 57
Total nSV = 138
*.*
optimization finished, #iter = 233
nu = 0.534334
obj = -68.467656, rho = 0.001843
nSV = 147, nBSV = 60
Total nSV = 147
*.*
optimization finished, #iter = 264
nu = 0.519496
obj = -66.858703, rho = 0.055102
nSV = 146, nBSV = 53
Total nSV = 146
Cross Validation Accuracy = 80.8333%
*.*
optimization finished, #iter = 250
nu = 0.501309
obj = -71.269267, rho = -0.028088
nSV = 143, nBSV = 50
Total nSV = 143
*.*
optimization finished, #iter = 223
nu = 0.504453
obj = -71.847554, rho = -0.025148
nSV = 143, nBSV = 51
Total nSV = 143
*.*
optimization finished, #iter = 242
nu = 0.495808
obj = -72.111813, rho = -0.053660
nSV = 138, nBSV = 49
Total nSV = 138
*.*
optimization finished, #iter = 240
nu = 0.504744
obj = -73.285259, rho = -0.001190
nSV = 147, nBSV = 53
Total nSV = 147
*.*
optimization finished, #iter = 250
nu = 0.489988
obj = -71.747774, rho = 0.054026
nSV = 142, nBSV = 46
Total nSV = 142
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 274
nu = 0.469042
obj = -75.650828, rho = -0.032221
nSV = 142, nBSV = 37
Total nSV = 142
.*
optimization finished, #iter = 270
nu = 0.473388
obj = -76.369191, rho = -0.027707
nSV = 143, nBSV = 40
Total nSV = 143
*.*
optimization finished, #iter = 234
nu = 0.467580
obj = -76.994948, rho = -0.053099
nSV = 137, nBSV = 43
Total nSV = 137
*.*
optimization finished, #iter = 253
nu = 0.474920
obj = -78.235491, rho = -0.002799
nSV = 144, nBSV = 46
Total nSV = 144
*.*
optimization finished, #iter = 266
nu = 0.462687
obj = -76.813702, rho = 0.052539
nSV = 140, nBSV = 40
Total nSV = 140
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 270
nu = 0.437229
obj = -80.105942, rho = -0.032484
nSV = 141, nBSV = 35
Total nSV = 141
.*
optimization finished, #iter = 284
nu = 0.442718
obj = -80.940486, rho = -0.029306
nSV = 144, nBSV = 35
Total nSV = 144
*.*
optimization finished, #iter = 245
nu = 0.439167
obj = -81.963688, rho = -0.053532
nSV = 137, nBSV = 36
Total nSV = 137
*.*
optimization finished, #iter = 260
nu = 0.446665
obj = -83.282832, rho = -0.007698
nSV = 145, nBSV = 40
Total nSV = 145
.*
optimization finished, #iter = 272
nu = 0.436327
obj = -81.997953, rho = 0.046524
nSV = 141, nBSV = 35
Total nSV = 141
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 283
nu = 0.408433
obj = -84.568113, rho = -0.031029
nSV = 143, nBSV = 32
Total nSV = 143
.*
optimization finished, #iter = 298
nu = 0.413461
obj = -85.510476, rho = -0.032679
nSV = 145, nBSV = 32
Total nSV = 145
.*
optimization finished, #iter = 275
nu = 0.411745
obj = -86.984158, rho = -0.052512
nSV = 137, nBSV = 29
Total nSV = 137
.*
optimization finished, #iter = 283
nu = 0.419089
obj = -88.363170, rho = -0.006379
nSV = 145, nBSV = 36
Total nSV = 145
.*
optimization finished, #iter = 293
nu = 0.409286
obj = -87.276396, rho = 0.045636
nSV = 142, nBSV = 30
Total nSV = 142
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 308
nu = 0.381119
obj = -88.908324, rho = -0.028387
nSV = 142, nBSV = 27
Total nSV = 142
.*
optimization finished, #iter = 287
nu = 0.384135
obj = -90.040367, rho = -0.034872
nSV = 146, nBSV = 28
Total nSV = 146
*.*
optimization finished, #iter = 264
nu = 0.383579
obj = -92.052748, rho = -0.054356
nSV = 137, nBSV = 25
Total nSV = 137
.*
optimization finished, #iter = 303
nu = 0.391571
obj = -93.427600, rho = -0.009550
nSV = 146, nBSV = 27
Total nSV = 146
.*
optimization finished, #iter = 308
nu = 0.383136
obj = -92.634684, rho = 0.045371
nSV = 143, nBSV = 25
Total nSV = 143
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 316
nu = 0.354055
obj = -93.052663, rho = -0.027084
nSV = 141, nBSV = 22
Total nSV = 141
.*
optimization finished, #iter = 303
nu = 0.355197
obj = -94.539651, rho = -0.034585
nSV = 144, nBSV = 22
Total nSV = 144
.*
optimization finished, #iter = 278
nu = 0.357126
obj = -97.163875, rho = -0.053786
nSV = 134, nBSV = 24
Total nSV = 134
.*
optimization finished, #iter = 304
nu = 0.363658
obj = -98.494755, rho = -0.011652
nSV = 144, nBSV = 24
Total nSV = 144
.*
optimization finished, #iter = 333
nu = 0.357608
obj = -98.049449, rho = 0.044665
nSV = 143, nBSV = 22
Total nSV = 143
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 334
nu = 0.327134
obj = -96.970730, rho = -0.025154
nSV = 139, nBSV = 18
Total nSV = 139
.*
optimization finished, #iter = 314
nu = 0.325690
obj = -99.069888, rho = -0.032929
nSV = 143, nBSV = 18
Total nSV = 143
.*
optimization finished, #iter = 279
nu = 0.331292
obj = -102.240344, rho = -0.054203
nSV = 135, nBSV = 19
Total nSV = 135
.*
optimization finished, #iter = 300
nu = 0.335120
obj = -103.632308, rho = -0.010365
nSV = 142, nBSV = 22
Total nSV = 142
.*
optimization finished, #iter = 327
nu = 0.333115
obj = -103.471633, rho = 0.042070
nSV = 142, nBSV = 19
Total nSV = 142
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 322
nu = 0.301108
obj = -100.612214, rho = -0.027409
nSV = 137, nBSV = 16
Total nSV = 137
.*
optimization finished, #iter = 343
nu = 0.297874
obj = -103.713809, rho = -0.032683
nSV = 141, nBSV = 14
Total nSV = 141
.*
optimization finished, #iter = 309
nu = 0.307024
obj = -107.284304, rho = -0.056108
nSV = 133, nBSV = 19
Total nSV = 133
.*
optimization finished, #iter = 329
nu = 0.308850
obj = -108.861337, rho = -0.011078
nSV = 141, nBSV = 18
Total nSV = 141
.*
optimization finished, #iter = 334
nu = 0.308450
obj = -108.891629, rho = 0.039719
nSV = 143, nBSV = 17
Total nSV = 143
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 326
nu = 0.275544
obj = -103.921839, rho = -0.029746
nSV = 135, nBSV = 13
Total nSV = 135
.*
optimization finished, #iter = 353
nu = 0.271405
obj = -108.533909, rho = -0.033354
nSV = 140, nBSV = 11
Total nSV = 140
.*
optimization finished, #iter = 318
nu = 0.284777
obj = -112.117146, rho = -0.058271
nSV = 133, nBSV = 15
Total nSV = 133
.*
optimization finished, #iter = 350
nu = 0.284361
obj = -114.154141, rho = -0.011272
nSV = 140, nBSV = 16
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.285503
obj = -114.298535, rho = 0.037158
nSV = 143, nBSV = 15
Total nSV = 143
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 333
nu = 0.250911
obj = -106.870625, rho = -0.030944
nSV = 135, nBSV = 10
Total nSV = 135
.*
optimization finished, #iter = 357
nu = 0.247379
obj = -113.587961, rho = -0.033941
nSV = 141, nBSV = 11
Total nSV = 141
.*
optimization finished, #iter = 343
nu = 0.261472
obj = -116.702994, rho = -0.061848
nSV = 135, nBSV = 12
Total nSV = 135
.*
optimization finished, #iter = 320
nu = 0.260947
obj = -119.458636, rho = -0.010850
nSV = 139, nBSV = 13
Total nSV = 139
.*
optimization finished, #iter = 338
nu = 0.264813
obj = -119.545524, rho = 0.035192
nSV = 144, nBSV = 12
Total nSV = 144
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 335
nu = 0.227618
obj = -109.443442, rho = -0.030641
nSV = 134, nBSV = 9
Total nSV = 134
.*
optimization finished, #iter = 341
nu = 0.226647
obj = -118.794154, rho = -0.035251
nSV = 139, nBSV = 11
Total nSV = 139
.*
optimization finished, #iter = 367
nu = 0.239362
obj = -121.119353, rho = -0.067489
nSV = 135, nBSV = 10
Total nSV = 135
.*
optimization finished, #iter = 348
nu = 0.239154
obj = -124.817787, rho = -0.009306
nSV = 139, nBSV = 11
Total nSV = 139
.*.*
optimization finished, #iter = 384
nu = 0.242028
obj = -124.623800, rho = 0.033475
nSV = 142, nBSV = 9
Total nSV = 142
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 366
nu = 0.205228
obj = -111.600682, rho = -0.030146
nSV = 134, nBSV = 6
Total nSV = 134
.*
optimization finished, #iter = 363
nu = 0.207083
obj = -124.051715, rho = -0.034183
nSV = 139, nBSV = 8
Total nSV = 139
.*
optimization finished, #iter = 370
nu = 0.218359
obj = -125.328672, rho = -0.073048
nSV = 136, nBSV = 9
Total nSV = 136
.*
optimization finished, #iter = 363
nu = 0.219578
obj = -130.132769, rho = -0.008398
nSV = 141, nBSV = 11
Total nSV = 141
.*
optimization finished, #iter = 354
nu = 0.220756
obj = -129.750491, rho = 0.035046
nSV = 141, nBSV = 8
Total nSV = 141
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 358
nu = 0.183217
obj = -113.428442, rho = -0.029189
nSV = 135, nBSV = 4
Total nSV = 135
.*.*
optimization finished, #iter = 390
nu = 0.188818
obj = -129.416489, rho = -0.033430
nSV = 139, nBSV = 7
Total nSV = 139
.*
optimization finished, #iter = 351
nu = 0.198997
obj = -129.206804, rho = -0.076333
nSV = 136, nBSV = 7
Total nSV = 136
.*
optimization finished, #iter = 363
nu = 0.202298
obj = -135.194641, rho = -0.009158
nSV = 140, nBSV = 10
Total nSV = 140
.*
optimization finished, #iter = 371
nu = 0.201262
obj = -134.843700, rho = 0.036813
nSV = 142, nBSV = 7
Total nSV = 142
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 370
nu = 0.162765
obj = -115.079218, rho = -0.029457
nSV = 135, nBSV = 3
Total nSV = 135
.*.*
optimization finished, #iter = 389
nu = 0.172569
obj = -134.817339, rho = -0.032194
nSV = 137, nBSV = 6
Total nSV = 137
.*
optimization finished, #iter = 351
nu = 0.180035
obj = -132.755839, rho = -0.076847
nSV = 136, nBSV = 5
Total nSV = 136
.*
optimization finished, #iter = 371
nu = 0.186056
obj = -139.754053, rho = -0.013892
nSV = 138, nBSV = 8
Total nSV = 138
.*
optimization finished, #iter = 371
nu = 0.183578
obj = -139.855122, rho = 0.039510
nSV = 140, nBSV = 6
Total nSV = 140
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 355
nu = 0.144786
obj = -116.542261, rho = -0.030020
nSV = 134, nBSV = 3
Total nSV = 134
.*.*
optimization finished, #iter = 384
nu = 0.157399
obj = -140.209692, rho = -0.030600
nSV = 137, nBSV = 6
Total nSV = 137
.*
optimization finished, #iter = 366
nu = 0.161091
obj = -136.209799, rho = -0.074967
nSV = 135, nBSV = 4
Total nSV = 135
.*.*
optimization finished, #iter = 398
nu = 0.169035
obj = -143.791334, rho = -0.017611
nSV = 138, nBSV = 6
Total nSV = 138
.*.*
optimization finished, #iter = 404
nu = 0.166758
obj = -144.702685, rho = 0.041773
nSV = 138, nBSV = 5
Total nSV = 138
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 366
nu = 0.128112
obj = -117.787466, rho = -0.029015
nSV = 133, nBSV = 2
Total nSV = 133
.*.*
optimization finished, #iter = 392
nu = 0.142868
obj = -145.599596, rho = -0.027055
nSV = 137, nBSV = 4
Total nSV = 137
.*
optimization finished, #iter = 366
nu = 0.143843
obj = -139.725382, rho = -0.072219
nSV = 134, nBSV = 3
Total nSV = 134
.*.*
optimization finished, #iter = 405
nu = 0.152175
obj = -147.555038, rho = -0.020330
nSV = 138, nBSV = 4
Total nSV = 138
.*.*
optimization finished, #iter = 428
nu = 0.151148
obj = -149.407806, rho = 0.045018
nSV = 138, nBSV = 4
Total nSV = 138
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 372
nu = 0.113049
obj = -118.864563, rho = -0.028640
nSV = 133, nBSV = 1
Total nSV = 133
.*.*
optimization finished, #iter = 400
nu = 0.130087
obj = -150.987693, rho = -0.022720
nSV = 135, nBSV = 4
Total nSV = 135
.*
optimization finished, #iter = 368
nu = 0.128380
obj = -143.317306, rho = -0.069204
nSV = 132, nBSV = 2
Total nSV = 132
.*.*
optimization finished, #iter = 385
nu = 0.136078
obj = -151.269154, rho = -0.018887
nSV = 136, nBSV = 3
Total nSV = 136
.*.*
optimization finished, #iter = 413
nu = 0.136808
obj = -153.977926, rho = 0.050527
nSV = 138, nBSV = 4
Total nSV = 138
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 361
nu = 0.099710
obj = -119.823284, rho = -0.028477
nSV = 133, nBSV = 1
Total nSV = 133
.*.*
optimization finished, #iter = 386
nu = 0.118965
obj = -156.118864, rho = -0.017677
nSV = 133, nBSV = 4
Total nSV = 133
.*
optimization finished, #iter = 364
nu = 0.114591
obj = -147.049824, rho = -0.065703
nSV = 132, nBSV = 2
Total nSV = 132
.*.*
optimization finished, #iter = 399
nu = 0.122777
obj = -154.792594, rho = -0.013729
nSV = 135, nBSV = 3
Total nSV = 135
.*.*
optimization finished, #iter = 397
nu = 0.124323
obj = -158.208287, rho = 0.056574
nSV = 136, nBSV = 4
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 367
nu = 0.088087
obj = -120.573573, rho = -0.028380
nSV = 133, nBSV = 1
Total nSV = 133
.*.*
optimization finished, #iter = 392
nu = 0.109284
obj = -160.615668, rho = -0.011943
nSV = 132, nBSV = 4
Total nSV = 132
.*
optimization finished, #iter = 357
nu = 0.102609
obj = -150.846380, rho = -0.062015
nSV = 131, nBSV = 2
Total nSV = 131
.*.*
optimization finished, #iter = 414
nu = 0.109812
obj = -157.976299, rho = -0.009078
nSV = 134, nBSV = 2
Total nSV = 134
.*.*
optimization finished, #iter = 394
nu = 0.113052
obj = -161.743224, rho = 0.063053
nSV = 136, nBSV = 3
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 364
nu = 0.077969
obj = -120.972197, rho = -0.028190
nSV = 133, nBSV = 1
Total nSV = 133
.*.*
optimization finished, #iter = 387
nu = 0.099708
obj = -164.148905, rho = -0.005422
nSV = 131, nBSV = 3
Total nSV = 131
.*
optimization finished, #iter = 366
nu = 0.092180
obj = -154.551958, rho = -0.057870
nSV = 130, nBSV = 2
Total nSV = 130
.*.*
optimization finished, #iter = 397
nu = 0.098402
obj = -160.893357, rho = -0.003503
nSV = 132, nBSV = 2
Total nSV = 132
.*.*
optimization finished, #iter = 407
nu = 0.101071
obj = -164.732586, rho = 0.067358
nSV = 136, nBSV = 2
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 375
nu = 0.068218
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 402
nu = 0.089704
obj = -166.707479, rho = 0.002414
nSV = 130, nBSV = 1
Total nSV = 130
.*
optimization finished, #iter = 371
nu = 0.083101
obj = -157.943287, rho = -0.053088
nSV = 130, nBSV = 2
Total nSV = 130
.*.*
optimization finished, #iter = 400
nu = 0.088404
obj = -163.265278, rho = 0.002464
nSV = 133, nBSV = 1
Total nSV = 133
.*
optimization finished, #iter = 379
nu = 0.089325
obj = -167.653923, rho = 0.070922
nSV = 134, nBSV = 1
Total nSV = 134
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.059387
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 401
nu = 0.079602
obj = -168.944369, rho = 0.010840
nSV = 129, nBSV = 1
Total nSV = 129
.*
optimization finished, #iter = 364
nu = 0.074280
obj = -160.844948, rho = -0.049155
nSV = 130, nBSV = 1
Total nSV = 130
.*.*
optimization finished, #iter = 387
nu = 0.078284
obj = -165.191946, rho = 0.005801
nSV = 132, nBSV = 1
Total nSV = 132
.*.*
optimization finished, #iter = 390
nu = 0.079044
obj = -170.741419, rho = 0.074752
nSV = 134, nBSV = 1
Total nSV = 134
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 375
nu = 0.051699
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 404
nu = 0.070766
obj = -170.860180, rho = 0.020485
nSV = 130, nBSV = 1
Total nSV = 130
.*
optimization finished, #iter = 369
nu = 0.065907
obj = -163.702726, rho = -0.045859
nSV = 130, nBSV = 1
Total nSV = 130
.*.*
optimization finished, #iter = 386
nu = 0.069560
obj = -166.801828, rho = 0.009714
nSV = 132, nBSV = 1
Total nSV = 132
.*.*
optimization finished, #iter = 394
nu = 0.070116
obj = -173.929844, rho = 0.079706
nSV = 132, nBSV = 1
Total nSV = 132
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 375
nu = 0.045007
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 413
nu = 0.063092
obj = -172.219423, rho = 0.030690
nSV = 129, nBSV = 1
Total nSV = 129
.*
optimization finished, #iter = 375
nu = 0.058616
obj = -166.486830, rho = -0.042156
nSV = 128, nBSV = 1
Total nSV = 128
.*.*
optimization finished, #iter = 394
nu = 0.062038
obj = -167.761126, rho = 0.014044
nSV = 132, nBSV = 1
Total nSV = 132
.*.*
optimization finished, #iter = 412
nu = 0.062383
obj = -177.083132, rho = 0.085729
nSV = 132, nBSV = 1
Total nSV = 132
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 375
nu = 0.039181
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.056198
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 359
nu = 0.052340
obj = -168.993113, rho = -0.038604
nSV = 127, nBSV = 1
Total nSV = 127
.*.*
optimization finished, #iter = 392
nu = 0.054644
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*.*
optimization finished, #iter = 408
nu = 0.055654
obj = -180.021327, rho = 0.092707
nSV = 132, nBSV = 1
Total nSV = 132
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 375
nu = 0.034109
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.048924
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 358
nu = 0.046927
obj = -170.907435, rho = -0.035053
nSV = 127, nBSV = 1
Total nSV = 127
.*.*
optimization finished, #iter = 392
nu = 0.047570
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*.*
optimization finished, #iter = 388
nu = 0.049795
obj = -182.493779, rho = 0.100670
nSV = 132, nBSV = 1
Total nSV = 132
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 375
nu = 0.029693
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.042590
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 374
nu = 0.042235
obj = -171.768537, rho = -0.031493
nSV = 128, nBSV = 1
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.041412
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*.*
optimization finished, #iter = 385
nu = 0.044698
obj = -184.141085, rho = 0.109749
nSV = 128, nBSV = 1
Total nSV = 128
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 375
nu = 0.025850
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.037077
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.036890
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.036051
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.039838
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.022503
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.032277
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.032114
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.031385
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.034681
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.019590
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.028099
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.027957
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.027322
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.030191
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.017054
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.024462
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.024338
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.023785
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.026283
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.014847
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.021295
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.021187
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.020706
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.022881
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.012925
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.018539
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.018445
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.018026
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.019919
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.011252
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.016139
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.016057
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.015692
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.017340
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.009795
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.014050
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.013979
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.013661
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.015096
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.008527
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.012231
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.012169
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.011893
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.013142
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.007423
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.010648
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.010594
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.010353
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.011440
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.006462
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.009269
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.009222
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.009013
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.009959
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.005626
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.008069
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.008029
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.007846
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.008670
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.004898
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.007025
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.006989
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.006830
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.007548
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.004264
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.006115
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.006084
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.005946
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.006571
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.003712
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.005324
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.005297
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.005177
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.005720
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.003231
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.004635
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.004611
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.004506
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.004980
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.002813
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.004035
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.004014
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.003923
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.004335
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.002449
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.003512
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.003495
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.003415
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.003774
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.002132
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.003058
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.003042
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.002973
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.003285
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.001856
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.002662
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.002648
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.002588
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.002860
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.001616
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.002317
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.002306
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.002253
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.002490
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.001406
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.002017
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.002007
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.001962
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.002168
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 375
nu = 0.001224
obj = -120.995208, rho = -0.028169
nSV = 133, nBSV = 0
Total nSV = 133
.*.*
optimization finished, #iter = 394
nu = 0.001756
obj = -172.660506, rho = 0.040658
nSV = 129, nBSV = 0
Total nSV = 129
.*
optimization finished, #iter = 367
nu = 0.001747
obj = -171.775836, rho = -0.031081
nSV = 128, nBSV = 0
Total nSV = 128
.*.*
optimization finished, #iter = 392
nu = 0.001708
obj = -167.878968, rho = 0.016201
nSV = 131, nBSV = 0
Total nSV = 131
.*
optimization finished, #iter = 368
nu = 0.001887
obj = -184.529595, rho = 0.116295
nSV = 127, nBSV = 0
Total nSV = 127
Cross Validation Accuracy = 76.25%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.165816, rho = 0.995079
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.165807, rho = 0.995730
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165804, rho = 0.994712
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.165818, rho = 0.995468
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.163859, rho = 0.995964
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.190443, rho = 0.994594
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190430, rho = 0.995058
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190428, rho = 0.993750
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190446, rho = 0.994794
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.188195, rho = 0.995284
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.218715, rho = 0.993791
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218699, rho = 0.994457
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218695, rho = 0.992821
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218719, rho = 0.994020
nSV = 172, nBSV = 169
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.216132, rho = 0.994534
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.251177, rho = 0.992787
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.251155, rho = 0.993625
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251150, rho = 0.992015
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251181, rho = 0.993185
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.248207, rho = 0.993977
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.288448, rho = 0.991611
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288419, rho = 0.992493
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.288413, rho = 0.990529
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.288455, rho = 0.992207
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.285035, rho = 0.992872
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.331232, rho = 0.990364
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.331193, rho = 0.991496
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.331185, rho = 0.989123
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.331240, rho = 0.991021
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.327309, rho = 0.991818
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.380362, rho = 0.988930
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.380313, rho = 0.990110
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.380301, rho = 0.987505
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.380374, rho = 0.989751
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.375854, rho = 0.990601
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.436739, rho = 0.987417
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.436674, rho = 0.988640
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.436658, rho = 0.985647
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.436755, rho = 0.988227
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.431556, rho = 0.989204
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.501441, rho = 0.985546
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.501356, rho = 0.986991
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.501334, rho = 0.983518
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.501462, rho = 0.986477
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.495483, rho = 0.987383
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.575691, rho = 0.983396
nSV = 173, nBSV = 169
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.575578, rho = 0.985066
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.575551, rho = 0.981260
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.575718, rho = 0.984466
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.568841, rho = 0.985616
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.660891, rho = 0.980881
nSV = 175, nBSV = 167
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.660741, rho = 0.982845
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.660705, rho = 0.978471
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.660927, rho = 0.982027
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.653013, rho = 0.983477
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.758612, rho = 0.978084
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.758413, rho = 0.980294
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.758365, rho = 0.975270
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.758658, rho = 0.979468
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.749551, rho = 0.981024
nSV = 173, nBSV = 163
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.870694, rho = 0.974878
nSV = 176, nBSV = 167
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.870433, rho = 0.977364
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.870370, rho = 0.971533
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.870756, rho = 0.976295
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.860272, rho = 0.978198
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.999232, rho = 0.971132
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.998888, rho = 0.973914
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.998802, rho = 0.967300
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.999312, rho = 0.972770
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.987240, rho = 0.974998
nSV = 173, nBSV = 163
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -1.146565, rho = 0.966819
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.146112, rho = 0.970040
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.146000, rho = 0.962400
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.146673, rho = 0.968686
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.879581
obj = -1.132766, rho = 0.971191
nSV = 173, nBSV = 162
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -1.315408, rho = 0.961873
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.314809, rho = 0.965576
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.314661, rho = 0.956897
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.315549, rho = 0.964163
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.879581
obj = -1.299523, rho = 0.966930
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -1.508834, rho = 0.956204
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.508044, rho = 0.960453
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.507850, rho = 0.950549
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.509021, rho = 0.958797
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.879581
obj = -1.490542, rho = 0.962029
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -1.730387, rho = 0.949690
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.729345, rho = 0.954548
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.729089, rho = 0.943111
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.730634, rho = 0.952669
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.879581
obj = -1.709316, rho = 0.956381
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -1.983923, rho = 0.942161
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.982547, rho = 0.947790
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.982210, rho = 0.934651
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -1.984249, rho = 0.945549
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.879581
obj = -1.959641, rho = 0.949869
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -2.273793, rho = 0.933565
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -2.271978, rho = 0.940030
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.271533, rho = 0.924953
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -2.274223, rho = 0.937456
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.879581
obj = -2.245798, rho = 0.942448
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -2.605384, rho = 0.923684
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -2.602989, rho = 0.931111
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.602402, rho = 0.913791
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -2.605951, rho = 0.928154
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.879581
obj = -2.573093, rho = 0.933891
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -2.984046, rho = 0.912437
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 98
nu = 0.885417
obj = -2.980885, rho = 0.920887
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 98
nu = 0.885417
obj = -2.980111, rho = 0.901065
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -2.984793, rho = 0.917475
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.879581
obj = -2.946776, rho = 0.924062
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -3.416332, rho = 0.899550
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 98
nu = 0.885417
obj = -3.412161, rho = 0.909123
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.411140, rho = 0.886383
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -3.417317, rho = 0.905203
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.879581
obj = -3.373285, rho = 0.912793
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -3.909254, rho = 0.884612
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.903750, rho = 0.895627
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.902403, rho = 0.869487
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -3.910555, rho = 0.891063
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 102
nu = 0.879581
obj = -3.859496, rho = 0.899832
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -4.470653, rho = 0.867404
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -4.463392, rho = 0.880166
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -4.461613, rho = 0.850078
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -4.472370, rho = 0.874846
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 102
nu = 0.879581
obj = -4.413088, rho = 0.884935
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -5.109040, rho = 0.847689
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.885417
obj = -5.099460, rho = 0.862334
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -5.097112, rho = 0.827833
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -5.111306, rho = 0.856251
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 104
nu = 0.879581
obj = -5.042377, rho = 0.867921
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -5.834020, rho = 0.825023
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 102
nu = 0.885417
obj = -5.821380, rho = 0.841854
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -5.818281, rho = 0.802171
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -5.837010, rho = 0.835000
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 103
nu = 0.879581
obj = -5.756733, rho = 0.848366
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -6.655700, rho = 0.799075
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -6.639021, rho = 0.818332
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -6.634931, rho = 0.772753
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 102
nu = 0.885417
obj = -6.659645, rho = 0.810418
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.879581
obj = -6.565981, rho = 0.825803
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -7.584796, rho = 0.769200
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -7.562788, rho = 0.791321
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -7.557392, rho = 0.738960
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 102
nu = 0.885417
obj = -7.590001, rho = 0.782230
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 104
nu = 0.879581
obj = -7.480498, rho = 0.799835
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -8.632766, rho = 0.734882
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -8.603726, rho = 0.760292
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 102
nu = 0.885417
obj = -8.596606, rho = 0.700144
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 102
nu = 0.885417
obj = -8.639633, rho = 0.749872
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 103
nu = 0.879581
obj = -8.511328, rho = 0.770103
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -9.811162, rho = 0.695503
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -9.772844, rho = 0.724641
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 102
nu = 0.885417
obj = -9.763449, rho = 0.655554
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -9.820225, rho = 0.712678
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 106
nu = 0.879581
obj = -9.669509, rho = 0.735897
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -11.131104, rho = 0.650223
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -11.080542, rho = 0.683694
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 103
nu = 0.885417
obj = -11.068146, rho = 0.604329
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -11.143062, rho = 0.669952
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 109
nu = 0.879581
obj = -10.965543, rho = 0.696652
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -12.602765, rho = 0.598215
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -12.536049, rho = 0.636684
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -12.519692, rho = 0.545546
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -12.618543, rho = 0.620878
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 109
nu = 0.879581
obj = -12.408833, rho = 0.651548
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 58.3333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -14.234744, rho = 0.538470
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 105
nu = 0.885417
obj = -14.146712, rho = 0.582665
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 105
nu = 0.885417
obj = -14.125129, rho = 0.477990
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -14.255563, rho = 0.564503
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 110
nu = 0.879581
obj = -14.007022, rho = 0.599764
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -16.032253, rho = 0.469769
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 105
nu = 0.885417
obj = -15.916090, rho = 0.520601
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.885417
obj = -15.887611, rho = 0.400338
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 105
nu = 0.885417
obj = -16.059725, rho = 0.499691
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 112
nu = 0.879581
obj = -15.764131, rho = 0.540240
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 62.9167%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -17.994651, rho = 0.390954
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 106
nu = 0.885417
obj = -17.841377, rho = 0.449324
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 103
nu = 0.885417
obj = -17.803799, rho = 0.311174
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 106
nu = 0.885417
obj = -18.030900, rho = 0.425280
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 112
nu = 0.879581
obj = -17.678040, rho = 0.471881
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 67.0833%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -20.114680, rho = 0.300405
nSV = 176, nBSV = 166
Total nSV = 176
*
optimization finished, #iter = 108
nu = 0.879031
obj = -19.917034, rho = 0.383867
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 106
nu = 0.884744
obj = -19.862891, rho = 0.210753
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 107
nu = 0.884093
obj = -20.162700, rho = 0.343179
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 112
nu = 0.877578
obj = -19.740051, rho = 0.398650
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 70.4167%
*
optimization finished, #iter = 96
nu = 0.872759
obj = -22.382192, rho = 0.227709
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 112
nu = 0.863820
obj = -22.173985, rho = 0.335893
nSV = 173, nBSV = 156
Total nSV = 173
*
optimization finished, #iter = 112
nu = 0.868517
obj = -22.079918, rho = 0.147113
nSV = 175, nBSV = 159
Total nSV = 175
*
optimization finished, #iter = 111
nu = 0.867710
obj = -22.479699, rho = 0.298395
nSV = 173, nBSV = 158
Total nSV = 173
*
optimization finished, #iter = 117
nu = 0.863703
obj = -21.969323, rho = 0.348886
nSV = 174, nBSV = 157
Total nSV = 174
Cross Validation Accuracy = 72.9167%
*
optimization finished, #iter = 100
nu = 0.858056
obj = -24.826820, rho = 0.175074
nSV = 170, nBSV = 158
Total nSV = 170
*
optimization finished, #iter = 109
nu = 0.848649
obj = -24.626634, rho = 0.285388
nSV = 171, nBSV = 153
Total nSV = 171
*
optimization finished, #iter = 108
nu = 0.849164
obj = -24.483457, rho = 0.093246
nSV = 173, nBSV = 157
Total nSV = 173
*
optimization finished, #iter = 113
nu = 0.853887
obj = -25.002312, rho = 0.240758
nSV = 171, nBSV = 155
Total nSV = 171
*
optimization finished, #iter = 115
nu = 0.847302
obj = -24.382564, rho = 0.305575
nSV = 172, nBSV = 152
Total nSV = 172
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 106
nu = 0.838230
obj = -27.453578, rho = 0.138034
nSV = 168, nBSV = 150
Total nSV = 168
*
optimization finished, #iter = 116
nu = 0.829956
obj = -27.274914, rho = 0.245219
nSV = 170, nBSV = 148
Total nSV = 170
*
optimization finished, #iter = 100
nu = 0.827359
obj = -27.093837, rho = 0.057683
nSV = 166, nBSV = 151
Total nSV = 166
*
optimization finished, #iter = 112
nu = 0.838774
obj = -27.731368, rho = 0.186187
nSV = 168, nBSV = 153
Total nSV = 168
*
optimization finished, #iter = 121
nu = 0.831829
obj = -26.984997, rho = 0.253603
nSV = 170, nBSV = 145
Total nSV = 170
Cross Validation Accuracy = 76.25%
*
optimization finished, #iter = 111
nu = 0.814231
obj = -30.296230, rho = 0.111739
nSV = 167, nBSV = 147
Total nSV = 167
*
optimization finished, #iter = 117
nu = 0.810196
obj = -30.136016, rho = 0.210309
nSV = 167, nBSV = 145
Total nSV = 167
*
optimization finished, #iter = 103
nu = 0.804433
obj = -29.925816, rho = 0.036201
nSV = 163, nBSV = 146
Total nSV = 163
*
optimization finished, #iter = 119
nu = 0.822691
obj = -30.655350, rho = 0.135314
nSV = 168, nBSV = 149
Total nSV = 168
*
optimization finished, #iter = 137
nu = 0.808744
obj = -29.774775, rho = 0.227980
nSV = 169, nBSV = 140
Total nSV = 169
Cross Validation Accuracy = 77.0833%
*
optimization finished, #iter = 123
nu = 0.792444
obj = -33.350171, rho = 0.079654
nSV = 164, nBSV = 142
Total nSV = 164
*
optimization finished, #iter = 122
nu = 0.788883
obj = -33.204574, rho = 0.189284
nSV = 167, nBSV = 138
Total nSV = 167
*
optimization finished, #iter = 113
nu = 0.784794
obj = -32.968233, rho = -0.007222
nSV = 160, nBSV = 138
Total nSV = 160
*
optimization finished, #iter = 126
nu = 0.802791
obj = -33.780262, rho = 0.100161
nSV = 166, nBSV = 139
Total nSV = 166
*
optimization finished, #iter = 128
nu = 0.786050
obj = -32.784541, rho = 0.209988
nSV = 164, nBSV = 136
Total nSV = 164
Cross Validation Accuracy = 78.75%
*
optimization finished, #iter = 117
nu = 0.768320
obj = -36.616361, rho = 0.072198
nSV = 160, nBSV = 134
Total nSV = 160
*
optimization finished, #iter = 118
nu = 0.766641
obj = -36.489507, rho = 0.159932
nSV = 160, nBSV = 135
Total nSV = 160
*
optimization finished, #iter = 131
nu = 0.762828
obj = -36.208279, rho = -0.040642
nSV = 160, nBSV = 131
Total nSV = 160
*
optimization finished, #iter = 132
nu = 0.779870
obj = -37.119850, rho = 0.089457
nSV = 163, nBSV = 134
Total nSV = 163
*
optimization finished, #iter = 133
nu = 0.761623
obj = -36.006642, rho = 0.194461
nSV = 161, nBSV = 131
Total nSV = 161
Cross Validation Accuracy = 78.3333%
*
optimization finished, #iter = 122
nu = 0.745358
obj = -40.083665, rho = 0.068903
nSV = 158, nBSV = 128
Total nSV = 158
*
optimization finished, #iter = 129
nu = 0.743524
obj = -39.973077, rho = 0.139087
nSV = 158, nBSV = 124
Total nSV = 158
*
optimization finished, #iter = 128
nu = 0.737854
obj = -39.656278, rho = -0.046369
nSV = 158, nBSV = 128
Total nSV = 158
*
optimization finished, #iter = 131
nu = 0.758274
obj = -40.658089, rho = 0.080425
nSV = 160, nBSV = 127
Total nSV = 160
*
optimization finished, #iter = 140
nu = 0.739436
obj = -39.433561, rho = 0.168722
nSV = 158, nBSV = 124
Total nSV = 158
Cross Validation Accuracy = 78.75%
*
optimization finished, #iter = 134
nu = 0.722651
obj = -43.717190, rho = 0.058922
nSV = 155, nBSV = 119
Total nSV = 155
*
optimization finished, #iter = 135
nu = 0.719267
obj = -43.652590, rho = 0.115343
nSV = 155, nBSV = 115
Total nSV = 155
*
optimization finished, #iter = 147
nu = 0.713961
obj = -43.302844, rho = -0.046768
nSV = 155, nBSV = 119
Total nSV = 155
*
optimization finished, #iter = 152
nu = 0.736127
obj = -44.360163, rho = 0.057246
nSV = 157, nBSV = 120
Total nSV = 157
*
optimization finished, #iter = 133
nu = 0.716431
obj = -43.028896, rho = 0.140533
nSV = 156, nBSV = 116
Total nSV = 156
Cross Validation Accuracy = 79.1667%
*
optimization finished, #iter = 147
nu = 0.697861
obj = -47.489126, rho = 0.050067
nSV = 152, nBSV = 110
Total nSV = 152
*
optimization finished, #iter = 146
nu = 0.694080
obj = -47.507626, rho = 0.086216
nSV = 153, nBSV = 107
Total nSV = 153
*
optimization finished, #iter = 143
nu = 0.689577
obj = -47.115678, rho = -0.039160
nSV = 151, nBSV = 110
Total nSV = 151
*
optimization finished, #iter = 157
nu = 0.710705
obj = -48.195025, rho = 0.034285
nSV = 157, nBSV = 108
Total nSV = 157
*
optimization finished, #iter = 166
nu = 0.690692
obj = -46.776585, rho = 0.108775
nSV = 155, nBSV = 102
Total nSV = 155
Cross Validation Accuracy = 79.5833%
*
optimization finished, #iter = 166
nu = 0.671490
obj = -51.373184, rho = 0.023918
nSV = 151, nBSV = 103
Total nSV = 151
*
optimization finished, #iter = 167
nu = 0.669264
obj = -51.505695, rho = 0.054949
nSV = 153, nBSV = 100
Total nSV = 153
*
optimization finished, #iter = 162
nu = 0.664438
obj = -51.058677, rho = -0.041514
nSV = 149, nBSV = 100
Total nSV = 149
*
optimization finished, #iter = 187
nu = 0.681169
obj = -52.174687, rho = 0.028813
nSV = 157, nBSV = 96
Total nSV = 157
*
optimization finished, #iter = 182
nu = 0.661904
obj = -50.682955, rho = 0.089303
nSV = 154, nBSV = 95
Total nSV = 154
Cross Validation Accuracy = 79.5833%
*
optimization finished, #iter = 187
nu = 0.645165
obj = -55.309401, rho = -0.000053
nSV = 150, nBSV = 88
Total nSV = 150
*
optimization finished, #iter = 180
nu = 0.644215
obj = -55.580653, rho = 0.025658
nSV = 153, nBSV = 87
Total nSV = 153
*
optimization finished, #iter = 183
nu = 0.636143
obj = -55.116934, rho = -0.047964
nSV = 149, nBSV = 90
Total nSV = 149
*
optimization finished, #iter = 191
nu = 0.651876
obj = -56.283760, rho = 0.022198
nSV = 155, nBSV = 88
Total nSV = 155
*.*
optimization finished, #iter = 209
nu = 0.633279
obj = -54.735051, rho = 0.075684
nSV = 154, nBSV = 84
Total nSV = 154
Cross Validation Accuracy = 80%
*.*
optimization finished, #iter = 206
nu = 0.614477
obj = -59.268163, rho = -0.016880
nSV = 150, nBSV = 76
Total nSV = 150
*.*
optimization finished, #iter = 200
nu = 0.615686
obj = -59.700831, rho = 0.006967
nSV = 152, nBSV = 79
Total nSV = 152
*.*
optimization finished, #iter = 208
nu = 0.606318
obj = -59.275493, rho = -0.047677
nSV = 148, nBSV = 77
Total nSV = 148
*.*
optimization finished, #iter = 221
nu = 0.621415
obj = -60.481125, rho = 0.015179
nSV = 153, nBSV = 74
Total nSV = 153
*.*
optimization finished, #iter = 231
nu = 0.603881
obj = -58.898095, rho = 0.067441
nSV = 153, nBSV = 72
Total nSV = 153
Cross Validation Accuracy = 80.8333%
*.*
optimization finished, #iter = 216
nu = 0.583123
obj = -63.236271, rho = -0.028528
nSV = 148, nBSV = 67
Total nSV = 148
*.*
optimization finished, #iter = 216
nu = 0.586517
obj = -63.825321, rho = -0.014176
nSV = 151, nBSV = 72
Total nSV = 151
*.*
optimization finished, #iter = 220
nu = 0.575287
obj = -63.512535, rho = -0.049255
nSV = 146, nBSV = 64
Total nSV = 146
*.*
optimization finished, #iter = 229
nu = 0.588742
obj = -64.752438, rho = 0.006294
nSV = 153, nBSV = 65
Total nSV = 153
*.*
optimization finished, #iter = 249
nu = 0.573482
obj = -63.146055, rho = 0.056786
nSV = 152, nBSV = 61
Total nSV = 152
Cross Validation Accuracy = 80%
*.*
optimization finished, #iter = 231
nu = 0.548690
obj = -67.184214, rho = -0.026328
nSV = 146, nBSV = 52
Total nSV = 146
*.*
optimization finished, #iter = 239
nu = 0.553896
obj = -67.925705, rho = -0.016601
nSV = 151, nBSV = 60
Total nSV = 151
*.*
optimization finished, #iter = 229
nu = 0.543152
obj = -67.828335, rho = -0.043487
nSV = 144, nBSV = 57
Total nSV = 144
*.*
optimization finished, #iter = 239
nu = 0.555139
obj = -69.106360, rho = 0.005928
nSV = 151, nBSV = 58
Total nSV = 151
*.*
optimization finished, #iter = 261
nu = 0.539482
obj = -67.502606, rho = 0.051939
nSV = 149, nBSV = 49
Total nSV = 149
Cross Validation Accuracy = 80%
*.*
optimization finished, #iter = 255
nu = 0.513328
obj = -71.125534, rho = -0.028067
nSV = 146, nBSV = 42
Total nSV = 146
.*
optimization finished, #iter = 267
nu = 0.519313
obj = -72.006924, rho = -0.017237
nSV = 150, nBSV = 47
Total nSV = 150
*.*
optimization finished, #iter = 243
nu = 0.511102
obj = -72.200216, rho = -0.046846
nSV = 143, nBSV = 47
Total nSV = 143
*.*
optimization finished, #iter = 260
nu = 0.521009
obj = -73.527254, rho = 0.003046
nSV = 151, nBSV = 50
Total nSV = 151
.*
optimization finished, #iter = 270
nu = 0.506430
obj = -72.001751, rho = 0.048754
nSV = 149, nBSV = 45
Total nSV = 149
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 265
nu = 0.477272
obj = -75.078800, rho = -0.031203
nSV = 145, nBSV = 36
Total nSV = 145
.*
optimization finished, #iter = 274
nu = 0.484500
obj = -76.088787, rho = -0.017650
nSV = 150, nBSV = 39
Total nSV = 150
*.*
optimization finished, #iter = 246
nu = 0.478939
obj = -76.605067, rho = -0.047734
nSV = 142, nBSV = 40
Total nSV = 142
*.*
optimization finished, #iter = 260
nu = 0.488165
obj = -78.003179, rho = 0.001102
nSV = 150, nBSV = 41
Total nSV = 150
.*
optimization finished, #iter = 285
nu = 0.475460
obj = -76.597412, rho = 0.046008
nSV = 148, nBSV = 36
Total nSV = 148
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 289
nu = 0.443295
obj = -79.040500, rho = -0.031113
nSV = 145, nBSV = 34
Total nSV = 145
.*
optimization finished, #iter = 291
nu = 0.451040
obj = -80.147013, rho = -0.021291
nSV = 149, nBSV = 35
Total nSV = 149
.*
optimization finished, #iter = 274
nu = 0.447642
obj = -81.023872, rho = -0.047837
nSV = 143, nBSV = 32
Total nSV = 143
.*
optimization finished, #iter = 278
nu = 0.456160
obj = -82.485098, rho = 0.000313
nSV = 148, nBSV = 37
Total nSV = 148
.*
optimization finished, #iter = 303
nu = 0.444843
obj = -81.244880, rho = 0.041606
nSV = 146, nBSV = 31
Total nSV = 146
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 285
nu = 0.412297
obj = -82.906149, rho = -0.028838
nSV = 144, nBSV = 30
Total nSV = 144
.*
optimization finished, #iter = 283
nu = 0.418017
obj = -84.134855, rho = -0.023869
nSV = 148, nBSV = 28
Total nSV = 148
.*
optimization finished, #iter = 277
nu = 0.415904
obj = -85.428485, rho = -0.048817
nSV = 142, nBSV = 26
Total nSV = 142
.*
optimization finished, #iter = 291
nu = 0.425073
obj = -86.921043, rho = -0.001161
nSV = 148, nBSV = 29
Total nSV = 148
.*
optimization finished, #iter = 307
nu = 0.414702
obj = -85.938458, rho = 0.040927
nSV = 146, nBSV = 26
Total nSV = 146
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 297
nu = 0.381805
obj = -86.583966, rho = -0.027831
nSV = 145, nBSV = 25
Total nSV = 145
.*
optimization finished, #iter = 298
nu = 0.385134
obj = -88.067173, rho = -0.024085
nSV = 146, nBSV = 22
Total nSV = 146
.*
optimization finished, #iter = 273
nu = 0.385216
obj = -89.845973, rho = -0.048753
nSV = 142, nBSV = 24
Total nSV = 142
.*
optimization finished, #iter = 310
nu = 0.393159
obj = -91.318386, rho = -0.004896
nSV = 148, nBSV = 24
Total nSV = 148
.*
optimization finished, #iter = 333
nu = 0.385448
obj = -90.658116, rho = 0.039774
nSV = 146, nBSV = 22
Total nSV = 146
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 305
nu = 0.351542
obj = -90.052496, rho = -0.026160
nSV = 143, nBSV = 20
Total nSV = 143
.*
optimization finished, #iter = 298
nu = 0.352343
obj = -92.000932, rho = -0.023544
nSV = 147, nBSV = 19
Total nSV = 147
.*
optimization finished, #iter = 310
nu = 0.356082
obj = -94.214569, rho = -0.048285
nSV = 141, nBSV = 19
Total nSV = 141
.*
optimization finished, #iter = 305
nu = 0.360669
obj = -95.766427, rho = -0.005369
nSV = 147, nBSV = 20
Total nSV = 147
.*
optimization finished, #iter = 339
nu = 0.357084
obj = -95.381927, rho = 0.036504
nSV = 147, nBSV = 19
Total nSV = 147
Cross Validation Accuracy = 80.4167%
.*
optimization finished, #iter = 319
nu = 0.322838
obj = -93.264153, rho = -0.027508
nSV = 143, nBSV = 15
Total nSV = 143
.*
optimization finished, #iter = 320
nu = 0.320729
obj = -96.023869, rho = -0.023104
nSV = 147, nBSV = 14
Total nSV = 147
.*
optimization finished, #iter = 300
nu = 0.328493
obj = -98.527443, rho = -0.050159
nSV = 142, nBSV = 19
Total nSV = 142
.*
optimization finished, #iter = 305
nu = 0.331733
obj = -100.270058, rho = -0.006754
nSV = 146, nBSV = 19
Total nSV = 146
.*
optimization finished, #iter = 333
nu = 0.329773
obj = -100.098577, rho = 0.033887
nSV = 145, nBSV = 17
Total nSV = 145
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 322
nu = 0.294767
obj = -96.169623, rho = -0.030670
nSV = 142, nBSV = 12
Total nSV = 142
.*
optimization finished, #iter = 348
nu = 0.291756
obj = -100.192900, rho = -0.022822
nSV = 147, nBSV = 13
Total nSV = 147
.*
optimization finished, #iter = 335
nu = 0.303464
obj = -102.637418, rho = -0.053046
nSV = 144, nBSV = 14
Total nSV = 144
.*
optimization finished, #iter = 318
nu = 0.304250
obj = -104.774651, rho = -0.008603
nSV = 145, nBSV = 15
Total nSV = 145
.*
optimization finished, #iter = 326
nu = 0.303972
obj = -104.787609, rho = 0.030912
nSV = 146, nBSV = 15
Total nSV = 146
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 340
nu = 0.267899
obj = -98.762908, rho = -0.032663
nSV = 140, nBSV = 10
Total nSV = 140
.*
optimization finished, #iter = 345
nu = 0.265129
obj = -104.521333, rho = -0.023712
nSV = 146, nBSV = 11
Total nSV = 146
.*
optimization finished, #iter = 346
nu = 0.277493
obj = -106.520998, rho = -0.056098
nSV = 141, nBSV = 12
Total nSV = 141
.*
optimization finished, #iter = 320
nu = 0.278166
obj = -109.277243, rho = -0.009608
nSV = 144, nBSV = 13
Total nSV = 144
.*
optimization finished, #iter = 336
nu = 0.280845
obj = -109.338631, rho = 0.027673
nSV = 145, nBSV = 14
Total nSV = 145
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 332
nu = 0.242365
obj = -101.010638, rho = -0.032499
nSV = 138, nBSV = 9
Total nSV = 138
.*
optimization finished, #iter = 338
nu = 0.241905
obj = -108.965830, rho = -0.024620
nSV = 144, nBSV = 10
Total nSV = 144
.*
optimization finished, #iter = 372
nu = 0.253194
obj = -110.235707, rho = -0.059653
nSV = 142, nBSV = 9
Total nSV = 142
.*
optimization finished, #iter = 338
nu = 0.254224
obj = -113.782858, rho = -0.009567
nSV = 145, nBSV = 12
Total nSV = 145
.*
optimization finished, #iter = 347
nu = 0.256066
obj = -113.721726, rho = 0.026483
nSV = 144, nBSV = 9
Total nSV = 144
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 349
nu = 0.218392
obj = -102.858367, rho = -0.032002
nSV = 138, nBSV = 5
Total nSV = 138
.*
optimization finished, #iter = 356
nu = 0.220611
obj = -113.427097, rho = -0.023220
nSV = 144, nBSV = 9
Total nSV = 144
.*
optimization finished, #iter = 356
nu = 0.230352
obj = -113.740829, rho = -0.063762
nSV = 142, nBSV = 9
Total nSV = 142
.*
optimization finished, #iter = 356
nu = 0.232845
obj = -118.181892, rho = -0.009735
nSV = 144, nBSV = 11
Total nSV = 144
.*
optimization finished, #iter = 345
nu = 0.233132
obj = -118.137113, rho = 0.027284
nSV = 144, nBSV = 9
Total nSV = 144
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 359
nu = 0.194489
obj = -104.438034, rho = -0.031192
nSV = 138, nBSV = 4
Total nSV = 138
.*
optimization finished, #iter = 357
nu = 0.200648
obj = -117.916388, rho = -0.021935
nSV = 144, nBSV = 7
Total nSV = 144
.*
optimization finished, #iter = 341
nu = 0.208706
obj = -116.966576, rho = -0.065124
nSV = 140, nBSV = 7
Total nSV = 140
.*
optimization finished, #iter = 365
nu = 0.213766
obj = -122.283401, rho = -0.010703
nSV = 144, nBSV = 10
Total nSV = 144
.*
optimization finished, #iter = 353
nu = 0.212099
obj = -122.478135, rho = 0.028366
nSV = 144, nBSV = 7
Total nSV = 144
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 353
nu = 0.172606
obj = -105.857667, rho = -0.031695
nSV = 138, nBSV = 3
Total nSV = 138
.*
optimization finished, #iter = 368
nu = 0.182791
obj = -122.384792, rho = -0.020683
nSV = 143, nBSV = 6
Total nSV = 143
.*
optimization finished, #iter = 374
nu = 0.188264
obj = -119.924367, rho = -0.064290
nSV = 139, nBSV = 4
Total nSV = 139
.*
optimization finished, #iter = 367
nu = 0.194989
obj = -125.911982, rho = -0.012266
nSV = 142, nBSV = 7
Total nSV = 142
.*
optimization finished, #iter = 354
nu = 0.192871
obj = -126.728571, rho = 0.030051
nSV = 144, nBSV = 6
Total nSV = 144
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 355
nu = 0.153399
obj = -107.099930, rho = -0.032433
nSV = 138, nBSV = 3
Total nSV = 138
.*
optimization finished, #iter = 373
nu = 0.165675
obj = -126.807509, rho = -0.019061
nSV = 143, nBSV = 4
Total nSV = 143
.*
optimization finished, #iter = 376
nu = 0.168188
obj = -122.803157, rho = -0.062848
nSV = 139, nBSV = 3
Total nSV = 139
.*.*
optimization finished, #iter = 385
nu = 0.176260
obj = -129.180608, rho = -0.014395
nSV = 142, nBSV = 6
Total nSV = 142
.*.*
optimization finished, #iter = 393
nu = 0.174769
obj = -130.824858, rho = 0.032116
nSV = 142, nBSV = 5
Total nSV = 142
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 352
nu = 0.135598
obj = -108.140533, rho = -0.031600
nSV = 138, nBSV = 2
Total nSV = 138
.*
optimization finished, #iter = 377
nu = 0.149923
obj = -131.281667, rho = -0.015930
nSV = 143, nBSV = 4
Total nSV = 143
.*.*
optimization finished, #iter = 387
nu = 0.149985
obj = -125.702984, rho = -0.060546
nSV = 139, nBSV = 3
Total nSV = 139
.*.*
optimization finished, #iter = 393
nu = 0.157912
obj = -132.225066, rho = -0.015582
nSV = 142, nBSV = 3
Total nSV = 142
.*.*
optimization finished, #iter = 392
nu = 0.157888
obj = -134.798331, rho = 0.035184
nSV = 142, nBSV = 4
Total nSV = 142
Cross Validation Accuracy = 77.9167%
.*
optimization finished, #iter = 359
nu = 0.119366
obj = -109.067708, rho = -0.031435
nSV = 138, nBSV = 1
Total nSV = 138
.*.*
optimization finished, #iter = 389
nu = 0.136207
obj = -135.692209, rho = -0.012280
nSV = 144, nBSV = 4
Total nSV = 144
.*
optimization finished, #iter = 375
nu = 0.133517
obj = -128.659461, rho = -0.058211
nSV = 139, nBSV = 2
Total nSV = 139
.*
optimization finished, #iter = 378
nu = 0.141080
obj = -135.266214, rho = -0.014436
nSV = 141, nBSV = 3
Total nSV = 141
.*.*
optimization finished, #iter = 401
nu = 0.142694
obj = -138.641420, rho = 0.039455
nSV = 142, nBSV = 4
Total nSV = 142
Cross Validation Accuracy = 77.9167%
.*
optimization finished, #iter = 350
nu = 0.105210
obj = -109.897028, rho = -0.031343
nSV = 137, nBSV = 1
Total nSV = 137
.*
optimization finished, #iter = 383
nu = 0.124263
obj = -139.796755, rho = -0.008082
nSV = 144, nBSV = 4
Total nSV = 144
.*
optimization finished, #iter = 357
nu = 0.119047
obj = -131.709253, rho = -0.055619
nSV = 139, nBSV = 2
Total nSV = 139
.*.*
optimization finished, #iter = 395
nu = 0.127024
obj = -138.073600, rho = -0.010476
nSV = 141, nBSV = 2
Total nSV = 141
.*
optimization finished, #iter = 375
nu = 0.129472
obj = -142.138820, rho = 0.044404
nSV = 141, nBSV = 4
Total nSV = 141
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 351
nu = 0.092905
obj = -110.537170, rho = -0.031529
nSV = 137, nBSV = 1
Total nSV = 137
.*
optimization finished, #iter = 375
nu = 0.113830
obj = -143.242429, rho = -0.003264
nSV = 144, nBSV = 3
Total nSV = 144
.*
optimization finished, #iter = 354
nu = 0.106452
obj = -134.759138, rho = -0.052753
nSV = 138, nBSV = 2
Total nSV = 138
.*.*
optimization finished, #iter = 403
nu = 0.113365
obj = -140.577373, rho = -0.007607
nSV = 142, nBSV = 2
Total nSV = 142
.*.*
optimization finished, #iter = 383
nu = 0.117141
obj = -144.992188, rho = 0.049189
nSV = 141, nBSV = 2
Total nSV = 141
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 371
nu = 0.082182
obj = -110.859413, rho = -0.031709
nSV = 137, nBSV = 1
Total nSV = 137
.*
optimization finished, #iter = 377
nu = 0.103405
obj = -145.814809, rho = 0.003059
nSV = 144, nBSV = 3
Total nSV = 144
.*
optimization finished, #iter = 369
nu = 0.095507
obj = -137.659085, rho = -0.049582
nSV = 137, nBSV = 2
Total nSV = 137
.*
optimization finished, #iter = 371
nu = 0.101478
obj = -142.773064, rho = -0.004199
nSV = 142, nBSV = 2
Total nSV = 142
.*
optimization finished, #iter = 376
nu = 0.104466
obj = -147.479709, rho = 0.052058
nSV = 140, nBSV = 1
Total nSV = 140
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 372
nu = 0.071806
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 402
nu = 0.092100
obj = -147.627813, rho = 0.009101
nSV = 144, nBSV = 1
Total nSV = 144
.*
optimization finished, #iter = 338
nu = 0.085879
obj = -140.190543, rho = -0.046092
nSV = 136, nBSV = 1
Total nSV = 136
.*
optimization finished, #iter = 362
nu = 0.090389
obj = -144.475372, rho = -0.001241
nSV = 139, nBSV = 1
Total nSV = 139
.*
optimization finished, #iter = 358
nu = 0.092225
obj = -149.910912, rho = 0.054869
nSV = 140, nBSV = 1
Total nSV = 140
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 372
nu = 0.062511
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 387
nu = 0.081616
obj = -149.219085, rho = 0.014949
nSV = 143, nBSV = 1
Total nSV = 143
.*
optimization finished, #iter = 350
nu = 0.076009
obj = -142.506687, rho = -0.043738
nSV = 135, nBSV = 1
Total nSV = 135
.*
optimization finished, #iter = 373
nu = 0.080003
obj = -145.929254, rho = 0.000829
nSV = 139, nBSV = 1
Total nSV = 139
.*
optimization finished, #iter = 373
nu = 0.081536
obj = -152.455863, rho = 0.058703
nSV = 139, nBSV = 1
Total nSV = 139
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 372
nu = 0.054419
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 403
nu = 0.072522
obj = -150.440365, rho = 0.021491
nSV = 142, nBSV = 1
Total nSV = 142
.*
optimization finished, #iter = 337
nu = 0.067418
obj = -144.811643, rho = -0.041083
nSV = 135, nBSV = 1
Total nSV = 135
.*
optimization finished, #iter = 369
nu = 0.071070
obj = -147.031608, rho = 0.003307
nSV = 138, nBSV = 1
Total nSV = 138
.*.*
optimization finished, #iter = 382
nu = 0.072272
obj = -155.059596, rho = 0.063156
nSV = 137, nBSV = 1
Total nSV = 137
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 372
nu = 0.047374
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 391
nu = 0.064605
obj = -151.033015, rho = 0.028978
nSV = 141, nBSV = 1
Total nSV = 141
.*
optimization finished, #iter = 340
nu = 0.059964
obj = -146.985094, rho = -0.038403
nSV = 134, nBSV = 1
Total nSV = 134
.*
optimization finished, #iter = 380
nu = 0.063326
obj = -147.481757, rho = 0.006186
nSV = 138, nBSV = 1
Total nSV = 138
.*.*
optimization finished, #iter = 396
nu = 0.064261
obj = -157.582180, rho = 0.068132
nSV = 137, nBSV = 1
Total nSV = 137
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 372
nu = 0.041242
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.056476
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 349
nu = 0.053505
obj = -148.823418, rho = -0.035408
nSV = 135, nBSV = 1
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.055146
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 386
nu = 0.057285
obj = -159.846789, rho = 0.073798
nSV = 137, nBSV = 1
Total nSV = 137
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 372
nu = 0.035903
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.049165
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 344
nu = 0.047877
obj = -150.061033, rho = -0.031928
nSV = 135, nBSV = 1
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.048007
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 382
nu = 0.051215
obj = -161.612956, rho = 0.080349
nSV = 137, nBSV = 1
Total nSV = 137
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.031256
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.042800
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.042607
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.041793
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*
optimization finished, #iter = 369
nu = 0.045929
obj = -162.539598, rho = 0.087822
nSV = 136, nBSV = 1
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.027209
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.037260
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.037092
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.036383
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.040318
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.023687
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.032437
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.032290
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.031673
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.035099
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.020621
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.028238
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.028110
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.027573
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.030555
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.017952
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.024582
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.024471
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.024004
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.026600
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.015628
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.021400
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.021304
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.020896
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.023156
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.013605
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.018630
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.018546
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.018191
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.020159
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.011844
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.016218
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.016145
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.015836
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.017549
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.010310
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.014119
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.014055
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.013786
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.015277
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.008976
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.012291
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.012236
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.012002
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.013300
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.007814
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.010700
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.010652
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.010448
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.011578
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.006802
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.009315
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.009273
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.009096
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.010079
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.005922
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.008109
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.008073
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.007918
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.008775
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.005155
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.007059
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.007028
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.006893
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.007639
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.004488
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.006146
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.006118
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.006001
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.006650
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.003907
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.005350
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.005326
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.005224
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.005789
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.003401
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.004657
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.004636
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.004548
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.005040
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.002961
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.004055
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.004036
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.003959
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.004387
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.002578
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.003530
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.003514
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.003447
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.003819
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.002244
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.003073
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.003059
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.003000
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.003325
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.001953
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.002675
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.002663
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.002612
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.002895
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.001701
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.002329
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.002318
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.002274
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.002520
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.001480
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.002027
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.002018
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.001980
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.002194
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.001289
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.001765
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.001757
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.001723
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.001910
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 372
nu = 0.001122
obj = -110.871043, rho = -0.031750
nSV = 137, nBSV = 0
Total nSV = 137
.*.*
optimization finished, #iter = 385
nu = 0.001536
obj = -151.047578, rho = 0.030352
nSV = 140, nBSV = 0
Total nSV = 140
.*
optimization finished, #iter = 350
nu = 0.001529
obj = -150.361930, rho = -0.029555
nSV = 135, nBSV = 0
Total nSV = 135
.*.*
optimization finished, #iter = 386
nu = 0.001500
obj = -147.481847, rho = 0.006267
nSV = 138, nBSV = 0
Total nSV = 138
.*.*
optimization finished, #iter = 395
nu = 0.001662
obj = -162.587805, rho = 0.090002
nSV = 136, nBSV = 0
Total nSV = 136
Cross Validation Accuracy = 76.6667%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.165837, rho = 0.995753
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.165830, rho = 0.996290
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165827, rho = 0.995352
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165840, rho = 0.996159
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.163882, rho = 0.996567
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.190471, rho = 0.995271
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190462, rho = 0.995797
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190459, rho = 0.994528
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190475, rho = 0.995586
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.188225, rho = 0.996056
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.218752, rho = 0.994543
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218740, rho = 0.995260
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218736, rho = 0.993949
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218757, rho = 0.994930
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.216172, rho = 0.995389
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.251224, rho = 0.993732
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.251210, rho = 0.994599
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251203, rho = 0.993049
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.251232, rho = 0.994207
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.248261, rho = 0.994704
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.288511, rho = 0.992832
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288491, rho = 0.993796
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.288483, rho = 0.991824
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.288521, rho = 0.993339
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.285106, rho = 0.993916
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.331315, rho = 0.991787
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.331288, rho = 0.992874
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331278, rho = 0.990573
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.331328, rho = 0.992323
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.327403, rho = 0.993103
nSV = 172, nBSV = 165
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.380472, rho = 0.990551
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.380437, rho = 0.991689
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.380423, rho = 0.989171
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.380490, rho = 0.991178
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.375977, rho = 0.992076
nSV = 172, nBSV = 165
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.436884, rho = 0.989160
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.436838, rho = 0.990454
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.436820, rho = 0.987462
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.436907, rho = 0.989867
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.431720, rho = 0.990856
nSV = 173, nBSV = 163
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.501632, rho = 0.987548
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.501571, rho = 0.988898
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.501548, rho = 0.985779
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.501663, rho = 0.988483
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.495698, rho = 0.989496
nSV = 173, nBSV = 163
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.575945, rho = 0.985643
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.575863, rho = 0.987248
nSV = 173, nBSV = 165
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.575834, rho = 0.983747
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.575985, rho = 0.986618
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.569125, rho = 0.987987
nSV = 173, nBSV = 164
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.661224, rho = 0.983588
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.661117, rho = 0.985370
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.661078, rho = 0.981330
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.661278, rho = 0.984625
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.653387, rho = 0.986201
nSV = 173, nBSV = 164
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.759050, rho = 0.981147
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.758909, rho = 0.983200
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.758857, rho = 0.978554
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.759122, rho = 0.982368
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.879581
obj = -0.750045, rho = 0.983948
nSV = 175, nBSV = 160
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.871274, rho = 0.978363
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.871088, rho = 0.980640
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.871019, rho = 0.975365
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.871369, rho = 0.979746
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.860925, rho = 0.981583
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.999997, rho = 0.975051
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.999750, rho = 0.977760
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.999659, rho = 0.971701
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.000120, rho = 0.976734
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.988100, rho = 0.978844
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.147575, rho = 0.971476
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.147250, rho = 0.974479
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.147130, rho = 0.967494
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.147739, rho = 0.973275
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.879581
obj = -1.133901, rho = 0.975698
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.316740, rho = 0.967234
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.316311, rho = 0.970666
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.316154, rho = 0.962672
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.316955, rho = 0.969286
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.879581
obj = -1.301019, rho = 0.972084
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.510591, rho = 0.962362
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.510025, rho = 0.966304
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.509820, rho = 0.957223
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.510875, rho = 0.964656
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.879581
obj = -1.492518, rho = 0.967983
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -1.732706, rho = 0.956764
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.731959, rho = 0.961293
nSV = 174, nBSV = 163
Total nSV = 174
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.731688, rho = 0.950860
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.733082, rho = 0.959291
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.879581
obj = -1.711923, rho = 0.963221
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -1.986982, rho = 0.950300
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.985998, rho = 0.955637
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.985638, rho = 0.943553
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.987478, rho = 0.953237
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.879581
obj = -1.963080, rho = 0.957751
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -2.277829, rho = 0.942914
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.885417
obj = -2.276531, rho = 0.948953
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.276056, rho = 0.935167
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.278483, rho = 0.946287
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 99
nu = 0.879581
obj = -2.250338, rho = 0.951451
nSV = 176, nBSV = 159
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -2.610710, rho = 0.934423
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.885417
obj = -2.608998, rho = 0.941360
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.608370, rho = 0.925525
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -2.611574, rho = 0.938295
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.879581
obj = -2.579081, rho = 0.944230
nSV = 176, nBSV = 159
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -2.991073, rho = 0.924758
nSV = 177, nBSV = 166
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -2.988813, rho = 0.932642
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.987985, rho = 0.914486
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -2.992213, rho = 0.929155
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 100
nu = 0.879581
obj = -2.954677, rho = 0.935875
nSV = 176, nBSV = 158
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -3.425604, rho = 0.913604
nSV = 177, nBSV = 166
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -3.422621, rho = 0.922626
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.421529, rho = 0.901674
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 102
nu = 0.885417
obj = -3.427108, rho = 0.918612
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 101
nu = 0.879581
obj = -3.383709, rho = 0.926363
nSV = 176, nBSV = 159
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -3.921489, rho = 0.900756
nSV = 177, nBSV = 166
Total nSV = 177
*
optimization finished, #iter = 102
nu = 0.885417
obj = -3.917554, rho = 0.911156
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.916112, rho = 0.887052
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -3.923473, rho = 0.906491
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 103
nu = 0.879581
obj = -3.873252, rho = 0.915369
nSV = 176, nBSV = 158
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -4.486798, rho = 0.885997
nSV = 177, nBSV = 166
Total nSV = 177
*
optimization finished, #iter = 102
nu = 0.885417
obj = -4.481605, rho = 0.897943
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -4.479703, rho = 0.870255
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -4.489417, rho = 0.892594
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 106
nu = 0.879581
obj = -4.431240, rho = 0.902786
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -5.130344, rho = 0.869147
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.885417
obj = -5.123492, rho = 0.882769
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -5.120981, rho = 0.850963
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -5.133798, rho = 0.876694
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 106
nu = 0.879581
obj = -5.066329, rho = 0.888331
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -5.862131, rho = 0.849689
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.885417
obj = -5.853090, rho = 0.865325
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -5.849777, rho = 0.828866
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 102
nu = 0.885417
obj = -5.866690, rho = 0.858394
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 110
nu = 0.879581
obj = -5.788338, rho = 0.871634
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -6.692792, rho = 0.827337
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.885417
obj = -6.680863, rho = 0.845299
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 102
nu = 0.885417
obj = -6.676491, rho = 0.803341
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -6.698807, rho = 0.837256
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 109
nu = 0.879581
obj = -6.607684, rho = 0.852597
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -7.633738, rho = 0.801671
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -7.617997, rho = 0.822284
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -7.612229, rho = 0.774146
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 102
nu = 0.885417
obj = -7.641675, rho = 0.813052
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 109
nu = 0.879581
obj = -7.535525, rho = 0.830681
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -8.697344, rho = 0.772180
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.885417
obj = -8.676575, rho = 0.795877
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -8.668964, rho = 0.740646
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -8.707818, rho = 0.785309
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 112
nu = 0.879581
obj = -8.583935, rho = 0.805467
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -9.896376, rho = 0.738277
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.885417
obj = -9.868970, rho = 0.765522
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -9.858927, rho = 0.702078
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -9.910196, rho = 0.753383
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 110
nu = 0.879581
obj = -9.765316, rho = 0.776526
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -11.243545, rho = 0.699299
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.885417
obj = -11.207383, rho = 0.730654
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -11.194131, rho = 0.657776
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -11.261781, rho = 0.716701
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 111
nu = 0.879581
obj = -11.091962, rho = 0.743316
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -12.751130, rho = 0.654626
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -12.703415, rho = 0.690609
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -12.685928, rho = 0.606891
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 104
nu = 0.885417
obj = -12.775191, rho = 0.674577
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 111
nu = 0.879581
obj = -12.575642, rho = 0.705149
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -14.430513, rho = 0.603221
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -14.367551, rho = 0.644603
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 105
nu = 0.885417
obj = -14.344479, rho = 0.548435
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 106
nu = 0.885417
obj = -14.462262, rho = 0.626166
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 113
nu = 0.879581
obj = -14.227129, rho = 0.661266
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 58.3333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -16.290579, rho = 0.544197
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -16.207499, rho = 0.591694
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 105
nu = 0.885417
obj = -16.177053, rho = 0.481281
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 105
nu = 0.885417
obj = -16.332474, rho = 0.570587
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 113
nu = 0.879581
obj = -16.054570, rho = 0.610892
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 59.5833%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -18.335506, rho = 0.476466
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -18.225884, rho = 0.530954
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 107
nu = 0.885417
obj = -18.185711, rho = 0.404095
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 106
nu = 0.885417
obj = -18.390786, rho = 0.506738
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 114
nu = 0.879581
obj = -18.061269, rho = 0.553108
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 62.5%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -20.564457, rho = 0.398606
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -20.419804, rho = 0.461198
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 107
nu = 0.885417
obj = -20.366794, rho = 0.315472
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 107
nu = 0.885417
obj = -20.637403, rho = 0.433363
nSV = 175, nBSV = 161
Total nSV = 175
*
optimization finished, #iter = 114
nu = 0.879581
obj = -20.245296, rho = 0.486646
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 66.6667%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -22.965279, rho = 0.309186
nSV = 178, nBSV = 166
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.877616
obj = -22.783258, rho = 0.400669
nSV = 176, nBSV = 160
Total nSV = 176
*
optimization finished, #iter = 108
nu = 0.883083
obj = -22.705276, rho = 0.220926
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 108
nu = 0.882815
obj = -23.062524, rho = 0.356130
nSV = 175, nBSV = 160
Total nSV = 175
*
optimization finished, #iter = 116
nu = 0.876405
obj = -22.594636, rho = 0.418215
nSV = 176, nBSV = 156
Total nSV = 176
Cross Validation Accuracy = 68.75%
*
optimization finished, #iter = 99
nu = 0.873199
obj = -25.524483, rho = 0.234352
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 105
nu = 0.864178
obj = -25.347067, rho = 0.349980
nSV = 174, nBSV = 156
Total nSV = 174
*
optimization finished, #iter = 108
nu = 0.868931
obj = -25.219422, rho = 0.154190
nSV = 175, nBSV = 160
Total nSV = 175
*
optimization finished, #iter = 113
nu = 0.867346
obj = -25.696909, rho = 0.308277
nSV = 173, nBSV = 158
Total nSV = 173
*
optimization finished, #iter = 120
nu = 0.864457
obj = -25.130377, rho = 0.366207
nSV = 175, nBSV = 155
Total nSV = 175
Cross Validation Accuracy = 72.9167%
*
optimization finished, #iter = 99
nu = 0.859883
obj = -28.267990, rho = 0.180254
nSV = 171, nBSV = 158
Total nSV = 171
*
optimization finished, #iter = 112
nu = 0.850542
obj = -28.120029, rho = 0.297646
nSV = 171, nBSV = 151
Total nSV = 171
*
optimization finished, #iter = 114
nu = 0.850496
obj = -27.931025, rho = 0.101351
nSV = 174, nBSV = 157
Total nSV = 174
*
optimization finished, #iter = 121
nu = 0.855135
obj = -28.553527, rho = 0.247851
nSV = 173, nBSV = 155
Total nSV = 173
*
optimization finished, #iter = 123
nu = 0.849970
obj = -27.859070, rho = 0.317184
nSV = 173, nBSV = 151
Total nSV = 173
Cross Validation Accuracy = 73.75%
*
optimization finished, #iter = 117
nu = 0.838669
obj = -31.195930, rho = 0.145218
nSV = 171, nBSV = 150
Total nSV = 171
*
optimization finished, #iter = 121
nu = 0.832319
obj = -31.091701, rho = 0.257938
nSV = 170, nBSV = 146
Total nSV = 170
*
optimization finished, #iter = 105
nu = 0.829381
obj = -30.855064, rho = 0.066512
nSV = 167, nBSV = 150
Total nSV = 167
*
optimization finished, #iter = 119
nu = 0.841513
obj = -31.620078, rho = 0.190169
nSV = 172, nBSV = 153
Total nSV = 172
*
optimization finished, #iter = 123
nu = 0.834015
obj = -30.777327, rho = 0.268932
nSV = 173, nBSV = 146
Total nSV = 173
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 110
nu = 0.815791
obj = -34.345377, rho = 0.113048
nSV = 168, nBSV = 147
Total nSV = 168
*
optimization finished, #iter = 117
nu = 0.814326
obj = -34.278292, rho = 0.219047
nSV = 168, nBSV = 144
Total nSV = 168
*
optimization finished, #iter = 111
nu = 0.806845
obj = -34.004283, rho = 0.037052
nSV = 164, nBSV = 143
Total nSV = 164
*
optimization finished, #iter = 124
nu = 0.826254
obj = -34.879337, rho = 0.138076
nSV = 170, nBSV = 147
Total nSV = 170
*
optimization finished, #iter = 137
nu = 0.812025
obj = -33.890972, rho = 0.242671
nSV = 171, nBSV = 139
Total nSV = 171
Cross Validation Accuracy = 76.6667%
*
optimization finished, #iter = 113
nu = 0.794281
obj = -37.689188, rho = 0.083251
nSV = 164, nBSV = 141
Total nSV = 164
*
optimization finished, #iter = 128
nu = 0.792058
obj = -37.662277, rho = 0.197175
nSV = 167, nBSV = 137
Total nSV = 167
*
optimization finished, #iter = 117
nu = 0.788389
obj = -37.353970, rho = -0.009810
nSV = 160, nBSV = 139
Total nSV = 160
*
optimization finished, #iter = 139
nu = 0.806374
obj = -38.329112, rho = 0.106163
nSV = 167, nBSV = 138
Total nSV = 167
*
optimization finished, #iter = 144
nu = 0.789393
obj = -37.214400, rho = 0.220894
nSV = 166, nBSV = 132
Total nSV = 166
Cross Validation Accuracy = 76.6667%
*
optimization finished, #iter = 128
nu = 0.770610
obj = -41.219024, rho = 0.074529
nSV = 160, nBSV = 133
Total nSV = 160
*
optimization finished, #iter = 131
nu = 0.768533
obj = -41.248116, rho = 0.171554
nSV = 165, nBSV = 131
Total nSV = 165
*
optimization finished, #iter = 135
nu = 0.765232
obj = -40.875429, rho = -0.034633
nSV = 160, nBSV = 130
Total nSV = 160
*
optimization finished, #iter = 141
nu = 0.783470
obj = -41.972412, rho = 0.093475
nSV = 163, nBSV = 132
Total nSV = 163
*
optimization finished, #iter = 148
nu = 0.765290
obj = -40.737605, rho = 0.199650
nSV = 164, nBSV = 128
Total nSV = 164
Cross Validation Accuracy = 77.5%
*
optimization finished, #iter = 138
nu = 0.746153
obj = -44.911025, rho = 0.073827
nSV = 160, nBSV = 124
Total nSV = 160
*
optimization finished, #iter = 140
nu = 0.745006
obj = -45.020197, rho = 0.147059
nSV = 159, nBSV = 122
Total nSV = 159
*
optimization finished, #iter = 142
nu = 0.740261
obj = -44.578027, rho = -0.039415
nSV = 159, nBSV = 125
Total nSV = 159
*
optimization finished, #iter = 150
nu = 0.761177
obj = -45.781738, rho = 0.085307
nSV = 163, nBSV = 125
Total nSV = 163
*
optimization finished, #iter = 152
nu = 0.741921
obj = -44.434469, rho = 0.172637
nSV = 161, nBSV = 119
Total nSV = 161
Cross Validation Accuracy = 79.1667%
*
optimization finished, #iter = 151
nu = 0.721552
obj = -48.726339, rho = 0.061513
nSV = 159, nBSV = 118
Total nSV = 159
*
optimization finished, #iter = 158
nu = 0.720771
obj = -48.938001, rho = 0.115971
nSV = 158, nBSV = 110
Total nSV = 158
*
optimization finished, #iter = 160
nu = 0.715653
obj = -48.422554, rho = -0.037113
nSV = 159, nBSV = 115
Total nSV = 159
*
optimization finished, #iter = 167
nu = 0.737716
obj = -49.706390, rho = 0.056846
nSV = 162, nBSV = 116
Total nSV = 162
*
optimization finished, #iter = 172
nu = 0.717080
obj = -48.268752, rho = 0.140653
nSV = 158, nBSV = 109
Total nSV = 158
Cross Validation Accuracy = 79.1667%
*
optimization finished, #iter = 165
nu = 0.695312
obj = -52.607400, rho = 0.042238
nSV = 159, nBSV = 104
Total nSV = 159
*
optimization finished, #iter = 172
nu = 0.695654
obj = -52.955361, rho = 0.081734
nSV = 156, nBSV = 101
Total nSV = 156
*
optimization finished, #iter = 171
nu = 0.689309
obj = -52.368951, rho = -0.037975
nSV = 158, nBSV = 105
Total nSV = 158
*
optimization finished, #iter = 178
nu = 0.709786
obj = -53.708014, rho = 0.040724
nSV = 160, nBSV = 102
Total nSV = 160
*
optimization finished, #iter = 185
nu = 0.690510
obj = -52.202284, rho = 0.111375
nSV = 159, nBSV = 100
Total nSV = 159
Cross Validation Accuracy = 78.75%
*
optimization finished, #iter = 173
nu = 0.668076
obj = -56.504517, rho = 0.012388
nSV = 156, nBSV = 97
Total nSV = 156
*
optimization finished, #iter = 184
nu = 0.669995
obj = -57.005027, rho = 0.048235
nSV = 156, nBSV = 94
Total nSV = 156
*
optimization finished, #iter = 188
nu = 0.660331
obj = -56.374462, rho = -0.040697
nSV = 154, nBSV = 88
Total nSV = 154
*.*
optimization finished, #iter = 201
nu = 0.679477
obj = -57.776143, rho = 0.030301
nSV = 158, nBSV = 91
Total nSV = 158
*.*
optimization finished, #iter = 201
nu = 0.661431
obj = -56.206857, rho = 0.093156
nSV = 159, nBSV = 89
Total nSV = 159
Cross Validation Accuracy = 79.1667%
*.*
optimization finished, #iter = 215
nu = 0.638310
obj = -60.335388, rho = -0.008398
nSV = 156, nBSV = 78
Total nSV = 156
*.*
optimization finished, #iter = 209
nu = 0.641517
obj = -61.014070, rho = 0.024082
nSV = 155, nBSV = 82
Total nSV = 155
*.*
optimization finished, #iter = 217
nu = 0.629768
obj = -60.422590, rho = -0.041929
nSV = 154, nBSV = 79
Total nSV = 154
*.*
optimization finished, #iter = 218
nu = 0.648116
obj = -61.862256, rho = 0.021523
nSV = 157, nBSV = 80
Total nSV = 157
*.*
optimization finished, #iter = 245
nu = 0.630732
obj = -60.247855, rho = 0.076573
nSV = 160, nBSV = 76
Total nSV = 160
Cross Validation Accuracy = 78.75%
*.*
optimization finished, #iter = 236
nu = 0.604685
obj = -64.071489, rho = -0.024156
nSV = 155, nBSV = 65
Total nSV = 155
*.*
optimization finished, #iter = 221
nu = 0.610452
obj = -64.939267, rho = 0.002880
nSV = 154, nBSV = 73
Total nSV = 154
*.*
optimization finished, #iter = 229
nu = 0.597771
obj = -64.459852, rho = -0.043814
nSV = 153, nBSV = 67
Total nSV = 153
*.*
optimization finished, #iter = 242
nu = 0.614324
obj = -65.925101, rho = 0.012922
nSV = 157, nBSV = 69
Total nSV = 157
*.*
optimization finished, #iter = 251
nu = 0.597760
obj = -64.297681, rho = 0.062286
nSV = 158, nBSV = 64
Total nSV = 158
Cross Validation Accuracy = 78.75%
*.*
optimization finished, #iter = 250
nu = 0.566867
obj = -67.710521, rho = -0.022652
nSV = 154, nBSV = 50
Total nSV = 154
*.*
optimization finished, #iter = 241
nu = 0.575030
obj = -68.732364, rho = -0.004706
nSV = 153, nBSV = 54
Total nSV = 153
*.*
optimization finished, #iter = 232
nu = 0.563020
obj = -68.474087, rho = -0.038075
nSV = 152, nBSV = 58
Total nSV = 152
*.*
optimization finished, #iter = 239
nu = 0.577371
obj = -69.956792, rho = 0.009370
nSV = 155, nBSV = 53
Total nSV = 155
.*
optimization finished, #iter = 268
nu = 0.561259
obj = -68.358633, rho = 0.052070
nSV = 157, nBSV = 48
Total nSV = 157
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 274
nu = 0.527235
obj = -71.287080, rho = -0.026554
nSV = 153, nBSV = 38
Total nSV = 153
.*
optimization finished, #iter = 269
nu = 0.536081
obj = -72.457355, rho = -0.006462
nSV = 154, nBSV = 46
Total nSV = 154
*.*
optimization finished, #iter = 247
nu = 0.527296
obj = -72.455448, rho = -0.038992
nSV = 151, nBSV = 47
Total nSV = 151
.*
optimization finished, #iter = 265
nu = 0.539124
obj = -73.991126, rho = 0.007160
nSV = 154, nBSV = 48
Total nSV = 154
.*
optimization finished, #iter = 283
nu = 0.524384
obj = -72.482738, rho = 0.048459
nSV = 158, nBSV = 42
Total nSV = 158
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 282
nu = 0.487629
obj = -74.835549, rho = -0.028003
nSV = 152, nBSV = 34
Total nSV = 152
.*
optimization finished, #iter = 279
nu = 0.497696
obj = -76.119556, rho = -0.006659
nSV = 154, nBSV = 37
Total nSV = 154
.*
optimization finished, #iter = 271
nu = 0.491470
obj = -76.404703, rho = -0.039831
nSV = 149, nBSV = 37
Total nSV = 149
.*
optimization finished, #iter = 270
nu = 0.502328
obj = -77.996701, rho = 0.006338
nSV = 151, nBSV = 38
Total nSV = 151
.*
optimization finished, #iter = 305
nu = 0.489370
obj = -76.632616, rho = 0.044521
nSV = 155, nBSV = 35
Total nSV = 155
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 289
nu = 0.451443
obj = -78.317441, rho = -0.027124
nSV = 150, nBSV = 32
Total nSV = 150
.*
optimization finished, #iter = 298
nu = 0.460444
obj = -79.689076, rho = -0.009844
nSV = 155, nBSV = 31
Total nSV = 155
.*
optimization finished, #iter = 285
nu = 0.456279
obj = -80.289194, rho = -0.040174
nSV = 149, nBSV = 29
Total nSV = 149
.*
optimization finished, #iter = 293
nu = 0.466550
obj = -81.937350, rho = 0.004852
nSV = 152, nBSV = 32
Total nSV = 152
.*
optimization finished, #iter = 328
nu = 0.454545
obj = -80.786452, rho = 0.040726
nSV = 154, nBSV = 27
Total nSV = 154
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 295
nu = 0.416821
obj = -81.623040, rho = -0.025851
nSV = 149, nBSV = 26
Total nSV = 149
.*
optimization finished, #iter = 311
nu = 0.423040
obj = -83.169226, rho = -0.011474
nSV = 155, nBSV = 24
Total nSV = 155
.*
optimization finished, #iter = 283
nu = 0.420731
obj = -84.135943, rho = -0.041848
nSV = 149, nBSV = 26
Total nSV = 149
.*
optimization finished, #iter = 303
nu = 0.430596
obj = -85.790631, rho = 0.002819
nSV = 153, nBSV = 25
Total nSV = 153
.*
optimization finished, #iter = 320
nu = 0.420707
obj = -84.943601, rho = 0.038882
nSV = 153, nBSV = 23
Total nSV = 153
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 298
nu = 0.382932
obj = -84.730118, rho = -0.024458
nSV = 151, nBSV = 22
Total nSV = 151
.*
optimization finished, #iter = 330
nu = 0.385955
obj = -86.634116, rho = -0.011240
nSV = 155, nBSV = 21
Total nSV = 155
.*
optimization finished, #iter = 305
nu = 0.387248
obj = -87.930082, rho = -0.041613
nSV = 151, nBSV = 21
Total nSV = 151
.*
optimization finished, #iter = 305
nu = 0.393552
obj = -89.656704, rho = 0.001483
nSV = 153, nBSV = 20
Total nSV = 153
.*
optimization finished, #iter = 313
nu = 0.388182
obj = -89.088733, rho = 0.036006
nSV = 153, nBSV = 19
Total nSV = 153
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 322
nu = 0.350473
obj = -87.614320, rho = -0.024944
nSV = 150, nBSV = 16
Total nSV = 150
.*
optimization finished, #iter = 323
nu = 0.350367
obj = -90.150591, rho = -0.011290
nSV = 153, nBSV = 18
Total nSV = 153
.*
optimization finished, #iter = 304
nu = 0.355618
obj = -91.654981, rho = -0.043800
nSV = 151, nBSV = 19
Total nSV = 151
.*
optimization finished, #iter = 309
nu = 0.360730
obj = -93.566275, rho = 0.000775
nSV = 150, nBSV = 19
Total nSV = 150
.*
optimization finished, #iter = 327
nu = 0.357134
obj = -93.227631, rho = 0.033152
nSV = 153, nBSV = 17
Total nSV = 153
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 326
nu = 0.319698
obj = -90.201227, rho = -0.027369
nSV = 147, nBSV = 12
Total nSV = 147
.*
optimization finished, #iter = 334
nu = 0.317772
obj = -93.774025, rho = -0.010994
nSV = 153, nBSV = 13
Total nSV = 153
.*
optimization finished, #iter = 327
nu = 0.326879
obj = -95.207873, rho = -0.046805
nSV = 151, nBSV = 15
Total nSV = 151
.*
optimization finished, #iter = 316
nu = 0.329871
obj = -97.425441, rho = -0.001689
nSV = 151, nBSV = 15
Total nSV = 151
.*
optimization finished, #iter = 306
nu = 0.327971
obj = -97.326072, rho = 0.030090
nSV = 152, nBSV = 15
Total nSV = 152
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 328
nu = 0.289763
obj = -92.497041, rho = -0.029301
nSV = 147, nBSV = 11
Total nSV = 147
.*
optimization finished, #iter = 339
nu = 0.288216
obj = -97.498386, rho = -0.011145
nSV = 154, nBSV = 11
Total nSV = 154
.*
optimization finished, #iter = 352
nu = 0.298318
obj = -98.532023, rho = -0.049152
nSV = 151, nBSV = 11
Total nSV = 151
.*
optimization finished, #iter = 322
nu = 0.300393
obj = -101.260673, rho = -0.003751
nSV = 149, nBSV = 13
Total nSV = 149
.*
optimization finished, #iter = 329
nu = 0.301484
obj = -101.313558, rho = 0.026590
nSV = 152, nBSV = 14
Total nSV = 152
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 323
nu = 0.261682
obj = -94.467985, rho = -0.029688
nSV = 147, nBSV = 9
Total nSV = 147
.*
optimization finished, #iter = 351
nu = 0.261917
obj = -101.301708, rho = -0.011676
nSV = 154, nBSV = 10
Total nSV = 154
.*
optimization finished, #iter = 346
nu = 0.271376
obj = -101.684226, rho = -0.052073
nSV = 151, nBSV = 9
Total nSV = 151
.*
optimization finished, #iter = 322
nu = 0.273572
obj = -105.077698, rho = -0.005129
nSV = 149, nBSV = 12
Total nSV = 149
.*
optimization finished, #iter = 334
nu = 0.274650
obj = -105.131616, rho = 0.025070
nSV = 152, nBSV = 10
Total nSV = 152
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 343
nu = 0.235063
obj = -96.096379, rho = -0.028987
nSV = 145, nBSV = 6
Total nSV = 145
.*
optimization finished, #iter = 333
nu = 0.238176
obj = -105.100292, rho = -0.010502
nSV = 153, nBSV = 9
Total nSV = 153
.*
optimization finished, #iter = 348
nu = 0.246082
obj = -104.622835, rho = -0.054813
nSV = 150, nBSV = 8
Total nSV = 150
.*
optimization finished, #iter = 354
nu = 0.249872
obj = -108.763505, rho = -0.005819
nSV = 149, nBSV = 12
Total nSV = 149
.*
optimization finished, #iter = 345
nu = 0.249358
obj = -108.956976, rho = 0.025177
nSV = 150, nBSV = 9
Total nSV = 150
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 351
nu = 0.209321
obj = -97.477411, rho = -0.027719
nSV = 144, nBSV = 4
Total nSV = 144
.*
optimization finished, #iter = 363
nu = 0.216046
obj = -108.872678, rho = -0.009514
nSV = 153, nBSV = 7
Total nSV = 153
.*
optimization finished, #iter = 345
nu = 0.221976
obj = -107.334256, rho = -0.055056
nSV = 150, nBSV = 7
Total nSV = 150
.*
optimization finished, #iter = 363
nu = 0.228558
obj = -112.114705, rho = -0.007268
nSV = 149, nBSV = 9
Total nSV = 149
.*
optimization finished, #iter = 353
nu = 0.226541
obj = -112.695750, rho = 0.026539
nSV = 151, nBSV = 7
Total nSV = 151
Cross Validation Accuracy = 77.9167%
.*
optimization finished, #iter = 354
nu = 0.185545
obj = -98.705377, rho = -0.027534
nSV = 144, nBSV = 3
Total nSV = 144
.*
optimization finished, #iter = 340
nu = 0.196191
obj = -112.581840, rho = -0.008667
nSV = 150, nBSV = 6
Total nSV = 150
.*
optimization finished, #iter = 354
nu = 0.199575
obj = -109.812969, rho = -0.054043
nSV = 148, nBSV = 4
Total nSV = 148
.*
optimization finished, #iter = 371
nu = 0.207196
obj = -115.063029, rho = -0.007899
nSV = 148, nBSV = 7
Total nSV = 148
.*.*
optimization finished, #iter = 395
nu = 0.205293
obj = -116.319257, rho = 0.028020
nSV = 151, nBSV = 6
Total nSV = 151
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 356
nu = 0.164687
obj = -99.773626, rho = -0.027653
nSV = 143, nBSV = 3
Total nSV = 143
.*
optimization finished, #iter = 376
nu = 0.176696
obj = -116.260119, rho = -0.006995
nSV = 150, nBSV = 4
Total nSV = 150
.*
optimization finished, #iter = 357
nu = 0.177991
obj = -112.222030, rho = -0.052955
nSV = 147, nBSV = 4
Total nSV = 147
.*
optimization finished, #iter = 378
nu = 0.186472
obj = -117.730859, rho = -0.009746
nSV = 147, nBSV = 5
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.185512
obj = -119.809765, rho = 0.028907
nSV = 151, nBSV = 5
Total nSV = 151
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 351
nu = 0.145314
obj = -100.649898, rho = -0.027142
nSV = 143, nBSV = 1
Total nSV = 143
.*
optimization finished, #iter = 362
nu = 0.159459
obj = -119.985190, rho = -0.004722
nSV = 149, nBSV = 4
Total nSV = 149
.*
optimization finished, #iter = 356
nu = 0.158512
obj = -114.619474, rho = -0.051027
nSV = 147, nBSV = 2
Total nSV = 147
.*.*
optimization finished, #iter = 391
nu = 0.166302
obj = -120.230766, rho = -0.009936
nSV = 147, nBSV = 3
Total nSV = 147
.*.*
optimization finished, #iter = 399
nu = 0.167115
obj = -123.186434, rho = 0.030340
nSV = 150, nBSV = 4
Total nSV = 150
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 354
nu = 0.127813
obj = -101.454586, rho = -0.027186
nSV = 143, nBSV = 1
Total nSV = 143
.*
optimization finished, #iter = 350
nu = 0.144486
obj = -123.610337, rho = -0.001761
nSV = 147, nBSV = 4
Total nSV = 147
.*
optimization finished, #iter = 355
nu = 0.140784
obj = -117.060876, rho = -0.049366
nSV = 147, nBSV = 2
Total nSV = 147
.*
optimization finished, #iter = 381
nu = 0.148374
obj = -122.723682, rho = -0.009052
nSV = 145, nBSV = 3
Total nSV = 145
.*.*
optimization finished, #iter = 387
nu = 0.150738
obj = -126.436293, rho = 0.033264
nSV = 148, nBSV = 4
Total nSV = 148
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 331
nu = 0.112584
obj = -102.169668, rho = -0.027187
nSV = 143, nBSV = 1
Total nSV = 143
.*
optimization finished, #iter = 356
nu = 0.131469
obj = -126.904390, rho = 0.001862
nSV = 147, nBSV = 4
Total nSV = 147
.*
optimization finished, #iter = 364
nu = 0.125353
obj = -119.549670, rho = -0.047428
nSV = 147, nBSV = 2
Total nSV = 147
.*
optimization finished, #iter = 367
nu = 0.133188
obj = -124.973847, rho = -0.005835
nSV = 145, nBSV = 2
Total nSV = 145
.*
optimization finished, #iter = 364
nu = 0.136495
obj = -129.349260, rho = 0.037097
nSV = 147, nBSV = 4
Total nSV = 147
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 342
nu = 0.099323
obj = -102.714912, rho = -0.027209
nSV = 143, nBSV = 1
Total nSV = 143
.*
optimization finished, #iter = 379
nu = 0.119822
obj = -129.548110, rho = 0.006087
nSV = 147, nBSV = 3
Total nSV = 147
.*
optimization finished, #iter = 372
nu = 0.111919
obj = -121.992042, rho = -0.045207
nSV = 147, nBSV = 2
Total nSV = 147
.*
optimization finished, #iter = 376
nu = 0.118723
obj = -126.942849, rho = -0.003824
nSV = 145, nBSV = 2
Total nSV = 145
.*
optimization finished, #iter = 366
nu = 0.122826
obj = -131.697595, rho = 0.040337
nSV = 147, nBSV = 2
Total nSV = 147
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 328
nu = 0.087783
obj = -102.976861, rho = -0.027227
nSV = 143, nBSV = 1
Total nSV = 143
.*
optimization finished, #iter = 362
nu = 0.108287
obj = -131.412821, rho = 0.010562
nSV = 148, nBSV = 2
Total nSV = 148
.*
optimization finished, #iter = 349
nu = 0.100232
obj = -124.247161, rho = -0.042716
nSV = 146, nBSV = 2
Total nSV = 146
.*
optimization finished, #iter = 372
nu = 0.106125
obj = -128.581526, rho = -0.001440
nSV = 145, nBSV = 2
Total nSV = 145
.*.*
optimization finished, #iter = 389
nu = 0.109358
obj = -133.776624, rho = 0.042691
nSV = 147, nBSV = 1
Total nSV = 147
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 330
nu = 0.076619
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 366
nu = 0.095945
obj = -132.748925, rho = 0.015062
nSV = 147, nBSV = 1
Total nSV = 147
.*
optimization finished, #iter = 369
nu = 0.089253
obj = -126.184654, rho = -0.040440
nSV = 145, nBSV = 1
Total nSV = 145
.*
optimization finished, #iter = 365
nu = 0.093880
obj = -129.854538, rho = -0.000157
nSV = 145, nBSV = 1
Total nSV = 145
.*
optimization finished, #iter = 370
nu = 0.096459
obj = -135.808548, rho = 0.045533
nSV = 147, nBSV = 1
Total nSV = 147
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 330
nu = 0.066700
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 363
nu = 0.084986
obj = -133.837580, rho = 0.020059
nSV = 147, nBSV = 1
Total nSV = 147
.*
optimization finished, #iter = 354
nu = 0.078952
obj = -128.082382, rho = -0.038369
nSV = 145, nBSV = 1
Total nSV = 145
.*
optimization finished, #iter = 355
nu = 0.083021
obj = -130.940392, rho = 0.001265
nSV = 143, nBSV = 1
Total nSV = 143
.*.*
optimization finished, #iter = 383
nu = 0.085229
obj = -137.918579, rho = 0.048754
nSV = 147, nBSV = 1
Total nSV = 147
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 330
nu = 0.058066
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 356
nu = 0.075442
obj = -134.508659, rho = 0.025808
nSV = 147, nBSV = 1
Total nSV = 147
.*
optimization finished, #iter = 348
nu = 0.069983
obj = -129.929399, rho = -0.036032
nSV = 145, nBSV = 1
Total nSV = 145
.*
optimization finished, #iter = 366
nu = 0.073693
obj = -131.662117, rho = 0.002841
nSV = 142, nBSV = 1
Total nSV = 142
.*.*
optimization finished, #iter = 400
nu = 0.075477
obj = -140.045175, rho = 0.052417
nSV = 146, nBSV = 1
Total nSV = 146
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 330
nu = 0.050549
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.066414
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 355
nu = 0.062210
obj = -131.603923, rho = -0.033672
nSV = 144, nBSV = 1
Total nSV = 144
.*
optimization finished, #iter = 369
nu = 0.065034
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*.*
optimization finished, #iter = 384
nu = 0.067050
obj = -142.059684, rho = 0.056484
nSV = 145, nBSV = 1
Total nSV = 145
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.044006
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.057817
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 343
nu = 0.055447
obj = -132.918623, rho = -0.030879
nSV = 145, nBSV = 1
Total nSV = 145
.*
optimization finished, #iter = 369
nu = 0.056615
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*.*
optimization finished, #iter = 388
nu = 0.059714
obj = -143.792786, rho = 0.061203
nSV = 144, nBSV = 1
Total nSV = 144
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.038309
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.050332
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 344
nu = 0.049534
obj = -133.639459, rho = -0.026948
nSV = 143, nBSV = 1
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.049286
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*.*
optimization finished, #iter = 386
nu = 0.053327
obj = -145.016408, rho = 0.066692
nSV = 142, nBSV = 1
Total nSV = 142
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.033350
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.043817
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.043519
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.042906
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.047583
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.029033
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.038145
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.037886
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.037352
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.041424
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.025275
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.033207
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.032981
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.032517
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.036061
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.022003
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.028908
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.028712
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.028307
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.031393
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.019155
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.025166
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.024995
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.024643
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.027329
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.016675
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.021908
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.021760
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.021453
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.023792
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.014516
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.019072
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.018943
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.018676
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.020712
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.012637
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.016603
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.016491
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.016258
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.018031
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.011001
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.014454
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.014356
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.014154
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.015697
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.009577
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.012583
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.012498
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.012322
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.013665
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.008338
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.010954
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.010880
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.010727
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.011896
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.007258
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.009536
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.009471
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.009338
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.010356
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.006319
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.008302
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.008245
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.008129
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.009015
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.005501
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.007227
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.007178
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.007077
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.007848
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.004789
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.006292
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.006249
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.006161
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.006832
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.004169
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.005477
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.005440
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.005363
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.005948
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.003629
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.004768
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.004736
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.004669
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.005178
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.003159
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.004151
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.004123
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.004065
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.004508
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.002750
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.003614
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.003589
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.003538
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.003924
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.002394
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.003146
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.003124
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.003080
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.003416
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.002084
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.002739
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.002720
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.002682
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.002974
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.001815
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.002384
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.002368
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.002334
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.002589
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.001580
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.002075
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.002061
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.002032
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.002254
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.001375
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.001807
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.001794
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.001769
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.001962
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.001197
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.001573
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.001562
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.001540
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.001708
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 330
nu = 0.001042
obj = -102.982631, rho = -0.027251
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 370
nu = 0.001369
obj = -134.614002, rho = 0.029154
nSV = 147, nBSV = 0
Total nSV = 147
.*
optimization finished, #iter = 370
nu = 0.001360
obj = -133.694194, rho = -0.025516
nSV = 143, nBSV = 0
Total nSV = 143
.*
optimization finished, #iter = 369
nu = 0.001341
obj = -131.812194, rho = 0.003933
nSV = 142, nBSV = 0
Total nSV = 142
.*
optimization finished, #iter = 381
nu = 0.001487
obj = -145.418656, rho = 0.072145
nSV = 143, nBSV = 0
Total nSV = 143
Cross Validation Accuracy = 77.0833%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.165854, rho = 0.996417
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165849, rho = 0.996953
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165847, rho = 0.995941
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165858, rho = 0.996756
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.163901, rho = 0.997191
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.190493, rho = 0.995884
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190488, rho = 0.996503
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190484, rho = 0.995291
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190499, rho = 0.996273
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.188251, rho = 0.996686
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.218782, rho = 0.995200
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218774, rho = 0.995880
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218769, rho = 0.994568
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218789, rho = 0.995726
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.216205, rho = 0.996210
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.251265, rho = 0.994486
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251254, rho = 0.995268
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251248, rho = 0.993760
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251274, rho = 0.995116
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.248305, rho = 0.995619
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.288564, rho = 0.993784
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.288550, rho = 0.994659
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288542, rho = 0.992832
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.288576, rho = 0.994389
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.285164, rho = 0.994968
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.331384, rho = 0.992860
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.331366, rho = 0.993865
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.331355, rho = 0.991805
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.331401, rho = 0.993460
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.327480, rho = 0.994147
nSV = 172, nBSV = 163
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.380564, rho = 0.991864
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.380540, rho = 0.992832
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.380526, rho = 0.990586
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.380587, rho = 0.992462
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.376080, rho = 0.993214
nSV = 173, nBSV = 162
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.437006, rho = 0.990669
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.436974, rho = 0.991767
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.436955, rho = 0.989248
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.437035, rho = 0.991341
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.431854, rho = 0.992210
nSV = 175, nBSV = 162
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.501793, rho = 0.989282
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.501750, rho = 0.990542
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.501725, rho = 0.987649
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.501832, rho = 0.989993
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.495876, rho = 0.991068
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.576156, rho = 0.987678
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.576100, rho = 0.989173
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.576067, rho = 0.985851
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.576207, rho = 0.988505
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.569360, rho = 0.989629
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.661504, rho = 0.985828
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.661430, rho = 0.987499
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.661386, rho = 0.983819
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.661571, rho = 0.986710
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.653697, rho = 0.988149
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.759420, rho = 0.983809
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.759323, rho = 0.985640
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.759265, rho = 0.981413
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.759508, rho = 0.984735
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.750454, rho = 0.986401
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.871762, rho = 0.981402
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.871633, rho = 0.983505
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.871559, rho = 0.978715
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.871878, rho = 0.982419
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.861464, rho = 0.984466
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -1.000639, rho = 0.978636
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.000469, rho = 0.981052
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.000371, rho = 0.975501
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.000793, rho = 0.979819
nSV = 174, nBSV = 162
Total nSV = 174
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.988812, rho = 0.982054
nSV = 176, nBSV = 159
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -1.148423, rho = 0.975526
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.148200, rho = 0.978231
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.148070, rho = 0.971868
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.148625, rho = 0.976811
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.879581
obj = -1.134840, rho = 0.979411
nSV = 177, nBSV = 158
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -1.317858, rho = 0.971887
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.317564, rho = 0.975041
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.317392, rho = 0.967692
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.318126, rho = 0.973350
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.879581
obj = -1.302260, rho = 0.976380
nSV = 178, nBSV = 158
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -1.512067, rho = 0.967707
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.511678, rho = 0.971330
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.511453, rho = 0.962935
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.512420, rho = 0.969387
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.879581
obj = -1.494154, rho = 0.972894
nSV = 178, nBSV = 158
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -1.734654, rho = 0.962910
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.734141, rho = 0.967020
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.733842, rho = 0.957437
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.735120, rho = 0.964913
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 105
nu = 0.879581
obj = -1.714084, rho = 0.968822
nSV = 178, nBSV = 158
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -1.989552, rho = 0.957395
nSV = 175, nBSV = 166
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.988875, rho = 0.962116
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.988481, rho = 0.951107
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.990167, rho = 0.959710
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 105
nu = 0.879581
obj = -1.965932, rho = 0.964186
nSV = 178, nBSV = 158
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -2.281220, rho = 0.951055
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -2.280326, rho = 0.956486
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.279807, rho = 0.943951
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -2.282032, rho = 0.953674
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 106
nu = 0.879581
obj = -2.254100, rho = 0.958867
nSV = 178, nBSV = 158
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -2.615185, rho = 0.943800
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.614006, rho = 0.950036
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.613321, rho = 0.935614
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 102
nu = 0.885417
obj = -2.616256, rho = 0.946790
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 105
nu = 0.879581
obj = -2.584045, rho = 0.952694
nSV = 178, nBSV = 158
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -2.996977, rho = 0.935445
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.995422, rho = 0.942588
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.994517, rho = 0.926042
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 103
nu = 0.885417
obj = -2.998391, rho = 0.938836
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.879581
obj = -2.961226, rho = 0.945670
nSV = 178, nBSV = 158
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -3.433395, rho = 0.925857
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -3.431343, rho = 0.933995
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 100
nu = 0.885417
obj = -3.430149, rho = 0.914954
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -3.435260, rho = 0.929805
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 107
nu = 0.879581
obj = -3.392352, rho = 0.937583
nSV = 178, nBSV = 158
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -3.931770, rho = 0.914811
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -3.929061, rho = 0.924179
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -3.927486, rho = 0.902346
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 103
nu = 0.885417
obj = -3.934230, rho = 0.919410
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 109
nu = 0.879581
obj = -3.884656, rho = 0.928330
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -4.500364, rho = 0.902143
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -4.496790, rho = 0.912908
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -4.494712, rho = 0.887842
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 103
nu = 0.885417
obj = -4.503611, rho = 0.907425
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 109
nu = 0.879581
obj = -4.446287, rho = 0.917672
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -5.148243, rho = 0.887593
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 103
nu = 0.885417
obj = -5.143529, rho = 0.899913
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -5.140786, rho = 0.871108
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -5.152528, rho = 0.893672
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.879581
obj = -5.086184, rho = 0.905458
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -5.885750, rho = 0.870941
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 103
nu = 0.885417
obj = -5.879529, rho = 0.885029
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -5.875910, rho = 0.851941
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -5.891403, rho = 0.877861
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.879581
obj = -5.814537, rho = 0.891399
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -6.723958, rho = 0.851718
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 103
nu = 0.885417
obj = -6.715748, rho = 0.867933
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -6.710973, rho = 0.829924
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 108
nu = 0.885417
obj = -6.731417, rho = 0.859677
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 109
nu = 0.879581
obj = -6.642255, rho = 0.875200
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -7.674861, rho = 0.829639
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -7.664028, rho = 0.848355
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -7.657727, rho = 0.804732
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.885417
obj = -7.684702, rho = 0.838813
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 109
nu = 0.879581
obj = -7.581141, rho = 0.856645
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -8.751607, rho = 0.804302
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 106
nu = 0.885417
obj = -8.737316, rho = 0.825830
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -8.728999, rho = 0.775697
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.885417
obj = -8.764592, rho = 0.814845
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 109
nu = 0.879581
obj = -8.644123, rho = 0.835329
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -9.967976, rho = 0.775294
nSV = 178, nBSV = 165
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.885417
obj = -9.949115, rho = 0.799903
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -9.938144, rho = 0.742341
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.885417
obj = -9.985114, rho = 0.787231
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 110
nu = 0.879581
obj = -9.844738, rho = 0.810853
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -11.338024, rho = 0.741926
nSV = 179, nBSV = 165
Total nSV = 179
*
optimization finished, #iter = 105
nu = 0.885417
obj = -11.313140, rho = 0.770160
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -11.298660, rho = 0.704026
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.885417
obj = -11.360637, rho = 0.755591
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 115
nu = 0.879581
obj = -11.196759, rho = 0.782744
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -12.875792, rho = 0.703513
nSV = 179, nBSV = 165
Total nSV = 179
*
optimization finished, #iter = 105
nu = 0.885417
obj = -12.842959, rho = 0.735986
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -12.823852, rho = 0.659944
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 110
nu = 0.885417
obj = -12.905631, rho = 0.719340
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 115
nu = 0.879581
obj = -12.713921, rho = 0.750440
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -14.595005, rho = 0.659375
nSV = 178, nBSV = 165
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -14.551682, rho = 0.696776
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 102
nu = 0.885417
obj = -14.526470, rho = 0.609405
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 110
nu = 0.885417
obj = -14.634378, rho = 0.677606
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 117
nu = 0.879581
obj = -14.409588, rho = 0.713295
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -16.507634, rho = 0.608720
nSV = 178, nBSV = 165
Total nSV = 178
*
optimization finished, #iter = 107
nu = 0.885417
obj = -16.450468, rho = 0.651642
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 102
nu = 0.885417
obj = -16.417199, rho = 0.551267
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 111
nu = 0.885417
obj = -16.559588, rho = 0.629650
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 120
nu = 0.879581
obj = -16.295335, rho = 0.670650
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 57.9167%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -18.621906, rho = 0.550542
nSV = 178, nBSV = 165
Total nSV = 178
*
optimization finished, #iter = 109
nu = 0.885417
obj = -18.546478, rho = 0.599870
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 102
nu = 0.885417
obj = -18.502579, rho = 0.484547
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 112
nu = 0.885417
obj = -18.690458, rho = 0.574572
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 120
nu = 0.879581
obj = -18.378954, rho = 0.621680
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 59.1667%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -20.942379, rho = 0.483728
nSV = 179, nBSV = 165
Total nSV = 179
*
optimization finished, #iter = 109
nu = 0.885417
obj = -20.842846, rho = 0.540363
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 106
nu = 0.885417
obj = -20.784921, rho = 0.407916
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 113
nu = 0.885417
obj = -21.032837, rho = 0.511321
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 121
nu = 0.879581
obj = -20.664499, rho = 0.565401
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 62.5%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -23.463940, rho = 0.406935
nSV = 179, nBSV = 164
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.885417
obj = -23.332608, rho = 0.472014
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 106
nu = 0.885417
obj = -23.256177, rho = 0.319880
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 113
nu = 0.885417
obj = -23.583297, rho = 0.438661
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 122
nu = 0.879581
obj = -23.146331, rho = 0.500788
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 66.25%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -26.170719, rho = 0.318739
nSV = 179, nBSV = 164
Total nSV = 179
*
optimization finished, #iter = 106
nu = 0.876172
obj = -26.013558, rho = 0.417228
nSV = 176, nBSV = 159
Total nSV = 176
*
optimization finished, #iter = 113
nu = 0.881228
obj = -25.900019, rho = 0.232156
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 114
nu = 0.881403
obj = -26.331085, rho = 0.366269
nSV = 178, nBSV = 158
Total nSV = 178
*
optimization finished, #iter = 125
nu = 0.875064
obj = -25.811789, rho = 0.438106
nSV = 178, nBSV = 156
Total nSV = 178
Cross Validation Accuracy = 67.5%
*
optimization finished, #iter = 103
nu = 0.873602
obj = -29.045254, rho = 0.245139
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 115
nu = 0.864359
obj = -28.912542, rho = 0.364934
nSV = 175, nBSV = 154
Total nSV = 175
*
optimization finished, #iter = 112
nu = 0.868868
obj = -28.737788, rho = 0.162296
nSV = 176, nBSV = 160
Total nSV = 176
*
optimization finished, #iter = 119
nu = 0.866776
obj = -29.314342, rho = 0.318363
nSV = 177, nBSV = 158
Total nSV = 177
*
optimization finished, #iter = 124
nu = 0.864693
obj = -28.683567, rho = 0.382899
nSV = 177, nBSV = 153
Total nSV = 177
Cross Validation Accuracy = 70.8333%
*
optimization finished, #iter = 115
nu = 0.861208
obj = -32.100288, rho = 0.181255
nSV = 175, nBSV = 157
Total nSV = 175
*
optimization finished, #iter = 117
nu = 0.852085
obj = -32.026245, rho = 0.309389
nSV = 173, nBSV = 151
Total nSV = 173
*
optimization finished, #iter = 106
nu = 0.851876
obj = -31.773843, rho = 0.112907
nSV = 173, nBSV = 158
Total nSV = 173
*
optimization finished, #iter = 128
nu = 0.856119
obj = -32.527106, rho = 0.255630
nSV = 176, nBSV = 153
Total nSV = 176
*
optimization finished, #iter = 131
nu = 0.852221
obj = -31.749161, rho = 0.329016
nSV = 176, nBSV = 150
Total nSV = 176
Cross Validation Accuracy = 72.9167%
*
optimization finished, #iter = 119
nu = 0.838988
obj = -35.342068, rho = 0.148133
nSV = 174, nBSV = 150
Total nSV = 174
*
optimization finished, #iter = 120
nu = 0.834481
obj = -35.338075, rho = 0.269631
nSV = 172, nBSV = 146
Total nSV = 172
*
optimization finished, #iter = 112
nu = 0.830518
obj = -35.023257, rho = 0.074015
nSV = 169, nBSV = 148
Total nSV = 169
*
optimization finished, #iter = 124
nu = 0.843830
obj = -35.949611, rho = 0.194637
nSV = 174, nBSV = 151
Total nSV = 174
*
optimization finished, #iter = 135
nu = 0.836256
obj = -34.999901, rho = 0.283817
nSV = 173, nBSV = 145
Total nSV = 173
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 116
nu = 0.817785
obj = -38.794373, rho = 0.112223
nSV = 171, nBSV = 148
Total nSV = 171
*
optimization finished, #iter = 120
nu = 0.817329
obj = -38.853672, rho = 0.229024
nSV = 168, nBSV = 143
Total nSV = 168
*
optimization finished, #iter = 122
nu = 0.809068
obj = -38.491543, rho = 0.038589
nSV = 166, nBSV = 142
Total nSV = 166
*
optimization finished, #iter = 131
nu = 0.829538
obj = -39.550353, rho = 0.140388
nSV = 172, nBSV = 144
Total nSV = 172
*
optimization finished, #iter = 143
nu = 0.814961
obj = -38.442639, rho = 0.255080
nSV = 170, nBSV = 136
Total nSV = 170
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 128
nu = 0.796111
obj = -42.404088, rho = 0.083745
nSV = 170, nBSV = 140
Total nSV = 170
*
optimization finished, #iter = 128
nu = 0.794753
obj = -42.544720, rho = 0.200920
nSV = 168, nBSV = 137
Total nSV = 168
*
optimization finished, #iter = 125
nu = 0.791081
obj = -42.128801, rho = -0.010462
nSV = 163, nBSV = 138
Total nSV = 163
*
optimization finished, #iter = 142
nu = 0.809710
obj = -43.310428, rho = 0.109155
nSV = 170, nBSV = 135
Total nSV = 170
*
optimization finished, #iter = 158
nu = 0.792072
obj = -42.069577, rho = 0.228391
nSV = 169, nBSV = 130
Total nSV = 169
Cross Validation Accuracy = 75.8333%
*
optimization finished, #iter = 137
nu = 0.770862
obj = -46.158831, rho = 0.079048
nSV = 163, nBSV = 127
Total nSV = 163
*
optimization finished, #iter = 151
nu = 0.770633
obj = -46.405569, rho = 0.173947
nSV = 167, nBSV = 125
Total nSV = 167
*
optimization finished, #iter = 145
nu = 0.766608
obj = -45.903925, rho = -0.025680
nSV = 161, nBSV = 128
Total nSV = 161
*
optimization finished, #iter = 148
nu = 0.786555
obj = -47.228406, rho = 0.097458
nSV = 166, nBSV = 130
Total nSV = 166
*
optimization finished, #iter = 155
nu = 0.768609
obj = -45.862960, rho = 0.200001
nSV = 166, nBSV = 125
Total nSV = 166
Cross Validation Accuracy = 76.25%
*
optimization finished, #iter = 150
nu = 0.745183
obj = -50.023786, rho = 0.069684
nSV = 162, nBSV = 121
Total nSV = 162
*
optimization finished, #iter = 154
nu = 0.745984
obj = -50.404025, rho = 0.146426
nSV = 164, nBSV = 116
Total nSV = 164
*
optimization finished, #iter = 148
nu = 0.742232
obj = -49.797049, rho = -0.032329
nSV = 159, nBSV = 122
Total nSV = 159
*
optimization finished, #iter = 158
nu = 0.763410
obj = -51.248344, rho = 0.082653
nSV = 164, nBSV = 122
Total nSV = 164
*
optimization finished, #iter = 177
nu = 0.742667
obj = -49.777867, rho = 0.172847
nSV = 166, nBSV = 113
Total nSV = 166
Cross Validation Accuracy = 77.0833%
*
optimization finished, #iter = 172
nu = 0.719426
obj = -53.927200, rho = 0.052982
nSV = 162, nBSV = 109
Total nSV = 162
*
optimization finished, #iter = 181
nu = 0.721016
obj = -54.475558, rho = 0.113045
nSV = 162, nBSV = 106
Total nSV = 162
*
optimization finished, #iter = 168
nu = 0.714803
obj = -53.751326, rho = -0.033595
nSV = 160, nBSV = 107
Total nSV = 160
*
optimization finished, #iter = 177
nu = 0.737472
obj = -55.305608, rho = 0.057652
nSV = 164, nBSV = 109
Total nSV = 164
*
optimization finished, #iter = 190
nu = 0.717000
obj = -53.771955, rho = 0.140672
nSV = 164, nBSV = 104
Total nSV = 164
Cross Validation Accuracy = 78.3333%
*
optimization finished, #iter = 177
nu = 0.690728
obj = -57.800368, rho = 0.026333
nSV = 161, nBSV = 98
Total nSV = 161
*
optimization finished, #iter = 188
nu = 0.695717
obj = -58.528131, rho = 0.074274
nSV = 159, nBSV = 96
Total nSV = 159
*.*
optimization finished, #iter = 196
nu = 0.685650
obj = -57.723468, rho = -0.036388
nSV = 160, nBSV = 94
Total nSV = 160
*.*
optimization finished, #iter = 199
nu = 0.707491
obj = -59.356238, rho = 0.041845
nSV = 162, nBSV = 97
Total nSV = 162
*.*
optimization finished, #iter = 203
nu = 0.689286
obj = -57.766891, rho = 0.112888
nSV = 162, nBSV = 93
Total nSV = 162
Cross Validation Accuracy = 77.9167%
*.*
optimization finished, #iter = 201
nu = 0.661631
obj = -61.548141, rho = -0.000998
nSV = 160, nBSV = 85
Total nSV = 160
*.*
optimization finished, #iter = 204
nu = 0.667821
obj = -62.464490, rho = 0.042604
nSV = 158, nBSV = 85
Total nSV = 158
*.*
optimization finished, #iter = 209
nu = 0.653646
obj = -61.671512, rho = -0.034926
nSV = 158, nBSV = 84
Total nSV = 158
*.*
optimization finished, #iter = 222
nu = 0.675226
obj = -63.349221, rho = 0.030413
nSV = 161, nBSV = 84
Total nSV = 161
*.*
optimization finished, #iter = 224
nu = 0.657494
obj = -61.714527, rho = 0.089009
nSV = 164, nBSV = 79
Total nSV = 164
Cross Validation Accuracy = 77.5%
*.*
optimization finished, #iter = 233
nu = 0.626939
obj = -65.089323, rho = -0.017848
nSV = 157, nBSV = 63
Total nSV = 157
*.*
optimization finished, #iter = 228
nu = 0.635405
obj = -66.210875, rho = 0.020936
nSV = 159, nBSV = 74
Total nSV = 159
*.*
optimization finished, #iter = 236
nu = 0.620809
obj = -65.521559, rho = -0.038643
nSV = 158, nBSV = 68
Total nSV = 158
*.*
optimization finished, #iter = 240
nu = 0.640466
obj = -67.222091, rho = 0.018304
nSV = 161, nBSV = 69
Total nSV = 161
*.*
optimization finished, #iter = 250
nu = 0.622591
obj = -65.587022, rho = 0.071076
nSV = 162, nBSV = 65
Total nSV = 162
Cross Validation Accuracy = 78.75%
*.*
optimization finished, #iter = 245
nu = 0.586722
obj = -68.445427, rho = -0.019034
nSV = 157, nBSV = 48
Total nSV = 157
*.*
optimization finished, #iter = 252
nu = 0.597216
obj = -69.735111, rho = 0.007678
nSV = 159, nBSV = 51
Total nSV = 159
*.*
optimization finished, #iter = 255
nu = 0.583908
obj = -69.239835, rho = -0.032334
nSV = 157, nBSV = 56
Total nSV = 157
*.*
optimization finished, #iter = 257
nu = 0.600786
obj = -70.949685, rho = 0.013296
nSV = 162, nBSV = 52
Total nSV = 162
.*
optimization finished, #iter = 288
nu = 0.584286
obj = -69.375291, rho = 0.054710
nSV = 162, nBSV = 48
Total nSV = 162
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 285
nu = 0.542607
obj = -71.676617, rho = -0.023354
nSV = 157, nBSV = 36
Total nSV = 157
.*
optimization finished, #iter = 273
nu = 0.554503
obj = -73.119240, rho = 0.005150
nSV = 159, nBSV = 44
Total nSV = 159
.*
optimization finished, #iter = 267
nu = 0.544379
obj = -72.840794, rho = -0.031971
nSV = 156, nBSV = 44
Total nSV = 156
.*
optimization finished, #iter = 286
nu = 0.558522
obj = -74.596257, rho = 0.010932
nSV = 161, nBSV = 45
Total nSV = 161
.*
optimization finished, #iter = 305
nu = 0.543526
obj = -73.132883, rho = 0.051393
nSV = 161, nBSV = 40
Total nSV = 161
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 286
nu = 0.499844
obj = -74.832930, rho = -0.023662
nSV = 156, nBSV = 34
Total nSV = 156
.*
optimization finished, #iter = 297
nu = 0.512129
obj = -76.379437, rho = 0.004240
nSV = 159, nBSV = 35
Total nSV = 159
.*
optimization finished, #iter = 286
nu = 0.504907
obj = -76.337787, rho = -0.032637
nSV = 157, nBSV = 34
Total nSV = 157
.*
optimization finished, #iter = 295
nu = 0.517508
obj = -78.152089, rho = 0.011140
nSV = 159, nBSV = 36
Total nSV = 159
.*
optimization finished, #iter = 319
nu = 0.503641
obj = -76.860003, rho = 0.045984
nSV = 161, nBSV = 30
Total nSV = 161
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 299
nu = 0.460447
obj = -77.841238, rho = -0.021799
nSV = 158, nBSV = 26
Total nSV = 158
.*
optimization finished, #iter = 298
nu = 0.469917
obj = -79.508260, rho = 0.001487
nSV = 159, nBSV = 25
Total nSV = 159
.*
optimization finished, #iter = 292
nu = 0.464435
obj = -79.727425, rho = -0.033667
nSV = 157, nBSV = 26
Total nSV = 157
.*
optimization finished, #iter = 292
nu = 0.476887
obj = -81.586437, rho = 0.009693
nSV = 158, nBSV = 27
Total nSV = 158
.*
optimization finished, #iter = 333
nu = 0.464696
obj = -80.557657, rho = 0.042154
nSV = 160, nBSV = 25
Total nSV = 160
Cross Validation Accuracy = 79.1667%
.*
optimization finished, #iter = 316
nu = 0.421707
obj = -80.659419, rho = -0.020647
nSV = 158, nBSV = 23
Total nSV = 158
.*
optimization finished, #iter = 319
nu = 0.427589
obj = -82.587341, rho = 0.001248
nSV = 159, nBSV = 21
Total nSV = 159
.*
optimization finished, #iter = 288
nu = 0.425865
obj = -83.060582, rho = -0.033665
nSV = 156, nBSV = 22
Total nSV = 156
.*
optimization finished, #iter = 318
nu = 0.434845
obj = -84.968018, rho = 0.007935
nSV = 158, nBSV = 20
Total nSV = 158
.*
optimization finished, #iter = 335
nu = 0.427315
obj = -84.226271, rho = 0.039419
nSV = 160, nBSV = 21
Total nSV = 160
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 331
nu = 0.384636
obj = -83.273328, rho = -0.019733
nSV = 156, nBSV = 20
Total nSV = 156
.*
optimization finished, #iter = 323
nu = 0.387400
obj = -85.692857, rho = 0.001646
nSV = 158, nBSV = 18
Total nSV = 158
.*
optimization finished, #iter = 329
nu = 0.389450
obj = -86.311671, rho = -0.035238
nSV = 156, nBSV = 18
Total nSV = 156
.*
optimization finished, #iter = 341
nu = 0.396491
obj = -88.380522, rho = 0.006809
nSV = 159, nBSV = 19
Total nSV = 159
.*
optimization finished, #iter = 320
nu = 0.391414
obj = -87.874040, rho = 0.035964
nSV = 159, nBSV = 18
Total nSV = 159
Cross Validation Accuracy = 79.5833%
.*
optimization finished, #iter = 339
nu = 0.350776
obj = -85.625580, rho = -0.021274
nSV = 154, nBSV = 15
Total nSV = 154
.*
optimization finished, #iter = 331
nu = 0.350453
obj = -88.863958, rho = 0.001908
nSV = 159, nBSV = 15
Total nSV = 159
.*
optimization finished, #iter = 338
nu = 0.356387
obj = -89.417711, rho = -0.038415
nSV = 155, nBSV = 15
Total nSV = 155
.*
optimization finished, #iter = 323
nu = 0.362003
obj = -91.729590, rho = 0.004410
nSV = 158, nBSV = 15
Total nSV = 158
.*
optimization finished, #iter = 324
nu = 0.358243
obj = -91.478480, rho = 0.033279
nSV = 157, nBSV = 15
Total nSV = 157
Cross Validation Accuracy = 80%
.*
optimization finished, #iter = 342
nu = 0.317142
obj = -87.669685, rho = -0.023722
nSV = 153, nBSV = 11
Total nSV = 153
.*
optimization finished, #iter = 346
nu = 0.317234
obj = -92.097197, rho = 0.001559
nSV = 158, nBSV = 13
Total nSV = 158
.*
optimization finished, #iter = 346
nu = 0.324589
obj = -92.299400, rho = -0.041176
nSV = 155, nBSV = 11
Total nSV = 155
.*
optimization finished, #iter = 318
nu = 0.328482
obj = -95.011383, rho = 0.002061
nSV = 158, nBSV = 13
Total nSV = 158
.*
optimization finished, #iter = 321
nu = 0.327604
obj = -94.993934, rho = 0.030049
nSV = 156, nBSV = 14
Total nSV = 156
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 343
nu = 0.286080
obj = -89.414546, rho = -0.024804
nSV = 152, nBSV = 8
Total nSV = 152
.*
optimization finished, #iter = 348
nu = 0.287176
obj = -95.365299, rho = 0.000952
nSV = 157, nBSV = 10
Total nSV = 157
.*
optimization finished, #iter = 353
nu = 0.294468
obj = -94.998784, rho = -0.043307
nSV = 155, nBSV = 10
Total nSV = 155
.*
optimization finished, #iter = 326
nu = 0.298087
obj = -98.252904, rho = 0.000257
nSV = 158, nBSV = 12
Total nSV = 158
.*
optimization finished, #iter = 332
nu = 0.298244
obj = -98.349071, rho = 0.028654
nSV = 156, nBSV = 10
Total nSV = 156
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 346
nu = 0.256158
obj = -90.857598, rho = -0.024390
nSV = 152, nBSV = 6
Total nSV = 152
.*
optimization finished, #iter = 349
nu = 0.260429
obj = -98.612843, rho = 0.002083
nSV = 157, nBSV = 8
Total nSV = 157
.*
optimization finished, #iter = 349
nu = 0.266012
obj = -97.479111, rho = -0.045245
nSV = 155, nBSV = 8
Total nSV = 155
.*
optimization finished, #iter = 339
nu = 0.271138
obj = -101.350662, rho = -0.000373
nSV = 158, nBSV = 12
Total nSV = 158
.*
optimization finished, #iter = 345
nu = 0.269957
obj = -101.675186, rho = 0.028485
nSV = 156, nBSV = 10
Total nSV = 156
Cross Validation Accuracy = 77.9167%
.*
optimization finished, #iter = 353
nu = 0.228177
obj = -92.080275, rho = -0.022711
nSV = 151, nBSV = 4
Total nSV = 151
.*
optimization finished, #iter = 364
nu = 0.235491
obj = -101.790072, rho = 0.003898
nSV = 157, nBSV = 7
Total nSV = 157
.*
optimization finished, #iter = 367
nu = 0.239136
obj = -99.774390, rho = -0.044889
nSV = 153, nBSV = 7
Total nSV = 153
.*
optimization finished, #iter = 343
nu = 0.247079
obj = -104.121137, rho = -0.001135
nSV = 155, nBSV = 9
Total nSV = 155
.*
optimization finished, #iter = 355
nu = 0.244511
obj = -104.917917, rho = 0.029324
nSV = 155, nBSV = 8
Total nSV = 155
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 361
nu = 0.201926
obj = -93.134473, rho = -0.022385
nSV = 150, nBSV = 3
Total nSV = 150
.*
optimization finished, #iter = 368
nu = 0.212921
obj = -104.876613, rho = 0.004842
nSV = 156, nBSV = 4
Total nSV = 156
.*
optimization finished, #iter = 350
nu = 0.214376
obj = -101.863674, rho = -0.043936
nSV = 153, nBSV = 4
Total nSV = 153
.*
optimization finished, #iter = 349
nu = 0.223017
obj = -106.532986, rho = -0.001316
nSV = 155, nBSV = 6
Total nSV = 155
.*
optimization finished, #iter = 364
nu = 0.221036
obj = -108.041497, rho = 0.030786
nSV = 155, nBSV = 6
Total nSV = 155
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 351
nu = 0.178964
obj = -94.043940, rho = -0.021848
nSV = 150, nBSV = 3
Total nSV = 150
.*
optimization finished, #iter = 345
nu = 0.190946
obj = -107.956270, rho = 0.005886
nSV = 156, nBSV = 4
Total nSV = 156
.*
optimization finished, #iter = 366
nu = 0.190831
obj = -103.880212, rho = -0.043359
nSV = 152, nBSV = 4
Total nSV = 152
.*
optimization finished, #iter = 367
nu = 0.199622
obj = -108.720085, rho = -0.002174
nSV = 153, nBSV = 4
Total nSV = 153
.*
optimization finished, #iter = 368
nu = 0.199267
obj = -111.035613, rho = 0.031571
nSV = 155, nBSV = 5
Total nSV = 155
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 361
nu = 0.157579
obj = -94.789074, rho = -0.021584
nSV = 150, nBSV = 1
Total nSV = 150
.*
optimization finished, #iter = 355
nu = 0.171805
obj = -111.054176, rho = 0.007037
nSV = 156, nBSV = 4
Total nSV = 156
.*
optimization finished, #iter = 362
nu = 0.169552
obj = -105.866721, rho = -0.042278
nSV = 151, nBSV = 2
Total nSV = 151
.*
optimization finished, #iter = 371
nu = 0.177522
obj = -110.794089, rho = -0.002299
nSV = 153, nBSV = 3
Total nSV = 153
.*
optimization finished, #iter = 359
nu = 0.179088
obj = -113.913017, rho = 0.032686
nSV = 155, nBSV = 4
Total nSV = 155
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 368
nu = 0.138503
obj = -95.485734, rho = -0.021634
nSV = 150, nBSV = 1
Total nSV = 150
.*
optimization finished, #iter = 339
nu = 0.155166
obj = -114.030661, rho = 0.008826
nSV = 154, nBSV = 4
Total nSV = 154
.*
optimization finished, #iter = 352
nu = 0.150374
obj = -107.885899, rho = -0.041082
nSV = 151, nBSV = 2
Total nSV = 151
.*
optimization finished, #iter = 368
nu = 0.158099
obj = -112.836026, rho = -0.001990
nSV = 152, nBSV = 3
Total nSV = 152
.*
optimization finished, #iter = 381
nu = 0.161147
obj = -116.659623, rho = 0.034201
nSV = 155, nBSV = 4
Total nSV = 155
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 368
nu = 0.121903
obj = -96.100957, rho = -0.021740
nSV = 150, nBSV = 1
Total nSV = 150
.*
optimization finished, #iter = 375
nu = 0.140680
obj = -116.675796, rho = 0.011246
nSV = 155, nBSV = 4
Total nSV = 155
.*
optimization finished, #iter = 359
nu = 0.133674
obj = -109.918065, rho = -0.039751
nSV = 151, nBSV = 2
Total nSV = 151
.*
optimization finished, #iter = 361
nu = 0.141485
obj = -114.645858, rho = 0.000059
nSV = 152, nBSV = 2
Total nSV = 152
.*
optimization finished, #iter = 366
nu = 0.145529
obj = -119.092429, rho = 0.036023
nSV = 155, nBSV = 4
Total nSV = 155
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 365
nu = 0.107447
obj = -96.563465, rho = -0.021835
nSV = 150, nBSV = 1
Total nSV = 150
.*
optimization finished, #iter = 366
nu = 0.127549
obj = -118.724553, rho = 0.014125
nSV = 152, nBSV = 3
Total nSV = 152
.*
optimization finished, #iter = 353
nu = 0.119136
obj = -111.873224, rho = -0.038184
nSV = 151, nBSV = 2
Total nSV = 151
.*.*
optimization finished, #iter = 386
nu = 0.125924
obj = -116.196950, rho = 0.001379
nSV = 152, nBSV = 2
Total nSV = 152
.*.*
optimization finished, #iter = 382
nu = 0.130335
obj = -121.052183, rho = 0.038185
nSV = 154, nBSV = 2
Total nSV = 154
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 362
nu = 0.094860
obj = -96.772515, rho = -0.021921
nSV = 150, nBSV = 1
Total nSV = 150
.*
optimization finished, #iter = 355
nu = 0.114586
obj = -120.112783, rho = 0.017674
nSV = 151, nBSV = 2
Total nSV = 151
.*
optimization finished, #iter = 353
nu = 0.106486
obj = -113.618763, rho = -0.036365
nSV = 151, nBSV = 2
Total nSV = 151
.*.*
optimization finished, #iter = 387
nu = 0.112121
obj = -117.420111, rho = 0.002732
nSV = 152, nBSV = 1
Total nSV = 152
.*
optimization finished, #iter = 371
nu = 0.115841
obj = -122.802591, rho = 0.040312
nSV = 153, nBSV = 1
Total nSV = 153
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 370
nu = 0.082702
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 373
nu = 0.101349
obj = -121.086921, rho = 0.021558
nSV = 152, nBSV = 1
Total nSV = 152
.*
optimization finished, #iter = 372
nu = 0.094095
obj = -115.176956, rho = -0.034773
nSV = 150, nBSV = 1
Total nSV = 150
.*
optimization finished, #iter = 366
nu = 0.098884
obj = -118.412284, rho = 0.003515
nSV = 152, nBSV = 1
Total nSV = 152
.*
optimization finished, #iter = 379
nu = 0.102112
obj = -124.509427, rho = 0.042670
nSV = 153, nBSV = 1
Total nSV = 153
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.071996
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 366
nu = 0.089676
obj = -121.792483, rho = 0.025971
nSV = 152, nBSV = 1
Total nSV = 152
.*
optimization finished, #iter = 346
nu = 0.083172
obj = -116.729874, rho = -0.032954
nSV = 149, nBSV = 1
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.087359
obj = -119.215141, rho = 0.004439
nSV = 151, nBSV = 1
Total nSV = 151
.*
optimization finished, #iter = 367
nu = 0.090159
obj = -126.260986, rho = 0.045441
nSV = 153, nBSV = 1
Total nSV = 153
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.062676
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.079465
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 348
nu = 0.073665
obj = -118.203510, rho = -0.030902
nSV = 149, nBSV = 1
Total nSV = 149
.*
optimization finished, #iter = 362
nu = 0.077440
obj = -119.667750, rho = 0.005667
nSV = 149, nBSV = 1
Total nSV = 149
.*
optimization finished, #iter = 376
nu = 0.079755
obj = -127.996923, rho = 0.048591
nSV = 152, nBSV = 1
Total nSV = 152
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 370
nu = 0.054563
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.069178
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 366
nu = 0.065395
obj = -119.485669, rho = -0.028184
nSV = 149, nBSV = 1
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.067840
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*.*
optimization finished, #iter = 384
nu = 0.070775
obj = -129.604325, rho = 0.052068
nSV = 152, nBSV = 1
Total nSV = 152
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.047500
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.060223
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 353
nu = 0.058195
obj = -120.414326, rho = -0.024938
nSV = 149, nBSV = 1
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.059058
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 375
nu = 0.062961
obj = -130.918304, rho = 0.056116
nSV = 152, nBSV = 1
Total nSV = 152
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.041351
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.052427
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.051870
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.051413
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*.*
optimization finished, #iter = 384
nu = 0.056155
obj = -131.725211, rho = 0.060744
nSV = 151, nBSV = 1
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.035998
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.045641
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.045156
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.044757
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.049557
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.031338
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.039732
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.039310
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.038964
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.043142
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.027282
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.034589
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.034222
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.033920
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.037557
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.023750
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.030112
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.029792
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.029529
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.032695
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.020676
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.026214
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.025935
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.025706
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.028463
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.017999
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.022820
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.022578
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.022379
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.024778
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.015669
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.019866
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.019655
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.019482
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.021571
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.013641
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.017295
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.017111
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.016960
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.018779
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.011875
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.015056
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.014896
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.014764
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.016348
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.010338
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.013107
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.012968
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.012853
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.014231
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.009000
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.011410
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.011289
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.011189
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.012389
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.007835
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.009933
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.009828
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.009741
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.010785
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.006820
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.008647
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.008555
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.008480
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.009389
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.005937
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.007528
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.007448
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.007382
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.008174
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.005169
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.006553
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.006484
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.006427
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.007116
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.004500
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.005705
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.005644
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.005595
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.006195
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.003917
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.004967
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.004914
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.004870
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.005393
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.003410
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.004324
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.004278
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.004240
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.004695
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.002969
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.003764
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.003724
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.003691
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.004087
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.002584
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.003277
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.003242
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.003213
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.003558
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.002250
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.002853
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.002822
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.002797
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.003097
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.001959
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.002483
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.002457
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.002435
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.002696
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.001705
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.002162
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.002139
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.002120
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.002347
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.001484
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.001882
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.001862
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.001846
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.002043
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.001292
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.001638
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.001621
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.001607
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.001779
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.001125
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.001426
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.001411
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.001399
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.001549
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.000979
obj = -96.774478, rho = -0.021961
nSV = 150, nBSV = 0
Total nSV = 150
.*
optimization finished, #iter = 380
nu = 0.001242
obj = -122.061680, rho = 0.030860
nSV = 152, nBSV = 0
Total nSV = 152
.*
optimization finished, #iter = 382
nu = 0.001228
obj = -120.764060, rho = -0.021404
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 355
nu = 0.001218
obj = -119.700079, rho = 0.006133
nSV = 149, nBSV = 0
Total nSV = 149
.*
optimization finished, #iter = 368
nu = 0.001348
obj = -131.849009, rho = 0.063393
nSV = 151, nBSV = 0
Total nSV = 151
Cross Validation Accuracy = 76.25%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.165869, rho = 0.996692
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165865, rho = 0.997118
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165863, rho = 0.996495
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165873, rho = 0.997124
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.163916, rho = 0.997324
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.190513, rho = 0.996201
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190509, rho = 0.996840
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190505, rho = 0.995974
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190519, rho = 0.996721
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.188271, rho = 0.997107
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.218807, rho = 0.995953
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218802, rho = 0.996483
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218796, rho = 0.995428
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218816, rho = 0.996233
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.879581
obj = -0.216233, rho = 0.996740
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.251298, rho = 0.995417
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.251291, rho = 0.995960
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251284, rho = 0.994753
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251309, rho = 0.995673
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.248341, rho = 0.996241
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.288608, rho = 0.994736
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288599, rho = 0.995355
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288590, rho = 0.993972
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288622, rho = 0.995050
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.285213, rho = 0.995649
nSV = 173, nBSV = 162
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.331443, rho = 0.994059
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.331431, rho = 0.994664
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.331419, rho = 0.993007
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.331462, rho = 0.994316
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.327543, rho = 0.995002
nSV = 173, nBSV = 162
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.380641, rho = 0.993175
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.380625, rho = 0.993863
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.380610, rho = 0.992005
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.380666, rho = 0.993470
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.376163, rho = 0.994203
nSV = 173, nBSV = 162
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.437107, rho = 0.992160
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.437086, rho = 0.992951
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.437065, rho = 0.990817
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.437140, rho = 0.992499
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.431965, rho = 0.993373
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.501926, rho = 0.990900
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.501899, rho = 0.991903
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.501871, rho = 0.989451
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.501969, rho = 0.991343
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.496021, rho = 0.992388
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.576332, rho = 0.989463
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.576295, rho = 0.990699
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.576259, rho = 0.987883
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.576389, rho = 0.990027
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.569552, rho = 0.991273
nSV = 176, nBSV = 159
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.661737, rho = 0.987882
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.661688, rho = 0.989314
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.661640, rho = 0.985898
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.661810, rho = 0.988544
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.653951, rho = 0.989976
nSV = 176, nBSV = 159
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.759727, rho = 0.986094
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.759662, rho = 0.987716
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.759599, rho = 0.983802
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.759825, rho = 0.986803
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.750789, rho = 0.988439
nSV = 176, nBSV = 159
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.872167, rho = 0.984026
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.872082, rho = 0.985889
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.871998, rho = 0.981393
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.872296, rho = 0.984841
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.861907, rho = 0.986759
nSV = 177, nBSV = 159
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -1.001174, rho = 0.981620
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.001061, rho = 0.983792
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -1.000950, rho = 0.978679
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.001344, rho = 0.982650
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.989396, rho = 0.984790
nSV = 177, nBSV = 159
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -1.149128, rho = 0.978887
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 94
nu = 0.885417
obj = -1.148980, rho = 0.981363
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.148837, rho = 0.975651
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.149354, rho = 0.980005
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 100
nu = 0.879581
obj = -1.135610, rho = 0.982579
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -1.318790, rho = 0.975816
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.318594, rho = 0.978616
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.318405, rho = 0.972085
nSV = 177, nBSV = 165
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.319086, rho = 0.977032
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 101
nu = 0.879581
obj = -1.303275, rho = 0.979951
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -1.513296, rho = 0.972175
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.513038, rho = 0.975434
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.512789, rho = 0.967941
nSV = 177, nBSV = 164
Total nSV = 177
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.513687, rho = 0.973653
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.879581
obj = -1.495494, rho = 0.976965
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -1.736275, rho = 0.968072
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.735934, rho = 0.971761
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.735606, rho = 0.963205
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.736791, rho = 0.969682
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.879581
obj = -1.715851, rho = 0.973542
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -1.991692, rho = 0.963324
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.991242, rho = 0.967578
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.990809, rho = 0.957733
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 101
nu = 0.885417
obj = -1.992373, rho = 0.965199
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.879581
obj = -1.968263, rho = 0.969564
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -2.284043, rho = 0.957862
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 98
nu = 0.885417
obj = -2.283449, rho = 0.962759
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.282878, rho = 0.951437
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 102
nu = 0.885417
obj = -2.284942, rho = 0.960006
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.879581
obj = -2.257177, rho = 0.965013
nSV = 178, nBSV = 157
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -2.618910, rho = 0.951595
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.618127, rho = 0.957243
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 100
nu = 0.885417
obj = -2.617374, rho = 0.944249
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 101
nu = 0.885417
obj = -2.620096, rho = 0.954003
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 107
nu = 0.879581
obj = -2.588107, rho = 0.959809
nSV = 178, nBSV = 156
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -3.001892, rho = 0.944401
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 100
nu = 0.885417
obj = -3.000859, rho = 0.950927
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 100
nu = 0.885417
obj = -2.999865, rho = 0.935960
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 102
nu = 0.885417
obj = -3.003458, rho = 0.947204
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.879581
obj = -2.966587, rho = 0.953820
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -3.439880, rho = 0.936131
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 100
nu = 0.885417
obj = -3.438516, rho = 0.943630
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 100
nu = 0.885417
obj = -3.437205, rho = 0.926437
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 101
nu = 0.885417
obj = -3.441945, rho = 0.939427
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 112
nu = 0.879581
obj = -3.399424, rho = 0.946981
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -3.940328, rho = 0.926692
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 100
nu = 0.885417
obj = -3.938527, rho = 0.935247
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -3.936797, rho = 0.915532
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 102
nu = 0.885417
obj = -3.943051, rho = 0.930396
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 113
nu = 0.879581
obj = -3.893988, rho = 0.939121
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -4.511656, rho = 0.915790
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 100
nu = 0.885417
obj = -4.509280, rho = 0.925617
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 103
nu = 0.885417
obj = -4.506998, rho = 0.902966
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -4.515251, rho = 0.919999
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 115
nu = 0.879581
obj = -4.458602, rho = 0.930058
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -5.163144, rho = 0.903343
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 100
nu = 0.885417
obj = -5.160008, rho = 0.914557
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -5.156997, rho = 0.888577
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -5.167887, rho = 0.908113
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 115
nu = 0.879581
obj = -5.102432, rho = 0.919658
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -5.905412, rho = 0.888970
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 101
nu = 0.885417
obj = -5.901273, rho = 0.901865
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -5.897301, rho = 0.872008
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -5.911670, rho = 0.894449
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 115
nu = 0.879581
obj = -5.835977, rho = 0.907711
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -6.749901, rho = 0.872459
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 103
nu = 0.885417
obj = -6.744442, rho = 0.887274
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -6.739199, rho = 0.853015
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -6.758159, rho = 0.878753
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 117
nu = 0.879581
obj = -6.670545, rho = 0.893981
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -7.709092, rho = 0.853496
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 108
nu = 0.885417
obj = -7.701888, rho = 0.870463
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -7.694971, rho = 0.831161
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -7.719989, rho = 0.860726
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 117
nu = 0.879581
obj = -7.618469, rho = 0.878218
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -8.796774, rho = 0.831740
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.885417
obj = -8.787269, rho = 0.851200
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -8.778142, rho = 0.806090
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 107
nu = 0.885417
obj = -8.811152, rho = 0.840058
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 118
nu = 0.879581
obj = -8.693377, rho = 0.860056
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -10.027576, rho = 0.806714
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 111
nu = 0.885417
obj = -10.015034, rho = 0.829128
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -10.002990, rho = 0.777255
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.885417
obj = -10.046548, rho = 0.816255
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 120
nu = 0.879581
obj = -9.909730, rho = 0.839275
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -11.416667, rho = 0.777969
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 105
nu = 0.885417
obj = -11.400119, rho = 0.803727
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 105
nu = 0.885417
obj = -11.384225, rho = 0.744122
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 109
nu = 0.885417
obj = -11.441701, rho = 0.788931
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 120
nu = 0.879581
obj = -11.282519, rho = 0.815375
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -12.979562, rho = 0.744919
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 106
nu = 0.885417
obj = -12.957726, rho = 0.774568
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 105
nu = 0.885417
obj = -12.936754, rho = 0.706075
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 110
nu = 0.885417
obj = -13.012594, rho = 0.757570
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 120
nu = 0.879581
obj = -12.827079, rho = 0.787923
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 110
nu = 0.880829
obj = -14.731931, rho = 0.707014
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 105
nu = 0.885417
obj = -14.703118, rho = 0.741046
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 106
nu = 0.885417
obj = -14.675446, rho = 0.662358
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 113
nu = 0.885417
obj = -14.775519, rho = 0.721508
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 121
nu = 0.879581
obj = -14.558901, rho = 0.756418
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -16.688314, rho = 0.663472
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 106
nu = 0.885417
obj = -16.650293, rho = 0.702452
nSV = 177, nBSV = 160
Total nSV = 177
*
optimization finished, #iter = 106
nu = 0.885417
obj = -16.613779, rho = 0.612146
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 113
nu = 0.885417
obj = -16.745830, rho = 0.680092
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 122
nu = 0.879581
obj = -16.492359, rho = 0.720191
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -18.860309, rho = 0.613435
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 106
nu = 0.885417
obj = -18.810142, rho = 0.658211
nSV = 177, nBSV = 160
Total nSV = 177
*
optimization finished, #iter = 106
nu = 0.885417
obj = -18.761962, rho = 0.554481
nSV = 178, nBSV = 164
Total nSV = 178
*
optimization finished, #iter = 113
nu = 0.885417
obj = -18.936200, rho = 0.632526
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 126
nu = 0.879581
obj = -18.638925, rho = 0.678606
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 57.5%
*
optimization finished, #iter = 112
nu = 0.880829
obj = -21.256965, rho = 0.555875
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 107
nu = 0.885417
obj = -21.190767, rho = 0.607364
nSV = 177, nBSV = 160
Total nSV = 177
*
optimization finished, #iter = 107
nu = 0.885417
obj = -21.127190, rho = 0.488164
nSV = 178, nBSV = 163
Total nSV = 178
*
optimization finished, #iter = 116
nu = 0.885417
obj = -21.357109, rho = 0.577884
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 126
nu = 0.879581
obj = -21.007545, rho = 0.630808
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 59.1667%
*
optimization finished, #iter = 112
nu = 0.880829
obj = -23.879030, rho = 0.489840
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 108
nu = 0.885417
obj = -23.791683, rho = 0.548988
nSV = 177, nBSV = 160
Total nSV = 177
*
optimization finished, #iter = 109
nu = 0.885417
obj = -23.707795, rho = 0.412080
nSV = 178, nBSV = 163
Total nSV = 178
*
optimization finished, #iter = 116
nu = 0.885417
obj = -24.011169, rho = 0.515121
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 129
nu = 0.879581
obj = -23.598975, rho = 0.575880
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 62.0833%
*
optimization finished, #iter = 114
nu = 0.880829
obj = -26.718398, rho = 0.414021
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.885417
obj = -26.603151, rho = 0.481860
nSV = 177, nBSV = 160
Total nSV = 177
*
optimization finished, #iter = 110
nu = 0.885417
obj = -26.492467, rho = 0.324625
nSV = 178, nBSV = 163
Total nSV = 178
*
optimization finished, #iter = 117
nu = 0.885417
obj = -26.892743, rho = 0.443017
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 130
nu = 0.879581
obj = -26.405217, rho = 0.512843
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 65%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -29.754456, rho = 0.326831
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 119
nu = 0.875000
obj = -29.630867, rho = 0.431458
nSV = 176, nBSV = 155
Total nSV = 176
*
optimization finished, #iter = 107
nu = 0.879181
obj = -29.466196, rho = 0.244843
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 123
nu = 0.879458
obj = -29.991715, rho = 0.376886
nSV = 178, nBSV = 158
Total nSV = 178
*
optimization finished, #iter = 127
nu = 0.873398
obj = -29.415174, rho = 0.455015
nSV = 178, nBSV = 153
Total nSV = 178
Cross Validation Accuracy = 65%
*
optimization finished, #iter = 115
nu = 0.873597
obj = -32.958593, rho = 0.251500
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 121
nu = 0.864161
obj = -32.883942, rho = 0.377572
nSV = 176, nBSV = 151
Total nSV = 176
*
optimization finished, #iter = 112
nu = 0.868553
obj = -32.642368, rho = 0.174000
nSV = 175, nBSV = 159
Total nSV = 175
*
optimization finished, #iter = 118
nu = 0.866047
obj = -33.344571, rho = 0.327801
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 121
nu = 0.864502
obj = -32.643212, rho = 0.397881
nSV = 177, nBSV = 151
Total nSV = 177
Cross Validation Accuracy = 68.75%
*
optimization finished, #iter = 124
nu = 0.861811
obj = -36.333927, rho = 0.182374
nSV = 177, nBSV = 153
Total nSV = 177
*
optimization finished, #iter = 126
nu = 0.852813
obj = -36.352621, rho = 0.321194
nSV = 174, nBSV = 150
Total nSV = 174
*
optimization finished, #iter = 119
nu = 0.852382
obj = -36.011697, rho = 0.120405
nSV = 172, nBSV = 151
Total nSV = 172
*
optimization finished, #iter = 130
nu = 0.856715
obj = -36.929240, rho = 0.261884
nSV = 175, nBSV = 153
Total nSV = 175
*
optimization finished, #iter = 140
nu = 0.853955
obj = -36.061540, rho = 0.340555
nSV = 176, nBSV = 149
Total nSV = 176
Cross Validation Accuracy = 72.9167%
*
optimization finished, #iter = 132
nu = 0.839373
obj = -39.887992, rho = 0.150130
nSV = 177, nBSV = 150
Total nSV = 177
*
optimization finished, #iter = 130
nu = 0.836162
obj = -40.008989, rho = 0.278262
nSV = 174, nBSV = 143
Total nSV = 174
*
optimization finished, #iter = 120
nu = 0.831225
obj = -39.586159, rho = 0.080148
nSV = 171, nBSV = 148
Total nSV = 171
*
optimization finished, #iter = 130
nu = 0.845566
obj = -40.712477, rho = 0.198744
nSV = 175, nBSV = 148
Total nSV = 175
*
optimization finished, #iter = 140
nu = 0.837914
obj = -39.650444, rho = 0.296476
nSV = 174, nBSV = 141
Total nSV = 174
Cross Validation Accuracy = 72.5%
*
optimization finished, #iter = 127
nu = 0.818948
obj = -43.614857, rho = 0.112484
nSV = 175, nBSV = 145
Total nSV = 175
*
optimization finished, #iter = 132
nu = 0.818247
obj = -43.840274, rho = 0.234313
nSV = 171, nBSV = 138
Total nSV = 171
*
optimization finished, #iter = 120
nu = 0.810774
obj = -43.350970, rho = 0.041419
nSV = 167, nBSV = 142
Total nSV = 167
*
optimization finished, #iter = 138
nu = 0.831892
obj = -44.638391, rho = 0.142554
nSV = 173, nBSV = 141
Total nSV = 173
*
optimization finished, #iter = 156
nu = 0.817032
obj = -43.406730, rho = 0.262593
nSV = 173, nBSV = 133
Total nSV = 173
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 147
nu = 0.796455
obj = -47.446807, rho = 0.085573
nSV = 173, nBSV = 134
Total nSV = 173
*
optimization finished, #iter = 143
nu = 0.796603
obj = -47.810724, rho = 0.200309
nSV = 170, nBSV = 131
Total nSV = 170
*
optimization finished, #iter = 136
nu = 0.791845
obj = -47.232628, rho = -0.004128
nSV = 166, nBSV = 133
Total nSV = 166
*
optimization finished, #iter = 144
nu = 0.811902
obj = -48.674821, rho = 0.112706
nSV = 172, nBSV = 134
Total nSV = 172
*
optimization finished, #iter = 155
nu = 0.794189
obj = -47.306672, rho = 0.230293
nSV = 171, nBSV = 127
Total nSV = 171
Cross Validation Accuracy = 75.8333%
*
optimization finished, #iter = 156
nu = 0.769762
obj = -51.364436, rho = 0.076043
nSV = 169, nBSV = 122
Total nSV = 169
*
optimization finished, #iter = 157
nu = 0.771838
obj = -51.886648, rho = 0.171953
nSV = 169, nBSV = 121
Total nSV = 169
*
optimization finished, #iter = 140
nu = 0.767053
obj = -51.192808, rho = -0.016755
nSV = 165, nBSV = 126
Total nSV = 165
*
optimization finished, #iter = 153
nu = 0.789168
obj = -52.794074, rho = 0.100760
nSV = 170, nBSV = 128
Total nSV = 170
*
optimization finished, #iter = 171
nu = 0.769842
obj = -51.308083, rho = 0.199886
nSV = 170, nBSV = 118
Total nSV = 170
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 175
nu = 0.742795
obj = -55.304438, rho = 0.057877
nSV = 169, nBSV = 111
Total nSV = 169
*
optimization finished, #iter = 179
nu = 0.746245
obj = -56.012813, rho = 0.139651
nSV = 169, nBSV = 112
Total nSV = 169
*
optimization finished, #iter = 173
nu = 0.740669
obj = -55.175249, rho = -0.026293
nSV = 163, nBSV = 111
Total nSV = 163
*
optimization finished, #iter = 175
nu = 0.763708
obj = -56.919355, rho = 0.077168
nSV = 167, nBSV = 115
Total nSV = 167
*.*
optimization finished, #iter = 191
nu = 0.743089
obj = -55.355232, rho = 0.168371
nSV = 169, nBSV = 108
Total nSV = 169
Cross Validation Accuracy = 76.25%
*.*
optimization finished, #iter = 197
nu = 0.714198
obj = -59.171275, rho = 0.032890
nSV = 167, nBSV = 102
Total nSV = 167
*.*
optimization finished, #iter = 202
nu = 0.720463
obj = -60.091947, rho = 0.102990
nSV = 167, nBSV = 103
Total nSV = 167
*.*
optimization finished, #iter = 199
nu = 0.710660
obj = -59.124445, rho = -0.029221
nSV = 163, nBSV = 98
Total nSV = 163
*
optimization finished, #iter = 189
nu = 0.735205
obj = -60.980542, rho = 0.054113
nSV = 166, nBSV = 103
Total nSV = 166
*.*
optimization finished, #iter = 212
nu = 0.715184
obj = -59.368320, rho = 0.135665
nSV = 167, nBSV = 97
Total nSV = 167
Cross Validation Accuracy = 76.25%
*.*
optimization finished, #iter = 207
nu = 0.684915
obj = -62.851982, rho = 0.007055
nSV = 166, nBSV = 90
Total nSV = 166
*.*
optimization finished, #iter = 206
nu = 0.693161
obj = -63.983837, rho = 0.065871
nSV = 166, nBSV = 89
Total nSV = 166
*.*
optimization finished, #iter = 224
nu = 0.677897
obj = -62.980122, rho = -0.028952
nSV = 163, nBSV = 86
Total nSV = 163
*.*
optimization finished, #iter = 212
nu = 0.702945
obj = -64.895172, rho = 0.038738
nSV = 165, nBSV = 88
Total nSV = 165
*.*
optimization finished, #iter = 224
nu = 0.684610
obj = -63.256084, rho = 0.102836
nSV = 164, nBSV = 83
Total nSV = 164
Cross Validation Accuracy = 77.5%
*.*
optimization finished, #iter = 231
nu = 0.649913
obj = -66.230801, rho = -0.012531
nSV = 165, nBSV = 68
Total nSV = 165
*.*
optimization finished, #iter = 232
nu = 0.660316
obj = -67.582404, rho = 0.038322
nSV = 166, nBSV = 74
Total nSV = 166
*.*
optimization finished, #iter = 256
nu = 0.644406
obj = -66.657754, rho = -0.031843
nSV = 163, nBSV = 76
Total nSV = 163
*.*
optimization finished, #iter = 229
nu = 0.667011
obj = -68.592901, rho = 0.023756
nSV = 165, nBSV = 74
Total nSV = 165
*.*
optimization finished, #iter = 242
nu = 0.648270
obj = -66.970914, rho = 0.080910
nSV = 164, nBSV = 69
Total nSV = 164
Cross Validation Accuracy = 77.9167%
*.*
optimization finished, #iter = 259
nu = 0.607505
obj = -69.317986, rho = -0.015916
nSV = 163, nBSV = 47
Total nSV = 163
.*
optimization finished, #iter = 282
nu = 0.620207
obj = -70.866494, rho = 0.019379
nSV = 166, nBSV = 51
Total nSV = 166
.*
optimization finished, #iter = 285
nu = 0.605507
obj = -70.086827, rho = -0.026250
nSV = 164, nBSV = 54
Total nSV = 164
.*
optimization finished, #iter = 263
nu = 0.624996
obj = -72.032783, rho = 0.016589
nSV = 164, nBSV = 51
Total nSV = 164
.*
optimization finished, #iter = 280
nu = 0.608063
obj = -70.503476, rho = 0.059402
nSV = 163, nBSV = 49
Total nSV = 163
Cross Validation Accuracy = 77.9167%
.*
optimization finished, #iter = 299
nu = 0.558853
obj = -72.218888, rho = -0.019429
nSV = 162, nBSV = 35
Total nSV = 162
.*
optimization finished, #iter = 307
nu = 0.573345
obj = -73.920252, rho = 0.015960
nSV = 164, nBSV = 40
Total nSV = 164
.*
optimization finished, #iter = 296
nu = 0.561508
obj = -73.321610, rho = -0.026128
nSV = 162, nBSV = 42
Total nSV = 162
.*
optimization finished, #iter = 287
nu = 0.578177
obj = -75.303226, rho = 0.015513
nSV = 166, nBSV = 41
Total nSV = 166
.*
optimization finished, #iter = 317
nu = 0.563152
obj = -73.906822, rho = 0.055104
nSV = 163, nBSV = 35
Total nSV = 163
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 290
nu = 0.512993
obj = -74.991784, rho = -0.019017
nSV = 161, nBSV = 32
Total nSV = 161
.*
optimization finished, #iter = 299
nu = 0.526445
obj = -76.801659, rho = 0.013975
nSV = 165, nBSV = 29
Total nSV = 165
.*
optimization finished, #iter = 307
nu = 0.517976
obj = -76.389143, rho = -0.025426
nSV = 161, nBSV = 30
Total nSV = 161
.*
optimization finished, #iter = 301
nu = 0.532409
obj = -78.424662, rho = 0.014416
nSV = 164, nBSV = 29
Total nSV = 164
.*
optimization finished, #iter = 326
nu = 0.518539
obj = -77.238362, rho = 0.048554
nSV = 164, nBSV = 28
Total nSV = 164
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 301
nu = 0.469136
obj = -77.575226, rho = -0.016973
nSV = 161, nBSV = 25
Total nSV = 161
.*
optimization finished, #iter = 316
nu = 0.478561
obj = -79.566982, rho = 0.012556
nSV = 165, nBSV = 22
Total nSV = 165
.*
optimization finished, #iter = 306
nu = 0.473027
obj = -79.339651, rho = -0.026220
nSV = 160, nBSV = 23
Total nSV = 160
.*
optimization finished, #iter = 332
nu = 0.485619
obj = -81.425445, rho = 0.013127
nSV = 166, nBSV = 21
Total nSV = 166
.*
optimization finished, #iter = 331
nu = 0.475261
obj = -80.510952, rho = 0.045736
nSV = 164, nBSV = 23
Total nSV = 164
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 330
nu = 0.426845
obj = -79.957372, rho = -0.015348
nSV = 162, nBSV = 20
Total nSV = 162
.*
optimization finished, #iter = 326
nu = 0.432582
obj = -82.334154, rho = 0.013305
nSV = 164, nBSV = 19
Total nSV = 164
.*
optimization finished, #iter = 318
nu = 0.431275
obj = -82.202276, rho = -0.025932
nSV = 160, nBSV = 18
Total nSV = 160
.*
optimization finished, #iter = 331
nu = 0.440622
obj = -84.418768, rho = 0.012465
nSV = 164, nBSV = 19
Total nSV = 164
.*
optimization finished, #iter = 328
nu = 0.433941
obj = -83.746179, rho = 0.042364
nSV = 164, nBSV = 20
Total nSV = 164
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 342
nu = 0.387839
obj = -82.120924, rho = -0.014982
nSV = 160, nBSV = 18
Total nSV = 160
.*
optimization finished, #iter = 340
nu = 0.390577
obj = -85.127779, rho = 0.014065
nSV = 164, nBSV = 16
Total nSV = 164
.*
optimization finished, #iter = 339
nu = 0.392707
obj = -84.935418, rho = -0.029027
nSV = 160, nBSV = 16
Total nSV = 160
.*
optimization finished, #iter = 331
nu = 0.400872
obj = -87.361737, rho = 0.010797
nSV = 164, nBSV = 17
Total nSV = 164
.*
optimization finished, #iter = 326
nu = 0.395696
obj = -86.933610, rho = 0.039761
nSV = 163, nBSV = 17
Total nSV = 163
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 347
nu = 0.350789
obj = -83.972983, rho = -0.016665
nSV = 159, nBSV = 12
Total nSV = 159
.*
optimization finished, #iter = 341
nu = 0.352401
obj = -87.956508, rho = 0.014070
nSV = 164, nBSV = 14
Total nSV = 164
.*
optimization finished, #iter = 346
nu = 0.357027
obj = -87.462864, rho = -0.031817
nSV = 160, nBSV = 12
Total nSV = 160
.*
optimization finished, #iter = 324
nu = 0.363188
obj = -90.196126, rho = 0.008467
nSV = 163, nBSV = 13
Total nSV = 163
.*
optimization finished, #iter = 321
nu = 0.360154
obj = -90.038292, rho = 0.035841
nSV = 163, nBSV = 15
Total nSV = 163
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 345
nu = 0.316034
obj = -85.541229, rho = -0.018422
nSV = 158, nBSV = 9
Total nSV = 158
.*
optimization finished, #iter = 345
nu = 0.318225
obj = -90.785823, rho = 0.013176
nSV = 164, nBSV = 10
Total nSV = 164
.*
optimization finished, #iter = 324
nu = 0.322748
obj = -89.798995, rho = -0.034291
nSV = 160, nBSV = 12
Total nSV = 160
.*
optimization finished, #iter = 327
nu = 0.328312
obj = -92.964385, rho = 0.006672
nSV = 162, nBSV = 13
Total nSV = 162
.*
optimization finished, #iter = 340
nu = 0.327562
obj = -93.004028, rho = 0.034085
nSV = 161, nBSV = 11
Total nSV = 161
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 337
nu = 0.282171
obj = -86.831212, rho = -0.018098
nSV = 157, nBSV = 7
Total nSV = 157
.*
optimization finished, #iter = 351
nu = 0.287527
obj = -93.578455, rho = 0.013794
nSV = 163, nBSV = 9
Total nSV = 163
.*
optimization finished, #iter = 360
nu = 0.290858
obj = -91.912605, rho = -0.036020
nSV = 159, nBSV = 8
Total nSV = 159
.*
optimization finished, #iter = 340
nu = 0.297527
obj = -95.581487, rho = 0.005735
nSV = 162, nBSV = 12
Total nSV = 162
.*
optimization finished, #iter = 357
nu = 0.295420
obj = -95.900618, rho = 0.034475
nSV = 162, nBSV = 10
Total nSV = 162
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 359
nu = 0.251127
obj = -87.920830, rho = -0.016451
nSV = 157, nBSV = 5
Total nSV = 157
.*
optimization finished, #iter = 336
nu = 0.259535
obj = -96.266897, rho = 0.015835
nSV = 163, nBSV = 7
Total nSV = 163
.*
optimization finished, #iter = 337
nu = 0.260656
obj = -93.861102, rho = -0.035255
nSV = 160, nBSV = 7
Total nSV = 160
.*
optimization finished, #iter = 341
nu = 0.269816
obj = -97.898695, rho = 0.004892
nSV = 161, nBSV = 9
Total nSV = 161
.*
optimization finished, #iter = 341
nu = 0.266682
obj = -98.728537, rho = 0.035485
nSV = 161, nBSV = 8
Total nSV = 161
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 338
nu = 0.222169
obj = -88.828768, rho = -0.015736
nSV = 157, nBSV = 3
Total nSV = 157
.*
optimization finished, #iter = 375
nu = 0.233374
obj = -98.852827, rho = 0.017630
nSV = 163, nBSV = 4
Total nSV = 163
.*
optimization finished, #iter = 344
nu = 0.233003
obj = -95.632634, rho = -0.034136
nSV = 159, nBSV = 5
Total nSV = 159
.*
optimization finished, #iter = 360
nu = 0.242569
obj = -99.882648, rho = 0.004317
nSV = 160, nBSV = 6
Total nSV = 160
.*
optimization finished, #iter = 343
nu = 0.240613
obj = -101.440776, rho = 0.037137
nSV = 161, nBSV = 6
Total nSV = 161
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 357
nu = 0.196569
obj = -89.602554, rho = -0.015213
nSV = 156, nBSV = 3
Total nSV = 156
.*
optimization finished, #iter = 374
nu = 0.208731
obj = -101.438263, rho = 0.018617
nSV = 162, nBSV = 4
Total nSV = 162
.*
optimization finished, #iter = 336
nu = 0.207002
obj = -97.325293, rho = -0.033825
nSV = 158, nBSV = 4
Total nSV = 158
.*
optimization finished, #iter = 364
nu = 0.216153
obj = -101.690666, rho = 0.004123
nSV = 159, nBSV = 4
Total nSV = 159
.*
optimization finished, #iter = 361
nu = 0.216343
obj = -104.015114, rho = 0.037951
nSV = 161, nBSV = 5
Total nSV = 161
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.172776
obj = -90.237866, rho = -0.014992
nSV = 156, nBSV = 1
Total nSV = 156
.*.*
optimization finished, #iter = 384
nu = 0.187274
obj = -104.011784, rho = 0.019678
nSV = 162, nBSV = 4
Total nSV = 162
.*
optimization finished, #iter = 335
nu = 0.183537
obj = -98.976334, rho = -0.033138
nSV = 157, nBSV = 2
Total nSV = 157
.*
optimization finished, #iter = 367
nu = 0.191912
obj = -103.416973, rho = 0.004120
nSV = 159, nBSV = 3
Total nSV = 159
.*
optimization finished, #iter = 378
nu = 0.193959
obj = -106.474970, rho = 0.038460
nSV = 162, nBSV = 4
Total nSV = 162
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 366
nu = 0.151733
obj = -90.838109, rho = -0.014921
nSV = 156, nBSV = 1
Total nSV = 156
.*
optimization finished, #iter = 381
nu = 0.168540
obj = -106.448284, rho = 0.020648
nSV = 163, nBSV = 4
Total nSV = 163
.*
optimization finished, #iter = 349
nu = 0.162520
obj = -100.649624, rho = -0.032340
nSV = 157, nBSV = 2
Total nSV = 157
.*
optimization finished, #iter = 383
nu = 0.170624
obj = -105.092075, rho = 0.004318
nSV = 158, nBSV = 3
Total nSV = 158
.*
optimization finished, #iter = 347
nu = 0.174075
obj = -108.809285, rho = 0.039411
nSV = 160, nBSV = 4
Total nSV = 160
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 363
nu = 0.133417
obj = -91.364873, rho = -0.014830
nSV = 156, nBSV = 1
Total nSV = 156
.*
optimization finished, #iter = 369
nu = 0.152216
obj = -108.570306, rho = 0.021655
nSV = 162, nBSV = 4
Total nSV = 162
.*
optimization finished, #iter = 359
nu = 0.144220
obj = -102.312430, rho = -0.031430
nSV = 157, nBSV = 2
Total nSV = 157
.*
optimization finished, #iter = 376
nu = 0.152167
obj = -106.548298, rho = 0.005369
nSV = 158, nBSV = 2
Total nSV = 158
.*
optimization finished, #iter = 358
nu = 0.156785
obj = -110.853173, rho = 0.040927
nSV = 160, nBSV = 4
Total nSV = 160
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 374
nu = 0.117480
obj = -91.755201, rho = -0.014847
nSV = 155, nBSV = 1
Total nSV = 155
.*
optimization finished, #iter = 378
nu = 0.137282
obj = -110.158564, rho = 0.023402
nSV = 161, nBSV = 3
Total nSV = 161
.*
optimization finished, #iter = 361
nu = 0.128292
obj = -103.880746, rho = -0.030393
nSV = 157, nBSV = 2
Total nSV = 157
.*
optimization finished, #iter = 376
nu = 0.135197
obj = -107.774941, rho = 0.006098
nSV = 158, nBSV = 2
Total nSV = 158
.*
optimization finished, #iter = 367
nu = 0.139855
obj = -112.503579, rho = 0.042571
nSV = 160, nBSV = 2
Total nSV = 160
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 357
nu = 0.103598
obj = -91.919768, rho = -0.014883
nSV = 155, nBSV = 1
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.122726
obj = -111.201427, rho = 0.026166
nSV = 161, nBSV = 2
Total nSV = 161
.*
optimization finished, #iter = 349
nu = 0.114048
obj = -105.242294, rho = -0.029200
nSV = 157, nBSV = 1
Total nSV = 157
.*
optimization finished, #iter = 373
nu = 0.119772
obj = -108.712558, rho = 0.006782
nSV = 158, nBSV = 1
Total nSV = 158
.*
optimization finished, #iter = 368
nu = 0.124071
obj = -113.981111, rho = 0.044310
nSV = 158, nBSV = 1
Total nSV = 158
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 364
nu = 0.090234
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 370
nu = 0.108344
obj = -111.901303, rho = 0.029356
nSV = 160, nBSV = 1
Total nSV = 160
.*
optimization finished, #iter = 364
nu = 0.100538
obj = -106.532271, rho = -0.027971
nSV = 157, nBSV = 1
Total nSV = 157
.*
optimization finished, #iter = 374
nu = 0.105539
obj = -109.494242, rho = 0.007332
nSV = 158, nBSV = 1
Total nSV = 158
.*.*
optimization finished, #iter = 388
nu = 0.109290
obj = -115.417096, rho = 0.046331
nSV = 157, nBSV = 1
Total nSV = 157
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 364
nu = 0.078553
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 371
nu = 0.095762
obj = -112.324974, rho = 0.033199
nSV = 159, nBSV = 1
Total nSV = 159
.*
optimization finished, #iter = 353
nu = 0.088778
obj = -107.801125, rho = -0.026421
nSV = 156, nBSV = 1
Total nSV = 156
.*
optimization finished, #iter = 377
nu = 0.093156
obj = -110.085301, rho = 0.007925
nSV = 157, nBSV = 1
Total nSV = 157
.*
optimization finished, #iter = 355
nu = 0.096419
obj = -116.872061, rho = 0.048649
nSV = 157, nBSV = 1
Total nSV = 157
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 364
nu = 0.068385
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.084049
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 348
nu = 0.078519
obj = -108.978539, rho = -0.023918
nSV = 157, nBSV = 1
Total nSV = 157
.*
optimization finished, #iter = 368
nu = 0.082432
obj = -110.348643, rho = 0.008739
nSV = 156, nBSV = 1
Total nSV = 156
.*.*
optimization finished, #iter = 386
nu = 0.085215
obj = -118.286884, rho = 0.051358
nSV = 157, nBSV = 1
Total nSV = 157
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.059532
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.073169
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 343
nu = 0.069609
obj = -109.966674, rho = -0.021170
nSV = 156, nBSV = 1
Total nSV = 156
.*
optimization finished, #iter = 361
nu = 0.071839
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 366
nu = 0.075509
obj = -119.566255, rho = 0.054425
nSV = 156, nBSV = 1
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.051826
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.063697
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 350
nu = 0.061870
obj = -110.605998, rho = -0.018146
nSV = 156, nBSV = 1
Total nSV = 156
.*
optimization finished, #iter = 361
nu = 0.062540
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 372
nu = 0.067086
obj = -120.551935, rho = 0.057946
nSV = 156, nBSV = 1
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.045117
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.055452
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.054636
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.054444
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 359
nu = 0.059748
obj = -121.043102, rho = 0.062014
nSV = 156, nBSV = 1
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.039277
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.048273
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.047563
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.047396
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.052268
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.034192
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.042024
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.041406
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.041261
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.045502
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.029766
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.036584
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.036046
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.035920
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.039612
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.025913
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.031849
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.031380
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.031270
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.034484
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.022558
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.027726
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.027318
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.027222
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.030020
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.019638
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.024137
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.023782
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.023698
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.026134
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.017096
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.021012
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.020703
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.020630
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.022751
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.014883
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.018292
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.018023
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.017960
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.019806
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.012956
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.015924
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.015690
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.015635
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.017242
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.011279
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.013863
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.013659
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.013611
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.015010
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.009819
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.012068
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.011891
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.011849
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.013067
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.008548
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.010506
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.010352
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.010315
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.011376
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.007442
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.009146
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.009012
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.008980
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.009903
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.006478
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.007962
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.007845
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.007817
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.008621
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.005640
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.006931
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.006829
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.006806
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.007505
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.004910
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.006034
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.005945
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.005925
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.006534
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.004274
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.005253
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.005176
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.005158
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.005688
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.003721
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.004573
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.004506
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.004490
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.004952
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.003239
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.003981
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.003923
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.003909
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.004311
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.002820
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.003466
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.003415
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.003403
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.003753
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.002455
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.003017
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.002973
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.002962
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.003267
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.002137
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.002627
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.002588
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.002579
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.002844
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.001860
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.002287
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.002253
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.002245
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.002476
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.001620
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.001991
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.001961
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.001954
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.002155
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.001410
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.001733
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.001707
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.001701
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.001876
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.001227
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.001509
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.001486
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.001481
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.001633
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.001069
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.001313
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.001294
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.001289
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.001422
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 364
nu = 0.000930
obj = -91.920039, rho = -0.014875
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 373
nu = 0.001143
obj = -112.384713, rho = 0.035292
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 345
nu = 0.001126
obj = -110.737025, rho = -0.016045
nSV = 155, nBSV = 0
Total nSV = 155
.*
optimization finished, #iter = 361
nu = 0.001122
obj = -110.349703, rho = 0.008794
nSV = 156, nBSV = 0
Total nSV = 156
.*
optimization finished, #iter = 363
nu = 0.001238
obj = -121.059182, rho = 0.062861
nSV = 156, nBSV = 0
Total nSV = 156
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.165881, rho = 0.997067
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.165879, rho = 0.997782
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165876, rho = 0.996926
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165885, rho = 0.997388
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.163929, rho = 0.997628
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.190529, rho = 0.996631
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190526, rho = 0.997346
nSV = 172, nBSV = 167
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190522, rho = 0.996469
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190535, rho = 0.997035
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.188287, rho = 0.997272
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.218828, rho = 0.996585
nSV = 173, nBSV = 168
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218825, rho = 0.996965
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218819, rho = 0.995943
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218836, rho = 0.996594
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.216255, rho = 0.997157
nSV = 172, nBSV = 165
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.251326, rho = 0.996111
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.251321, rho = 0.996514
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251314, rho = 0.995404
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.251337, rho = 0.996317
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.248371, rho = 0.996737
nSV = 173, nBSV = 164
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.288644, rho = 0.995532
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288638, rho = 0.996006
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.288629, rho = 0.994721
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288659, rho = 0.995770
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.285252, rho = 0.996261
nSV = 174, nBSV = 163
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.331491, rho = 0.994809
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.331483, rho = 0.995418
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.331470, rho = 0.994034
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.331510, rho = 0.995062
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.327595, rho = 0.995705
nSV = 174, nBSV = 163
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.380705, rho = 0.994037
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.380694, rho = 0.994729
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.380678, rho = 0.993146
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.380730, rho = 0.994355
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.376231, rho = 0.995057
nSV = 174, nBSV = 162
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.437192, rho = 0.993096
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.437177, rho = 0.993996
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.437155, rho = 0.992127
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.437224, rho = 0.993515
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.432055, rho = 0.994374
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.502038, rho = 0.992042
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.502020, rho = 0.993086
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.501990, rho = 0.990873
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.502081, rho = 0.992489
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.879581
obj = -0.496140, rho = 0.993585
nSV = 176, nBSV = 161
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.576479, rho = 0.990859
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.576455, rho = 0.992058
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.576416, rho = 0.989516
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.576536, rho = 0.991343
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 98
nu = 0.879581
obj = -0.569709, rho = 0.992571
nSV = 177, nBSV = 159
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.661930, rho = 0.989491
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.661897, rho = 0.990877
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.661846, rho = 0.987957
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.662005, rho = 0.990076
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.654158, rho = 0.991463
nSV = 177, nBSV = 159
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.759982, rho = 0.987890
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.759940, rho = 0.989419
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.759872, rho = 0.986237
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.760081, rho = 0.988600
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.879581
obj = -0.751061, rho = 0.990142
nSV = 176, nBSV = 159
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.872504, rho = 0.986122
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.872447, rho = 0.987846
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.872358, rho = 0.984119
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.872635, rho = 0.986873
nSV = 177, nBSV = 160
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.879581
obj = -0.862265, rho = 0.988676
nSV = 176, nBSV = 159
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -1.001619, rho = 0.984058
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.001544, rho = 0.986180
nSV = 178, nBSV = 163
Total nSV = 178
*
optimization finished, #iter = 91
nu = 0.885417
obj = -1.001425, rho = 0.981758
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.001791, rho = 0.984921
nSV = 177, nBSV = 160
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.989870, rho = 0.986997
nSV = 177, nBSV = 156
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -1.149715, rho = 0.981782
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.149617, rho = 0.984071
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.149461, rho = 0.978974
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.149943, rho = 0.982672
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 102
nu = 0.879581
obj = -1.136237, rho = 0.985041
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -1.319563, rho = 0.979041
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.319434, rho = 0.981703
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 92
nu = 0.885417
obj = -1.319227, rho = 0.975848
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.319864, rho = 0.980090
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.879581
obj = -1.304101, rho = 0.982804
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -1.514318, rho = 0.975938
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.514147, rho = 0.978962
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.513876, rho = 0.972323
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 101
nu = 0.885417
obj = -1.514715, rho = 0.977179
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 106
nu = 0.879581
obj = -1.496584, rho = 0.980238
nSV = 178, nBSV = 154
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -1.737624, rho = 0.972360
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.737398, rho = 0.975839
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.737041, rho = 0.968207
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.885417
obj = -1.738147, rho = 0.973778
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 107
nu = 0.879581
obj = -1.717290, rho = 0.977285
nSV = 178, nBSV = 154
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -1.993471, rho = 0.968249
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.993173, rho = 0.972247
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 101
nu = 0.885417
obj = -1.992702, rho = 0.963455
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.994162, rho = 0.969890
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 107
nu = 0.879581
obj = -1.970161, rho = 0.973907
nSV = 178, nBSV = 154
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -2.286390, rho = 0.963535
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 102
nu = 0.885417
obj = -2.285998, rho = 0.968086
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.885417
obj = -2.285375, rho = 0.958114
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 99
nu = 0.885417
obj = -2.287302, rho = 0.965459
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 109
nu = 0.879581
obj = -2.259681, rho = 0.970008
nSV = 178, nBSV = 153
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -2.622007, rho = 0.958112
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 102
nu = 0.885417
obj = -2.621489, rho = 0.963339
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.885417
obj = -2.620668, rho = 0.951855
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 100
nu = 0.885417
obj = -2.623211, rho = 0.960250
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 109
nu = 0.879581
obj = -2.591410, rho = 0.965547
nSV = 178, nBSV = 153
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -3.005979, rho = 0.951878
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 102
nu = 0.885417
obj = -3.005295, rho = 0.957889
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -3.004212, rho = 0.944699
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 101
nu = 0.885417
obj = -3.007566, rho = 0.954375
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.879581
obj = -2.970944, rho = 0.960448
nSV = 178, nBSV = 153
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -3.445274, rho = 0.944709
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 103
nu = 0.885417
obj = -3.444370, rho = 0.951629
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -3.442941, rho = 0.936476
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 101
nu = 0.885417
obj = -3.447367, rho = 0.947590
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 111
nu = 0.879581
obj = -3.405174, rho = 0.954573
nSV = 178, nBSV = 153
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -3.947445, rho = 0.936487
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 104
nu = 0.885417
obj = -3.946252, rho = 0.944433
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -3.944366, rho = 0.927029
nSV = 179, nBSV = 162
Total nSV = 179
*
optimization finished, #iter = 103
nu = 0.885417
obj = -3.950207, rho = 0.939749
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 111
nu = 0.879581
obj = -3.901575, rho = 0.947818
nSV = 178, nBSV = 153
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -4.521049, rho = 0.927016
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 106
nu = 0.885417
obj = -4.519475, rho = 0.936117
nSV = 178, nBSV = 158
Total nSV = 178
*
optimization finished, #iter = 101
nu = 0.885417
obj = -4.516986, rho = 0.916278
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -4.524693, rho = 0.930783
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 112
nu = 0.879581
obj = -4.468612, rho = 0.940067
nSV = 178, nBSV = 153
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -5.175537, rho = 0.916164
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 107
nu = 0.885417
obj = -5.173460, rho = 0.926635
nSV = 179, nBSV = 158
Total nSV = 179
*
optimization finished, #iter = 101
nu = 0.885417
obj = -5.170175, rho = 0.903829
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -5.180345, rho = 0.920491
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 115
nu = 0.879581
obj = -5.115641, rho = 0.931225
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 117
nu = 0.880829
obj = -5.921764, rho = 0.903676
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 107
nu = 0.885417
obj = -5.919024, rho = 0.915725
nSV = 179, nBSV = 158
Total nSV = 179
*
optimization finished, #iter = 104
nu = 0.885417
obj = -5.914691, rho = 0.889535
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -5.928109, rho = 0.908704
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 116
nu = 0.879581
obj = -5.853407, rho = 0.920934
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -6.771480, rho = 0.889360
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 109
nu = 0.885417
obj = -6.767864, rho = 0.903225
nSV = 179, nBSV = 158
Total nSV = 179
*
optimization finished, #iter = 105
nu = 0.885417
obj = -6.762146, rho = 0.873083
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 107
nu = 0.885417
obj = -6.779852, rho = 0.895126
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 116
nu = 0.879581
obj = -6.693544, rho = 0.909176
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -7.737564, rho = 0.872910
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 111
nu = 0.885417
obj = -7.732794, rho = 0.888781
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 105
nu = 0.885417
obj = -7.725248, rho = 0.854212
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -7.748611, rho = 0.879514
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 116
nu = 0.879581
obj = -7.648816, rho = 0.895672
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -8.834343, rho = 0.854012
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 112
nu = 0.885417
obj = -8.828049, rho = 0.872272
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 109
nu = 0.885417
obj = -8.818093, rho = 0.832533
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -8.848920, rho = 0.861599
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 117
nu = 0.879581
obj = -8.733421, rho = 0.880178
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -10.077150, rho = 0.832303
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 112
nu = 0.885417
obj = -10.068844, rho = 0.853278
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.885417
obj = -10.055707, rho = 0.807687
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 110
nu = 0.885417
obj = -10.096383, rho = 0.841018
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 122
nu = 0.879581
obj = -9.962569, rho = 0.862377
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -11.482081, rho = 0.807378
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 114
nu = 0.885417
obj = -11.471121, rho = 0.831471
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.885417
obj = -11.453786, rho = 0.779089
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 110
nu = 0.885417
obj = -11.507459, rho = 0.817377
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 123
nu = 0.879581
obj = -11.352241, rho = 0.841903
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 118
nu = 0.880829
obj = -13.065875, rho = 0.778699
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 115
nu = 0.885417
obj = -13.051413, rho = 0.806432
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.885417
obj = -13.028540, rho = 0.746242
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 111
nu = 0.885417
obj = -13.099361, rho = 0.790247
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 123
nu = 0.879581
obj = -12.919077, rho = 0.818396
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -14.845821, rho = 0.745787
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 115
nu = 0.885417
obj = -14.826738, rho = 0.777612
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 105
nu = 0.885417
obj = -14.796557, rho = 0.708447
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 114
nu = 0.885417
obj = -14.890007, rho = 0.759078
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 127
nu = 0.879581
obj = -14.680292, rho = 0.791406
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 120
nu = 0.880829
obj = -16.838597, rho = 0.707940
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 118
nu = 0.885417
obj = -16.813417, rho = 0.744562
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 106
nu = 0.885417
obj = -16.773591, rho = 0.665023
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 111
nu = 0.885417
obj = -16.896902, rho = 0.723202
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 128
nu = 0.879581
obj = -16.652540, rho = 0.760387
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -19.058606, rho = 0.664537
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 119
nu = 0.885417
obj = -19.025381, rho = 0.706577
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 112
nu = 0.885417
obj = -18.972830, rho = 0.615284
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 111
nu = 0.885417
obj = -19.135537, rho = 0.682046
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 130
nu = 0.879581
obj = -18.850279, rho = 0.724783
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -21.518629, rho = 0.614647
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 120
nu = 0.885417
obj = -21.474787, rho = 0.662941
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 112
nu = 0.885417
obj = -21.405443, rho = 0.558053
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 112
nu = 0.885417
obj = -21.620144, rho = 0.634769
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 131
nu = 0.879581
obj = -21.286439, rho = 0.683832
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 57.0833%
*
optimization finished, #iter = 124
nu = 0.880829
obj = -24.224292, rho = 0.557344
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 120
nu = 0.885417
obj = -24.166442, rho = 0.612825
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 115
nu = 0.885417
obj = -24.074946, rho = 0.492365
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 112
nu = 0.885417
obj = -24.358239, rho = 0.580464
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 133
nu = 0.879581
obj = -23.966970, rho = 0.636835
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 59.1667%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -27.173942, rho = 0.491531
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 121
nu = 0.885417
obj = -27.097614, rho = 0.555263
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 109
nu = 0.885417
obj = -26.976892, rho = 0.416885
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 113
nu = 0.885417
obj = -27.350674, rho = 0.518107
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 133
nu = 0.879581
obj = -26.890757, rho = 0.582847
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 60.4167%
*
optimization finished, #iter = 120
nu = 0.880829
obj = -30.355593, rho = 0.415877
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 121
nu = 0.884185
obj = -30.255239, rho = 0.491779
nSV = 179, nBSV = 154
Total nSV = 179
*
optimization finished, #iter = 117
nu = 0.885417
obj = -30.095565, rho = 0.330073
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 115
nu = 0.885417
obj = -30.588809, rho = 0.446439
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 131
nu = 0.879581
obj = -30.046645, rho = 0.520806
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 63.3333%
*
optimization finished, #iter = 122
nu = 0.880829
obj = -33.734426, rho = 0.329056
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 126
nu = 0.874962
obj = -33.649526, rho = 0.439574
nSV = 178, nBSV = 153
Total nSV = 178
*
optimization finished, #iter = 116
nu = 0.877074
obj = -33.414154, rho = 0.258967
nSV = 177, nBSV = 159
Total nSV = 177
*
optimization finished, #iter = 124
nu = 0.877524
obj = -34.058098, rho = 0.386073
nSV = 179, nBSV = 154
Total nSV = 179
*
optimization finished, #iter = 132
nu = 0.871506
obj = -33.421608, rho = 0.468781
nSV = 178, nBSV = 151
Total nSV = 178
Cross Validation Accuracy = 65.8333%
*
optimization finished, #iter = 122
nu = 0.873274
obj = -37.277559, rho = 0.253774
nSV = 180, nBSV = 157
Total nSV = 180
*
optimization finished, #iter = 136
nu = 0.863608
obj = -37.270778, rho = 0.386982
nSV = 177, nBSV = 149
Total nSV = 177
*
optimization finished, #iter = 118
nu = 0.867737
obj = -36.936567, rho = 0.184074
nSV = 176, nBSV = 156
Total nSV = 176
*
optimization finished, #iter = 132
nu = 0.865330
obj = -37.795052, rho = 0.333508
nSV = 177, nBSV = 154
Total nSV = 177
*
optimization finished, #iter = 132
nu = 0.863884
obj = -37.019986, rho = 0.410220
nSV = 177, nBSV = 149
Total nSV = 177
Cross Validation Accuracy = 67.5%
*
optimization finished, #iter = 132
nu = 0.861356
obj = -40.969369, rho = 0.186369
nSV = 179, nBSV = 150
Total nSV = 179
*
optimization finished, #iter = 136
nu = 0.852988
obj = -41.095575, rho = 0.326637
nSV = 176, nBSV = 146
Total nSV = 176
*
optimization finished, #iter = 122
nu = 0.852013
obj = -40.635367, rho = 0.125195
nSV = 174, nBSV = 151
Total nSV = 174
*
optimization finished, #iter = 124
nu = 0.856934
obj = -41.752863, rho = 0.266416
nSV = 175, nBSV = 152
Total nSV = 175
*
optimization finished, #iter = 146
nu = 0.855040
obj = -40.794393, rho = 0.349091
nSV = 176, nBSV = 146
Total nSV = 176
Cross Validation Accuracy = 71.6667%
*
optimization finished, #iter = 143
nu = 0.839715
obj = -44.809223, rho = 0.151125
nSV = 179, nBSV = 147
Total nSV = 179
*
optimization finished, #iter = 142
nu = 0.836819
obj = -45.083042, rho = 0.279087
nSV = 175, nBSV = 142
Total nSV = 175
*
optimization finished, #iter = 134
nu = 0.831606
obj = -44.508378, rho = 0.085661
nSV = 172, nBSV = 144
Total nSV = 172
*
optimization finished, #iter = 130
nu = 0.846803
obj = -45.876487, rho = 0.200788
nSV = 175, nBSV = 147
Total nSV = 175
*
optimization finished, #iter = 154
nu = 0.838771
obj = -44.708081, rho = 0.303623
nSV = 175, nBSV = 139
Total nSV = 175
Cross Validation Accuracy = 72.0833%
*
optimization finished, #iter = 151
nu = 0.818768
obj = -48.760293, rho = 0.111546
nSV = 176, nBSV = 140
Total nSV = 176
*
optimization finished, #iter = 160
nu = 0.818273
obj = -49.198130, rho = 0.235103
nSV = 173, nBSV = 135
Total nSV = 173
*
optimization finished, #iter = 136
nu = 0.811632
obj = -48.518510, rho = 0.043046
nSV = 170, nBSV = 138
Total nSV = 170
*
optimization finished, #iter = 141
nu = 0.833358
obj = -50.085813, rho = 0.144156
nSV = 174, nBSV = 141
Total nSV = 174
*
optimization finished, #iter = 159
nu = 0.818963
obj = -48.742038, rho = 0.262769
nSV = 173, nBSV = 131
Total nSV = 173
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 158
nu = 0.794939
obj = -52.746425, rho = 0.081953
nSV = 175, nBSV = 128
Total nSV = 175
*
optimization finished, #iter = 164
nu = 0.796923
obj = -53.378238, rho = 0.197635
nSV = 173, nBSV = 123
Total nSV = 173
*
optimization finished, #iter = 145
nu = 0.790915
obj = -52.569434, rho = 0.003876
nSV = 168, nBSV = 131
Total nSV = 168
*
optimization finished, #iter = 153
nu = 0.813414
obj = -54.322454, rho = 0.115715
nSV = 173, nBSV = 134
Total nSV = 173
*
optimization finished, #iter = 167
nu = 0.795275
obj = -52.844613, rho = 0.229345
nSV = 173, nBSV = 122
Total nSV = 173
Cross Validation Accuracy = 75.8333%
*
optimization finished, #iter = 180
nu = 0.766600
obj = -56.722688, rho = 0.063766
nSV = 173, nBSV = 114
Total nSV = 173
*
optimization finished, #iter = 188
nu = 0.771582
obj = -57.566004, rho = 0.162457
nSV = 172, nBSV = 114
Total nSV = 172
*
optimization finished, #iter = 159
nu = 0.764813
obj = -56.604454, rho = -0.013092
nSV = 168, nBSV = 122
Total nSV = 168
*
optimization finished, #iter = 176
nu = 0.789562
obj = -58.523046, rho = 0.095279
nSV = 172, nBSV = 120
Total nSV = 172
*.*
optimization finished, #iter = 194
nu = 0.769567
obj = -56.956976, rho = 0.191484
nSV = 171, nBSV = 109
Total nSV = 171
Cross Validation Accuracy = 75%
*.*
optimization finished, #iter = 196
nu = 0.737595
obj = -60.599961, rho = 0.039347
nSV = 173, nBSV = 105
Total nSV = 173
*.*
optimization finished, #iter = 193
nu = 0.744941
obj = -61.670376, rho = 0.128002
nSV = 172, nBSV = 105
Total nSV = 172
*
optimization finished, #iter = 190
nu = 0.735578
obj = -60.541892, rho = -0.019741
nSV = 167, nBSV = 105
Total nSV = 167
*.*
optimization finished, #iter = 194
nu = 0.760702
obj = -62.611694, rho = 0.069612
nSV = 171, nBSV = 111
Total nSV = 171
*.*
optimization finished, #iter = 212
nu = 0.741294
obj = -60.992982, rho = 0.155985
nSV = 171, nBSV = 100
Total nSV = 171
Cross Validation Accuracy = 75.4167%
*.*
optimization finished, #iter = 207
nu = 0.708013
obj = -64.233698, rho = 0.013501
nSV = 170, nBSV = 98
Total nSV = 170
*.*
optimization finished, #iter = 214
nu = 0.717998
obj = -65.539057, rho = 0.089038
nSV = 171, nBSV = 94
Total nSV = 171
*.*
optimization finished, #iter = 218
nu = 0.702328
obj = -64.314579, rho = -0.021948
nSV = 166, nBSV = 89
Total nSV = 166
*.*
optimization finished, #iter = 215
nu = 0.730040
obj = -66.470579, rho = 0.049053
nSV = 171, nBSV = 93
Total nSV = 171
*.*
optimization finished, #iter = 233
nu = 0.710945
obj = -64.841835, rho = 0.118544
nSV = 171, nBSV = 87
Total nSV = 171
Cross Validation Accuracy = 75.8333%
*.*
optimization finished, #iter = 244
nu = 0.673354
obj = -67.475842, rho = -0.007859
nSV = 170, nBSV = 72
Total nSV = 170
*.*
optimization finished, #iter = 239
nu = 0.684437
obj = -69.020231, rho = 0.056818
nSV = 170, nBSV = 77
Total nSV = 170
*.*
optimization finished, #iter = 243
nu = 0.667380
obj = -67.831885, rho = -0.022576
nSV = 166, nBSV = 78
Total nSV = 166
*.*
optimization finished, #iter = 251
nu = 0.692753
obj = -70.006803, rho = 0.030637
nSV = 171, nBSV = 75
Total nSV = 171
.*
optimization finished, #iter = 251
nu = 0.673988
obj = -68.409449, rho = 0.091708
nSV = 171, nBSV = 68
Total nSV = 171
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 272
nu = 0.629313
obj = -70.304094, rho = -0.013270
nSV = 169, nBSV = 45
Total nSV = 169
.*
optimization finished, #iter = 272
nu = 0.643248
obj = -72.084018, rho = 0.031662
nSV = 170, nBSV = 55
Total nSV = 170
.*
optimization finished, #iter = 269
nu = 0.627259
obj = -70.988048, rho = -0.020247
nSV = 165, nBSV = 54
Total nSV = 165
.*
optimization finished, #iter = 289
nu = 0.649318
obj = -73.176375, rho = 0.019124
nSV = 171, nBSV = 49
Total nSV = 171
.*
optimization finished, #iter = 298
nu = 0.631584
obj = -71.701806, rho = 0.066369
nSV = 171, nBSV = 51
Total nSV = 171
Cross Validation Accuracy = 77.9167%
.*
optimization finished, #iter = 291
nu = 0.576189
obj = -72.879523, rho = -0.015265
nSV = 168, nBSV = 34
Total nSV = 168
.*
optimization finished, #iter = 289
nu = 0.592549
obj = -74.819767, rho = 0.026180
nSV = 171, nBSV = 37
Total nSV = 171
.*
optimization finished, #iter = 290
nu = 0.579220
obj = -73.865249, rho = -0.019845
nSV = 166, nBSV = 41
Total nSV = 166
.*
optimization finished, #iter = 289
nu = 0.598066
obj = -76.087368, rho = 0.019055
nSV = 171, nBSV = 38
Total nSV = 171
.*
optimization finished, #iter = 318
nu = 0.582666
obj = -74.768761, rho = 0.058489
nSV = 170, nBSV = 32
Total nSV = 170
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 304
nu = 0.525922
obj = -75.279105, rho = -0.013656
nSV = 168, nBSV = 27
Total nSV = 168
.*
optimization finished, #iter = 301
nu = 0.540177
obj = -77.358509, rho = 0.023174
nSV = 169, nBSV = 24
Total nSV = 169
.*
optimization finished, #iter = 289
nu = 0.530043
obj = -76.536204, rho = -0.019449
nSV = 165, nBSV = 27
Total nSV = 165
.*
optimization finished, #iter = 308
nu = 0.546275
obj = -78.812222, rho = 0.017031
nSV = 171, nBSV = 26
Total nSV = 171
.*
optimization finished, #iter = 325
nu = 0.533338
obj = -77.727686, rho = 0.052502
nSV = 168, nBSV = 26
Total nSV = 168
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 324
nu = 0.478067
obj = -77.477399, rho = -0.011657
nSV = 168, nBSV = 22
Total nSV = 168
.*
optimization finished, #iter = 315
nu = 0.487044
obj = -79.833472, rho = 0.023500
nSV = 169, nBSV = 20
Total nSV = 169
.*
optimization finished, #iter = 299
nu = 0.481731
obj = -79.089405, rho = -0.018129
nSV = 165, nBSV = 22
Total nSV = 165
.*
optimization finished, #iter = 326
nu = 0.494597
obj = -81.453996, rho = 0.016621
nSV = 169, nBSV = 20
Total nSV = 169
.*
optimization finished, #iter = 331
nu = 0.485415
obj = -80.619234, rho = 0.049493
nSV = 167, nBSV = 22
Total nSV = 167
Cross Validation Accuracy = 78.3333%
.*
optimization finished, #iter = 317
nu = 0.432788
obj = -79.470443, rho = -0.010009
nSV = 168, nBSV = 20
Total nSV = 168
.*
optimization finished, #iter = 322
nu = 0.438924
obj = -82.318385, rho = 0.024527
nSV = 169, nBSV = 17
Total nSV = 169
.*
optimization finished, #iter = 328
nu = 0.437044
obj = -81.510743, rho = -0.019776
nSV = 165, nBSV = 16
Total nSV = 165
.*
optimization finished, #iter = 326
nu = 0.447938
obj = -84.050283, rho = 0.015580
nSV = 169, nBSV = 18
Total nSV = 169
.*
optimization finished, #iter = 336
nu = 0.441216
obj = -83.454178, rho = 0.047192
nSV = 167, nBSV = 18
Total nSV = 167
Cross Validation Accuracy = 78.75%
.*
optimization finished, #iter = 360
nu = 0.391537
obj = -81.186605, rho = -0.010770
nSV = 167, nBSV = 14
Total nSV = 167
.*
optimization finished, #iter = 324
nu = 0.394934
obj = -84.805659, rho = 0.024979
nSV = 168, nBSV = 13
Total nSV = 168
.*
optimization finished, #iter = 321
nu = 0.396341
obj = -83.754368, rho = -0.022374
nSV = 163, nBSV = 15
Total nSV = 163
.*
optimization finished, #iter = 341
nu = 0.405348
obj = -86.530613, rho = 0.013682
nSV = 169, nBSV = 14
Total nSV = 169
.*
optimization finished, #iter = 338
nu = 0.400047
obj = -86.208736, rho = 0.043841
nSV = 166, nBSV = 15
Total nSV = 166
Cross Validation Accuracy = 77.9167%
.*
optimization finished, #iter = 349
nu = 0.351814
obj = -82.615605, rho = -0.012581
nSV = 165, nBSV = 11
Total nSV = 165
.*
optimization finished, #iter = 336
nu = 0.355729
obj = -87.279438, rho = 0.024411
nSV = 167, nBSV = 12
Total nSV = 167
.*
optimization finished, #iter = 322
nu = 0.357141
obj = -85.795184, rho = -0.024543
nSV = 162, nBSV = 12
Total nSV = 162
.*
optimization finished, #iter = 339
nu = 0.365096
obj = -88.906444, rho = 0.011979
nSV = 169, nBSV = 13
Total nSV = 169
.*
optimization finished, #iter = 354
nu = 0.362878
obj = -88.851641, rho = 0.040703
nSV = 166, nBSV = 13
Total nSV = 166
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 339
nu = 0.313739
obj = -83.778696, rho = -0.012728
nSV = 165, nBSV = 8
Total nSV = 165
.*
optimization finished, #iter = 337
nu = 0.320285
obj = -89.696294, rho = 0.024442
nSV = 167, nBSV = 10
Total nSV = 167
.*
optimization finished, #iter = 316
nu = 0.321256
obj = -87.623107, rho = -0.026689
nSV = 162, nBSV = 9
Total nSV = 162
.*
optimization finished, #iter = 342
nu = 0.329605
obj = -91.137095, rho = 0.010906
nSV = 169, nBSV = 12
Total nSV = 169
.*
optimization finished, #iter = 342
nu = 0.326626
obj = -91.385792, rho = 0.040645
nSV = 165, nBSV = 10
Total nSV = 165
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 341
nu = 0.278834
obj = -84.756631, rho = -0.011146
nSV = 165, nBSV = 5
Total nSV = 165
.*
optimization finished, #iter = 353
nu = 0.288555
obj = -91.992452, rho = 0.025767
nSV = 167, nBSV = 8
Total nSV = 167
.*
optimization finished, #iter = 325
nu = 0.287159
obj = -89.285571, rho = -0.026026
nSV = 162, nBSV = 7
Total nSV = 162
.*
optimization finished, #iter = 358
nu = 0.297647
obj = -93.098585, rho = 0.010231
nSV = 168, nBSV = 9
Total nSV = 168
.*
optimization finished, #iter = 345
nu = 0.293895
obj = -93.856129, rho = 0.041819
nSV = 165, nBSV = 8
Total nSV = 165
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 350
nu = 0.246792
obj = -85.548835, rho = -0.009818
nSV = 165, nBSV = 3
Total nSV = 165
.*
optimization finished, #iter = 349
nu = 0.258334
obj = -94.181164, rho = 0.027778
nSV = 167, nBSV = 5
Total nSV = 167
.*
optimization finished, #iter = 327
nu = 0.255902
obj = -90.795895, rho = -0.024902
nSV = 162, nBSV = 5
Total nSV = 162
.*
optimization finished, #iter = 378
nu = 0.266752
obj = -94.749321, rho = 0.009939
nSV = 168, nBSV = 6
Total nSV = 168
.*
optimization finished, #iter = 350
nu = 0.264597
obj = -96.222784, rho = 0.043928
nSV = 166, nBSV = 6
Total nSV = 166
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 350
nu = 0.217999
obj = -86.204642, rho = -0.009050
nSV = 165, nBSV = 3
Total nSV = 165
.*
optimization finished, #iter = 377
nu = 0.230504
obj = -96.354053, rho = 0.028790
nSV = 167, nBSV = 4
Total nSV = 167
.*
optimization finished, #iter = 336
nu = 0.227016
obj = -92.221600, rho = -0.024696
nSV = 162, nBSV = 4
Total nSV = 162
.*
optimization finished, #iter = 382
nu = 0.236823
obj = -96.266155, rho = 0.009924
nSV = 168, nBSV = 4
Total nSV = 168
.*
optimization finished, #iter = 371
nu = 0.237255
obj = -98.441949, rho = 0.045061
nSV = 166, nBSV = 5
Total nSV = 166
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 370
nu = 0.191310
obj = -86.746880, rho = -0.008778
nSV = 163, nBSV = 1
Total nSV = 163
.*
optimization finished, #iter = 375
nu = 0.206128
obj = -98.500532, rho = 0.029527
nSV = 168, nBSV = 4
Total nSV = 168
.*
optimization finished, #iter = 356
nu = 0.200898
obj = -93.599568, rho = -0.024564
nSV = 161, nBSV = 2
Total nSV = 161
.*.*
optimization finished, #iter = 391
nu = 0.209902
obj = -97.705729, rho = 0.009684
nSV = 168, nBSV = 3
Total nSV = 168
.*.*
optimization finished, #iter = 382
nu = 0.212160
obj = -100.551501, rho = 0.045780
nSV = 165, nBSV = 4
Total nSV = 165
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 366
nu = 0.167869
obj = -87.259826, rho = -0.008684
nSV = 163, nBSV = 1
Total nSV = 163
.*
optimization finished, #iter = 367
nu = 0.184899
obj = -100.510681, rho = 0.030390
nSV = 166, nBSV = 4
Total nSV = 166
.*
optimization finished, #iter = 344
nu = 0.177580
obj = -94.989530, rho = -0.024247
nSV = 160, nBSV = 2
Total nSV = 160
.*
optimization finished, #iter = 368
nu = 0.186241
obj = -99.083098, rho = 0.009528
nSV = 167, nBSV = 3
Total nSV = 167
.*
optimization finished, #iter = 355
nu = 0.189921
obj = -102.541198, rho = 0.046564
nSV = 164, nBSV = 4
Total nSV = 164
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 370
nu = 0.147464
obj = -87.706284, rho = -0.008541
nSV = 163, nBSV = 1
Total nSV = 163
.*
optimization finished, #iter = 355
nu = 0.166427
obj = -102.218340, rho = 0.031369
nSV = 166, nBSV = 4
Total nSV = 166
.*
optimization finished, #iter = 337
nu = 0.157303
obj = -96.355546, rho = -0.023686
nSV = 160, nBSV = 2
Total nSV = 160
.*
optimization finished, #iter = 368
nu = 0.165566
obj = -100.263201, rho = 0.010168
nSV = 166, nBSV = 2
Total nSV = 166
.*
optimization finished, #iter = 356
nu = 0.170565
obj = -104.266965, rho = 0.047363
nSV = 164, nBSV = 4
Total nSV = 164
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 362
nu = 0.129702
obj = -88.030605, rho = -0.008406
nSV = 163, nBSV = 1
Total nSV = 163
.*
optimization finished, #iter = 368
nu = 0.149357
obj = -103.456818, rho = 0.033076
nSV = 165, nBSV = 3
Total nSV = 165
.*
optimization finished, #iter = 339
nu = 0.139650
obj = -97.619205, rho = -0.023075
nSV = 160, nBSV = 2
Total nSV = 160
.*
optimization finished, #iter = 376
nu = 0.146830
obj = -101.239807, rho = 0.010426
nSV = 166, nBSV = 2
Total nSV = 166
.*
optimization finished, #iter = 361
nu = 0.151661
obj = -105.663682, rho = 0.048531
nSV = 163, nBSV = 2
Total nSV = 163
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 346
nu = 0.114183
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 378
nu = 0.132973
obj = -104.244773, rho = 0.035478
nSV = 165, nBSV = 1
Total nSV = 165
.*
optimization finished, #iter = 355
nu = 0.123501
obj = -98.712884, rho = -0.022246
nSV = 160, nBSV = 1
Total nSV = 160
.*.*
optimization finished, #iter = 387
nu = 0.129577
obj = -101.980492, rho = 0.010718
nSV = 166, nBSV = 1
Total nSV = 166
.*
optimization finished, #iter = 352
nu = 0.134290
obj = -106.909902, rho = 0.049871
nSV = 161, nBSV = 1
Total nSV = 161
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 346
nu = 0.099402
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 365
nu = 0.117184
obj = -104.734532, rho = 0.038175
nSV = 165, nBSV = 1
Total nSV = 165
.*
optimization finished, #iter = 345
nu = 0.108758
obj = -99.783009, rho = -0.020976
nSV = 161, nBSV = 1
Total nSV = 161
.*.*
optimization finished, #iter = 385
nu = 0.114076
obj = -102.601232, rho = 0.011085
nSV = 166, nBSV = 1
Total nSV = 166
.*
optimization finished, #iter = 358
nu = 0.118194
obj = -108.119343, rho = 0.051554
nSV = 160, nBSV = 1
Total nSV = 160
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 346
nu = 0.086534
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 370
nu = 0.103446
obj = -104.950690, rho = 0.041251
nSV = 165, nBSV = 1
Total nSV = 165
.*
optimization finished, #iter = 345
nu = 0.095908
obj = -100.823644, rho = -0.019289
nSV = 161, nBSV = 1
Total nSV = 161
.*
optimization finished, #iter = 378
nu = 0.100585
obj = -103.037353, rho = 0.011461
nSV = 165, nBSV = 1
Total nSV = 165
.*
optimization finished, #iter = 363
nu = 0.104180
obj = -109.328836, rho = 0.053522
nSV = 160, nBSV = 1
Total nSV = 160
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 346
nu = 0.075333
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.090156
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 341
nu = 0.084726
obj = -101.771122, rho = -0.017208
nSV = 160, nBSV = 1
Total nSV = 160
.*
optimization finished, #iter = 381
nu = 0.088634
obj = -103.173124, rho = 0.011842
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 359
nu = 0.091987
obj = -110.480640, rho = 0.055789
nSV = 160, nBSV = 1
Total nSV = 160
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 346
nu = 0.065581
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.078485
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 360
nu = 0.075010
obj = -102.526231, rho = -0.014689
nSV = 159, nBSV = 1
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.077159
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 362
nu = 0.081377
obj = -111.490306, rho = 0.058405
nSV = 159, nBSV = 1
Total nSV = 159
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 346
nu = 0.057091
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.068325
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 352
nu = 0.066579
obj = -102.945117, rho = -0.011942
nSV = 159, nBSV = 1
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.067170
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 374
nu = 0.072196
obj = -112.218729, rho = 0.061479
nSV = 159, nBSV = 1
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.049701
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.059480
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.058361
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.058475
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.064079
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.043267
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.051781
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.050806
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.050906
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.055784
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.037666
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.045078
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.044229
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.044316
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.048563
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.032790
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.039242
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.038504
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.038579
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.042277
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.028546
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.034163
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.033520
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.033585
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.036804
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.024851
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.029740
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.029180
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.029238
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.032040
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.021634
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.025890
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.025403
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.025453
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.027892
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.018833
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.022539
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.022115
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.022158
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.024282
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.016395
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.019621
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.019252
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.019290
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.021138
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.014273
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.017081
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.016760
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.016793
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.018402
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.012425
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.014870
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.014590
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.014619
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.016020
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.010817
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.012945
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.012702
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.012726
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.013946
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.009417
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.011269
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.011057
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.011079
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.012141
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.008198
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.009811
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.009626
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.009645
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.010569
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.007136
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.008541
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.008380
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.008396
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.009201
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.006213
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.007435
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.007295
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.007309
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.008010
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.005408
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.006473
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.006351
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.006363
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.006973
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.004708
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.005635
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.005529
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.005539
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.006070
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.004099
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.004905
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.004813
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.004822
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.005285
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.003568
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.004270
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.004190
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.004198
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.004600
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.003106
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.003718
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.003648
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.003655
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.004005
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.002704
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.003236
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.003175
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.003182
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.003487
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.002354
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.002817
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.002764
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.002770
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.003035
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.002049
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.002453
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.002406
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.002411
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.002642
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.001784
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.002135
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.002095
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.002099
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.002300
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.001553
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.001859
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.001824
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.001827
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.002002
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.001352
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.001618
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.001588
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.001591
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.001743
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.001177
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.001409
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.001382
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.001385
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.001518
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.001025
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.001226
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.001203
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.001206
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.001321
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 346
nu = 0.000892
obj = -88.154646, rho = -0.008237
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 382
nu = 0.001068
obj = -104.951985, rho = 0.041504
nSV = 165, nBSV = 0
Total nSV = 165
.*
optimization finished, #iter = 373
nu = 0.001047
obj = -102.977162, rho = -0.010941
nSV = 159, nBSV = 0
Total nSV = 159
.*
optimization finished, #iter = 372
nu = 0.001050
obj = -103.173126, rho = 0.011804
nSV = 166, nBSV = 0
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.001150
obj = -112.475153, rho = 0.064698
nSV = 159, nBSV = 0
Total nSV = 159
Cross Validation Accuracy = 75%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.165891, rho = 0.997777
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165889, rho = 0.997776
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165886, rho = 0.997089
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165895, rho = 0.997845
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.163940, rho = 0.997886
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.190542, rho = 0.997446
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190539, rho = 0.997445
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190535, rho = 0.996656
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190547, rho = 0.997525
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.188301, rho = 0.997683
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.218845, rho = 0.997066
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218843, rho = 0.997380
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218837, rho = 0.996626
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218853, rho = 0.997154
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.216272, rho = 0.997443
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.251349, rho = 0.996614
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251346, rho = 0.996966
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.251339, rho = 0.996054
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251359, rho = 0.996731
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.248394, rho = 0.997149
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.288675, rho = 0.996125
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288671, rho = 0.996522
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288661, rho = 0.995467
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288688, rho = 0.996230
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.285283, rho = 0.996841
nSV = 174, nBSV = 161
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.331531, rho = 0.995502
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.331526, rho = 0.996005
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.331513, rho = 0.994793
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.331549, rho = 0.995697
nSV = 175, nBSV = 164
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.327637, rho = 0.996354
nSV = 175, nBSV = 160
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.380758, rho = 0.994822
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.380751, rho = 0.995391
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.380733, rho = 0.994019
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.380781, rho = 0.995051
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.376286, rho = 0.995811
nSV = 175, nBSV = 160
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.437262, rho = 0.994030
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.437252, rho = 0.994764
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.437228, rho = 0.993129
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.437293, rho = 0.994340
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 96
nu = 0.879581
obj = -0.432127, rho = 0.995149
nSV = 175, nBSV = 158
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.502130, rho = 0.993100
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.502118, rho = 0.994047
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.502086, rho = 0.992108
nSV = 174, nBSV = 164
Total nSV = 174
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.502172, rho = 0.993487
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.879581
obj = -0.496236, rho = 0.994428
nSV = 175, nBSV = 158
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.576601, rho = 0.992047
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.576585, rho = 0.993162
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.576543, rho = 0.990942
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.576655, rho = 0.992519
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 100
nu = 0.879581
obj = -0.569836, rho = 0.993581
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.662091, rho = 0.990865
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.662069, rho = 0.992127
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.662014, rho = 0.989588
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.662162, rho = 0.991367
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 100
nu = 0.879581
obj = -0.654325, rho = 0.992626
nSV = 178, nBSV = 155
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.760194, rho = 0.989506
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.760166, rho = 0.990884
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.760093, rho = 0.988040
nSV = 175, nBSV = 163
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.760289, rho = 0.990106
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 102
nu = 0.879581
obj = -0.751283, rho = 0.991454
nSV = 178, nBSV = 154
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -0.872784, rho = 0.988017
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.872746, rho = 0.989558
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.872650, rho = 0.986227
nSV = 175, nBSV = 162
Total nSV = 175
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.872909, rho = 0.988587
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.862557, rho = 0.990198
nSV = 177, nBSV = 155
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -1.001989, rho = 0.986235
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.001937, rho = 0.988005
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.001811, rho = 0.984186
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.002152, rho = 0.986890
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.990255, rho = 0.988750
nSV = 177, nBSV = 155
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -1.150204, rho = 0.984142
nSV = 181, nBSV = 160
Total nSV = 181
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.150137, rho = 0.986186
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.149970, rho = 0.981835
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.150420, rho = 0.984979
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.879581
obj = -1.136745, rho = 0.987076
nSV = 177, nBSV = 154
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -1.320209, rho = 0.981794
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.320119, rho = 0.984132
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 95
nu = 0.885417
obj = -1.319899, rho = 0.979134
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.320494, rho = 0.982678
nSV = 178, nBSV = 158
Total nSV = 178
*
optimization finished, #iter = 107
nu = 0.879581
obj = -1.304772, rho = 0.985194
nSV = 177, nBSV = 154
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -1.515169, rho = 0.979068
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 103
nu = 0.885417
obj = -1.515052, rho = 0.981714
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.514761, rho = 0.976063
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.515545, rho = 0.980102
nSV = 178, nBSV = 158
Total nSV = 178
*
optimization finished, #iter = 107
nu = 0.879581
obj = -1.497469, rho = 0.982983
nSV = 177, nBSV = 154
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -1.738747, rho = 0.975951
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 105
nu = 0.885417
obj = -1.738593, rho = 0.979010
nSV = 180, nBSV = 157
Total nSV = 180
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.738209, rho = 0.972502
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 102
nu = 0.885417
obj = -1.739244, rho = 0.977179
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.879581
obj = -1.718457, rho = 0.980404
nSV = 177, nBSV = 153
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -1.994953, rho = 0.972375
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 105
nu = 0.885417
obj = -1.994750, rho = 0.975889
nSV = 180, nBSV = 157
Total nSV = 180
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.994243, rho = 0.968412
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.885417
obj = -1.995609, rho = 0.973790
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 113
nu = 0.879581
obj = -1.971703, rho = 0.977483
nSV = 177, nBSV = 153
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -2.288346, rho = 0.968276
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 107
nu = 0.885417
obj = -2.288078, rho = 0.972348
nSV = 180, nBSV = 157
Total nSV = 180
*
optimization finished, #iter = 100
nu = 0.885417
obj = -2.287409, rho = 0.963730
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 103
nu = 0.885417
obj = -2.289211, rho = 0.969895
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 115
nu = 0.879581
obj = -2.261715, rho = 0.974178
nSV = 179, nBSV = 152
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -2.624589, rho = 0.963532
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 107
nu = 0.885417
obj = -2.624234, rho = 0.968223
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 103
nu = 0.885417
obj = -2.623353, rho = 0.958335
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -2.625729, rho = 0.965391
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 116
nu = 0.879581
obj = -2.594094, rho = 0.970334
nSV = 179, nBSV = 152
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -3.009384, rho = 0.958110
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 109
nu = 0.885417
obj = -3.008918, rho = 0.963438
nSV = 180, nBSV = 155
Total nSV = 180
*
optimization finished, #iter = 104
nu = 0.885417
obj = -3.007754, rho = 0.952141
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -3.010890, rho = 0.960240
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 117
nu = 0.879581
obj = -2.974486, rho = 0.965877
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 112
nu = 0.880829
obj = -3.449768, rho = 0.951870
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 110
nu = 0.885417
obj = -3.449150, rho = 0.958010
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 104
nu = 0.885417
obj = -3.447615, rho = 0.945024
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -3.451753, rho = 0.954360
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 119
nu = 0.879581
obj = -3.409849, rho = 0.960832
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 112
nu = 0.880829
obj = -3.953374, rho = 0.944712
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 111
nu = 0.885417
obj = -3.952560, rho = 0.951761
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 105
nu = 0.885417
obj = -3.950534, rho = 0.936905
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -3.955993, rho = 0.947573
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 120
nu = 0.879581
obj = -3.907744, rho = 0.955009
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -4.528872, rho = 0.936508
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 113
nu = 0.885417
obj = -4.527798, rho = 0.944614
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 106
nu = 0.885417
obj = -4.525124, rho = 0.927489
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -4.532328, rho = 0.939776
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 117
nu = 0.879581
obj = -4.476753, rho = 0.948336
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 114
nu = 0.880829
obj = -5.185859, rho = 0.927032
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 113
nu = 0.885417
obj = -5.184441, rho = 0.936379
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 106
nu = 0.885417
obj = -5.180913, rho = 0.916707
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -5.190419, rho = 0.930822
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 117
nu = 0.879581
obj = -5.126382, rho = 0.940654
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -5.935386, rho = 0.916175
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 115
nu = 0.885417
obj = -5.933515, rho = 0.926889
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 107
nu = 0.885417
obj = -5.928859, rho = 0.904340
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.885417
obj = -5.941403, rho = 0.920528
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 118
nu = 0.879581
obj = -5.867579, rho = 0.931826
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -6.789453, rho = 0.903710
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 116
nu = 0.885417
obj = -6.786984, rho = 0.916048
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 107
nu = 0.885417
obj = -6.780841, rho = 0.890115
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.885417
obj = -6.797392, rho = 0.908711
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 119
nu = 0.879581
obj = -6.712245, rho = 0.921682
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -7.761279, rho = 0.889369
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 118
nu = 0.885417
obj = -7.758023, rho = 0.903551
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 108
nu = 0.885417
obj = -7.749916, rho = 0.873774
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.885417
obj = -7.771755, rho = 0.895137
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 121
nu = 0.879581
obj = -7.673492, rho = 0.910018
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -8.865635, rho = 0.872915
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 119
nu = 0.885417
obj = -8.861338, rho = 0.889207
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 109
nu = 0.885417
obj = -8.850641, rho = 0.854953
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 110
nu = 0.885417
obj = -8.879459, rho = 0.879584
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 122
nu = 0.879581
obj = -8.765979, rho = 0.896615
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -10.118441, rho = 0.854111
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 119
nu = 0.885417
obj = -10.112770, rho = 0.872732
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 110
nu = 0.885417
obj = -10.098656, rho = 0.833395
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 112
nu = 0.885417
obj = -10.136681, rho = 0.861696
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 124
nu = 0.879581
obj = -10.005530, rho = 0.881233
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -11.536564, rho = 0.832417
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 123
nu = 0.885417
obj = -11.529082, rho = 0.853848
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 110
nu = 0.885417
obj = -11.510457, rho = 0.808661
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 113
nu = 0.885417
obj = -11.560633, rho = 0.841147
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 125
nu = 0.879581
obj = -11.408930, rho = 0.863582
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 118
nu = 0.880829
obj = -13.137766, rho = 0.807448
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 125
nu = 0.885417
obj = -13.127892, rho = 0.832102
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 112
nu = 0.885417
obj = -13.103316, rho = 0.780129
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 113
nu = 0.885417
obj = -13.169523, rho = 0.817527
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 128
nu = 0.879581
obj = -12.993878, rho = 0.843332
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 118
nu = 0.880829
obj = -14.940681, rho = 0.778816
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 127
nu = 0.885417
obj = -14.927654, rho = 0.807107
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 115
nu = 0.885417
obj = -14.895226, rho = 0.747494
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 113
nu = 0.885417
obj = -14.982585, rho = 0.790393
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 128
nu = 0.879581
obj = -14.778993, rho = 0.820036
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 118
nu = 0.880829
obj = -16.963768, rho = 0.745923
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 129
nu = 0.885417
obj = -16.946579, rho = 0.778424
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 112
nu = 0.885417
obj = -16.903788, rho = 0.709985
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 115
nu = 0.885417
obj = -17.019063, rho = 0.759194
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 128
nu = 0.879581
obj = -16.782780, rho = 0.793273
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 120
nu = 0.880829
obj = -19.223766, rho = 0.708124
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 131
nu = 0.885417
obj = -19.201085, rho = 0.745477
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 110
nu = 0.885417
obj = -19.144623, rho = 0.666809
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 115
nu = 0.885417
obj = -19.296726, rho = 0.723389
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 131
nu = 0.879581
obj = -19.022129, rho = 0.762523
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 122
nu = 0.880829
obj = -21.736571, rho = 0.664684
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 133
nu = 0.885417
obj = -21.706640, rho = 0.707630
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 115
nu = 0.885417
obj = -21.632135, rho = 0.617306
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 116
nu = 0.885417
obj = -21.832842, rho = 0.682266
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 132
nu = 0.879581
obj = -21.513205, rho = 0.727207
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 122
nu = 0.880829
obj = -24.511861, rho = 0.614827
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 127
nu = 0.885417
obj = -24.472368, rho = 0.664156
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 116
nu = 0.885417
obj = -24.374060, rho = 0.560409
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 118
nu = 0.885417
obj = -24.638891, rho = 0.635055
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 134
nu = 0.879581
obj = -24.266184, rho = 0.686642
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 57.0833%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -27.553367, rho = 0.557592
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 127
nu = 0.885417
obj = -27.501259, rho = 0.614229
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 116
nu = 0.885417
obj = -27.371549, rho = 0.495060
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 119
nu = 0.885417
obj = -27.720973, rho = 0.580799
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 135
nu = 0.879581
obj = -27.285546, rho = 0.640085
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 59.1667%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -30.856283, rho = 0.491822
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 135
nu = 0.885417
obj = -30.787520, rho = 0.556862
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 117
nu = 0.885417
obj = -30.616355, rho = 0.419904
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 119
nu = 0.885417
obj = -31.077454, rho = 0.518448
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 135
nu = 0.879581
obj = -30.567607, rho = 0.586551
nSV = 179, nBSV = 151
Total nSV = 179
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -34.395076, rho = 0.416218
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 134
nu = 0.881109
obj = -34.310125, rho = 0.499761
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 116
nu = 0.884530
obj = -34.078755, rho = 0.336233
nSV = 178, nBSV = 158
Total nSV = 178
*
optimization finished, #iter = 121
nu = 0.885417
obj = -34.686906, rho = 0.446847
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 136
nu = 0.879537
obj = -34.088518, rho = 0.525160
nSV = 179, nBSV = 150
Total nSV = 179
Cross Validation Accuracy = 62.9167%
*
optimization finished, #iter = 132
nu = 0.880829
obj = -38.124730, rho = 0.329439
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 134
nu = 0.872950
obj = -38.084342, rho = 0.444467
nSV = 181, nBSV = 150
Total nSV = 181
*
optimization finished, #iter = 121
nu = 0.874923
obj = -37.754171, rho = 0.268955
nSV = 177, nBSV = 156
Total nSV = 177
*
optimization finished, #iter = 125
nu = 0.875612
obj = -38.541585, rho = 0.392958
nSV = 179, nBSV = 154
Total nSV = 179
*
optimization finished, #iter = 137
nu = 0.869542
obj = -37.846762, rho = 0.477829
nSV = 179, nBSV = 150
Total nSV = 179
Cross Validation Accuracy = 65.4167%
*
optimization finished, #iter = 131
nu = 0.872904
obj = -42.002857, rho = 0.255663
nSV = 180, nBSV = 155
Total nSV = 180
*
optimization finished, #iter = 136
nu = 0.862671
obj = -42.077736, rho = 0.388507
nSV = 181, nBSV = 148
Total nSV = 181
*
optimization finished, #iter = 125
nu = 0.866499
obj = -41.617402, rho = 0.191113
nSV = 177, nBSV = 154
Total nSV = 177
*
optimization finished, #iter = 128
nu = 0.865181
obj = -42.661810, rho = 0.337313
nSV = 178, nBSV = 154
Total nSV = 178
*
optimization finished, #iter = 131
nu = 0.862980
obj = -41.817447, rho = 0.417415
nSV = 177, nBSV = 147
Total nSV = 177
Cross Validation Accuracy = 66.25%
*
optimization finished, #iter = 136
nu = 0.860168
obj = -45.984466, rho = 0.190794
nSV = 179, nBSV = 147
Total nSV = 179
*
optimization finished, #iter = 142
nu = 0.852100
obj = -46.239858, rho = 0.328357
nSV = 179, nBSV = 143
Total nSV = 179
*
optimization finished, #iter = 138
nu = 0.851146
obj = -45.615878, rho = 0.132126
nSV = 176, nBSV = 147
Total nSV = 176
*
optimization finished, #iter = 137
nu = 0.856890
obj = -46.968771, rho = 0.269183
nSV = 177, nBSV = 148
Total nSV = 177
*
optimization finished, #iter = 141
nu = 0.855010
obj = -45.929326, rho = 0.354157
nSV = 177, nBSV = 143
Total nSV = 177
Cross Validation Accuracy = 69.1667%
*
optimization finished, #iter = 152
nu = 0.839421
obj = -50.060841, rho = 0.144080
nSV = 178, nBSV = 143
Total nSV = 178
*
optimization finished, #iter = 151
nu = 0.836740
obj = -50.518323, rho = 0.276605
nSV = 178, nBSV = 137
Total nSV = 178
*
optimization finished, #iter = 143
nu = 0.831149
obj = -49.734297, rho = 0.088945
nSV = 174, nBSV = 140
Total nSV = 174
*
optimization finished, #iter = 147
nu = 0.847509
obj = -51.384693, rho = 0.200008
nSV = 176, nBSV = 145
Total nSV = 176
*
optimization finished, #iter = 146
nu = 0.838677
obj = -50.132035, rho = 0.305845
nSV = 177, nBSV = 134
Total nSV = 177
Cross Validation Accuracy = 70.8333%
*
optimization finished, #iter = 157
nu = 0.817441
obj = -54.160330, rho = 0.102102
nSV = 177, nBSV = 136
Total nSV = 177
*
optimization finished, #iter = 160
nu = 0.817855
obj = -54.844766, rho = 0.231411
nSV = 176, nBSV = 129
Total nSV = 176
*
optimization finished, #iter = 153
nu = 0.810778
obj = -53.899084, rho = 0.041547
nSV = 173, nBSV = 133
Total nSV = 173
*
optimization finished, #iter = 154
nu = 0.833690
obj = -55.791926, rho = 0.145059
nSV = 175, nBSV = 139
Total nSV = 175
*
optimization finished, #iter = 170
nu = 0.819809
obj = -54.370158, rho = 0.257349
nSV = 176, nBSV = 125
Total nSV = 176
Cross Validation Accuracy = 72.0833%
*.*
optimization finished, #iter = 197
nu = 0.791435
obj = -58.189635, rho = 0.071412
nSV = 177, nBSV = 118
Total nSV = 177
*
optimization finished, #iter = 180
nu = 0.795834
obj = -59.122538, rho = 0.187148
nSV = 177, nBSV = 118
Total nSV = 177
*
optimization finished, #iter = 169
nu = 0.787380
obj = -58.005618, rho = 0.005747
nSV = 171, nBSV = 125
Total nSV = 171
*
optimization finished, #iter = 159
nu = 0.813624
obj = -60.098840, rho = 0.114404
nSV = 174, nBSV = 130
Total nSV = 174
*.*
optimization finished, #iter = 195
nu = 0.794512
obj = -58.570663, rho = 0.217040
nSV = 176, nBSV = 114
Total nSV = 176
Cross Validation Accuracy = 75%
*.*
optimization finished, #iter = 204
nu = 0.760977
obj = -62.076115, rho = 0.049057
nSV = 176, nBSV = 107
Total nSV = 176
*
optimization finished, #iter = 189
nu = 0.769232
obj = -63.261738, rho = 0.150003
nSV = 177, nBSV = 108
Total nSV = 177
*
optimization finished, #iter = 190
nu = 0.759425
obj = -61.958804, rho = -0.006943
nSV = 169, nBSV = 111
Total nSV = 169
*
optimization finished, #iter = 183
nu = 0.785958
obj = -64.222491, rho = 0.084768
nSV = 173, nBSV = 115
Total nSV = 173
*.*
optimization finished, #iter = 211
nu = 0.766717
obj = -62.641890, rho = 0.175937
nSV = 176, nBSV = 101
Total nSV = 176
Cross Validation Accuracy = 74.1667%
*.*
optimization finished, #iter = 221
nu = 0.730949
obj = -65.677096, rho = 0.020019
nSV = 175, nBSV = 99
Total nSV = 175
*.*
optimization finished, #iter = 211
nu = 0.741518
obj = -67.119556, rho = 0.110625
nSV = 176, nBSV = 98
Total nSV = 176
*.*
optimization finished, #iter = 217
nu = 0.726442
obj = -65.664208, rho = -0.012719
nSV = 168, nBSV = 93
Total nSV = 168
*.*
optimization finished, #iter = 203
nu = 0.755685
obj = -68.056390, rho = 0.059507
nSV = 172, nBSV = 105
Total nSV = 172
*.*
optimization finished, #iter = 235
nu = 0.735891
obj = -66.471204, rho = 0.136472
nSV = 176, nBSV = 89
Total nSV = 176
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 261
nu = 0.696374
obj = -68.804160, rho = 0.000459
nSV = 175, nBSV = 79
Total nSV = 175
*.*
optimization finished, #iter = 245
nu = 0.708711
obj = -70.504547, rho = 0.073494
nSV = 175, nBSV = 80
Total nSV = 175
*.*
optimization finished, #iter = 242
nu = 0.690091
obj = -69.026657, rho = -0.013794
nSV = 168, nBSV = 80
Total nSV = 168
*.*
optimization finished, #iter = 244
nu = 0.718222
obj = -71.451231, rho = 0.038677
nSV = 172, nBSV = 79
Total nSV = 172
.*
optimization finished, #iter = 254
nu = 0.700422
obj = -69.918323, rho = 0.101025
nSV = 175, nBSV = 72
Total nSV = 175
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 292
nu = 0.651710
obj = -71.391504, rho = -0.009846
nSV = 175, nBSV = 46
Total nSV = 175
.*
optimization finished, #iter = 262
nu = 0.666142
obj = -73.367589, rho = 0.043202
nSV = 174, nBSV = 58
Total nSV = 174
.*
optimization finished, #iter = 280
nu = 0.649121
obj = -71.923690, rho = -0.013570
nSV = 170, nBSV = 54
Total nSV = 170
.*
optimization finished, #iter = 282
nu = 0.673421
obj = -74.367106, rho = 0.022555
nSV = 173, nBSV = 50
Total nSV = 173
.*
optimization finished, #iter = 296
nu = 0.655513
obj = -72.976778, rho = 0.072855
nSV = 175, nBSV = 50
Total nSV = 175
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 295
nu = 0.594389
obj = -73.647439, rho = -0.010680
nSV = 172, nBSV = 30
Total nSV = 172
.*
optimization finished, #iter = 299
nu = 0.611858
obj = -75.805677, rho = 0.034467
nSV = 174, nBSV = 33
Total nSV = 174
.*
optimization finished, #iter = 287
nu = 0.597006
obj = -74.450436, rho = -0.012904
nSV = 169, nBSV = 35
Total nSV = 169
.*
optimization finished, #iter = 304
nu = 0.617544
obj = -76.934268, rho = 0.020946
nSV = 173, nBSV = 34
Total nSV = 173
.*
optimization finished, #iter = 326
nu = 0.602497
obj = -75.724904, rho = 0.060536
nSV = 176, nBSV = 30
Total nSV = 176
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 294
nu = 0.539425
obj = -75.700981, rho = -0.008567
nSV = 172, nBSV = 26
Total nSV = 172
.*
optimization finished, #iter = 311
nu = 0.552972
obj = -78.048758, rho = 0.032173
nSV = 173, nBSV = 20
Total nSV = 173
.*
optimization finished, #iter = 317
nu = 0.541922
obj = -76.760159, rho = -0.012223
nSV = 169, nBSV = 24
Total nSV = 169
.*
optimization finished, #iter = 322
nu = 0.559736
obj = -79.314463, rho = 0.019708
nSV = 173, nBSV = 22
Total nSV = 173
.*
optimization finished, #iter = 350
nu = 0.547923
obj = -78.337525, rho = 0.055454
nSV = 177, nBSV = 23
Total nSV = 177
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 324
nu = 0.487218
obj = -77.549532, rho = -0.006069
nSV = 170, nBSV = 21
Total nSV = 170
.*
optimization finished, #iter = 326
nu = 0.496775
obj = -80.270727, rho = 0.033223
nSV = 173, nBSV = 18
Total nSV = 173
.*
optimization finished, #iter = 319
nu = 0.490480
obj = -78.937366, rho = -0.011799
nSV = 168, nBSV = 20
Total nSV = 168
.*
optimization finished, #iter = 332
nu = 0.504871
obj = -81.616921, rho = 0.019488
nSV = 171, nBSV = 18
Total nSV = 171
.*
optimization finished, #iter = 350
nu = 0.496496
obj = -80.878772, rho = 0.052878
nSV = 177, nBSV = 19
Total nSV = 177
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 332
nu = 0.439712
obj = -79.160176, rho = -0.005447
nSV = 169, nBSV = 17
Total nSV = 169
.*
optimization finished, #iter = 342
nu = 0.446128
obj = -82.469591, rho = 0.034145
nSV = 173, nBSV = 14
Total nSV = 173
.*
optimization finished, #iter = 307
nu = 0.443104
obj = -80.952277, rho = -0.013619
nSV = 168, nBSV = 17
Total nSV = 168
.*
optimization finished, #iter = 337
nu = 0.455429
obj = -83.815137, rho = 0.017944
nSV = 171, nBSV = 16
Total nSV = 171
.*
optimization finished, #iter = 347
nu = 0.448742
obj = -83.334892, rho = 0.050403
nSV = 176, nBSV = 16
Total nSV = 176
Cross Validation Accuracy = 77.5%
.*
optimization finished, #iter = 330
nu = 0.394830
obj = -80.481036, rho = -0.006859
nSV = 168, nBSV = 12
Total nSV = 168
.*
optimization finished, #iter = 346
nu = 0.400505
obj = -84.645139, rho = 0.033864
nSV = 173, nBSV = 13
Total nSV = 173
.*
optimization finished, #iter = 319
nu = 0.398674
obj = -82.760840, rho = -0.015542
nSV = 166, nBSV = 13
Total nSV = 166
.*
optimization finished, #iter = 334
nu = 0.409587
obj = -85.878416, rho = 0.016394
nSV = 172, nBSV = 13
Total nSV = 172
.*
optimization finished, #iter = 346
nu = 0.405471
obj = -85.700425, rho = 0.047140
nSV = 174, nBSV = 15
Total nSV = 174
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 357
nu = 0.351906
obj = -81.546197, rho = -0.007613
nSV = 168, nBSV = 8
Total nSV = 168
.*
optimization finished, #iter = 351
nu = 0.359659
obj = -86.748282, rho = 0.033725
nSV = 174, nBSV = 11
Total nSV = 174
.*
optimization finished, #iter = 329
nu = 0.357981
obj = -84.368956, rho = -0.017535
nSV = 166, nBSV = 9
Total nSV = 166
.*
optimization finished, #iter = 329
nu = 0.368374
obj = -87.799025, rho = 0.014900
nSV = 170, nBSV = 11
Total nSV = 170
.*
optimization finished, #iter = 358
nu = 0.364504
obj = -87.938530, rho = 0.046619
nSV = 173, nBSV = 11
Total nSV = 173
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 355
nu = 0.312306
obj = -82.435371, rho = -0.006488
nSV = 169, nBSV = 5
Total nSV = 169
.*
optimization finished, #iter = 350
nu = 0.323056
obj = -88.731093, rho = 0.034241
nSV = 172, nBSV = 8
Total nSV = 172
.*
optimization finished, #iter = 332
nu = 0.319293
obj = -85.803646, rho = -0.017433
nSV = 166, nBSV = 8
Total nSV = 166
.*
optimization finished, #iter = 346
nu = 0.331426
obj = -89.481347, rho = 0.014105
nSV = 170, nBSV = 10
Total nSV = 170
.*
optimization finished, #iter = 366
nu = 0.327089
obj = -90.107620, rho = 0.046816
nSV = 173, nBSV = 8
Total nSV = 173
Cross Validation Accuracy = 77.0833%
.*
optimization finished, #iter = 351
nu = 0.276547
obj = -83.144323, rho = -0.004627
nSV = 169, nBSV = 3
Total nSV = 169
.*
optimization finished, #iter = 362
nu = 0.288427
obj = -90.601143, rho = 0.035829
nSV = 172, nBSV = 5
Total nSV = 172
.*
optimization finished, #iter = 327
nu = 0.283824
obj = -87.102275, rho = -0.016277
nSV = 166, nBSV = 5
Total nSV = 166
.*
optimization finished, #iter = 356
nu = 0.296059
obj = -90.882680, rho = 0.014082
nSV = 170, nBSV = 4
Total nSV = 170
.*
optimization finished, #iter = 368
nu = 0.293526
obj = -92.181858, rho = 0.048874
nSV = 172, nBSV = 8
Total nSV = 172
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 351
nu = 0.243870
obj = -83.705821, rho = -0.003795
nSV = 169, nBSV = 2
Total nSV = 169
.*
optimization finished, #iter = 376
nu = 0.256766
obj = -92.436414, rho = 0.036639
nSV = 171, nBSV = 4
Total nSV = 171
.*
optimization finished, #iter = 343
nu = 0.251450
obj = -88.311608, rho = -0.015936
nSV = 166, nBSV = 4
Total nSV = 166
.*
optimization finished, #iter = 353
nu = 0.262294
obj = -92.165314, rho = 0.014069
nSV = 170, nBSV = 4
Total nSV = 170
.*
optimization finished, #iter = 370
nu = 0.262712
obj = -94.104218, rho = 0.050121
nSV = 172, nBSV = 5
Total nSV = 172
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 367
nu = 0.213839
obj = -84.167814, rho = -0.003405
nSV = 169, nBSV = 1
Total nSV = 169
.*
optimization finished, #iter = 368
nu = 0.228942
obj = -94.236172, rho = 0.037266
nSV = 170, nBSV = 4
Total nSV = 170
.*
optimization finished, #iter = 364
nu = 0.222182
obj = -89.464232, rho = -0.015969
nSV = 166, nBSV = 2
Total nSV = 166
.*
optimization finished, #iter = 368
nu = 0.232093
obj = -93.366941, rho = 0.013786
nSV = 170, nBSV = 3
Total nSV = 170
.*
optimization finished, #iter = 370
nu = 0.234377
obj = -95.918220, rho = 0.050755
nSV = 172, nBSV = 4
Total nSV = 172
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 372
nu = 0.187462
obj = -84.601553, rho = -0.003127
nSV = 169, nBSV = 1
Total nSV = 169
.*
optimization finished, #iter = 364
nu = 0.204717
obj = -95.901038, rho = 0.037969
nSV = 168, nBSV = 4
Total nSV = 168
.*
optimization finished, #iter = 370
nu = 0.196042
obj = -90.617769, rho = -0.016181
nSV = 166, nBSV = 2
Total nSV = 166
.*
optimization finished, #iter = 361
nu = 0.205487
obj = -94.499947, rho = 0.013378
nSV = 169, nBSV = 3
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.209249
obj = -97.619387, rho = 0.051393
nSV = 172, nBSV = 4
Total nSV = 172
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 373
nu = 0.164506
obj = -84.975823, rho = -0.002771
nSV = 169, nBSV = 1
Total nSV = 169
.*
optimization finished, #iter = 358
nu = 0.183638
obj = -97.281693, rho = 0.038789
nSV = 168, nBSV = 4
Total nSV = 168
.*
optimization finished, #iter = 354
nu = 0.173303
obj = -91.744067, rho = -0.016294
nSV = 164, nBSV = 2
Total nSV = 164
.*
optimization finished, #iter = 375
nu = 0.182138
obj = -95.463127, rho = 0.013488
nSV = 169, nBSV = 2
Total nSV = 169
.*
optimization finished, #iter = 364
nu = 0.187366
obj = -99.082584, rho = 0.052092
nSV = 172, nBSV = 4
Total nSV = 172
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 371
nu = 0.144514
obj = -85.242251, rho = -0.002395
nSV = 169, nBSV = 1
Total nSV = 169
.*
optimization finished, #iter = 358
nu = 0.164116
obj = -98.254198, rho = 0.040285
nSV = 168, nBSV = 3
Total nSV = 168
.*
optimization finished, #iter = 354
nu = 0.153532
obj = -92.770037, rho = -0.015929
nSV = 165, nBSV = 2
Total nSV = 165
.*
optimization finished, #iter = 378
nu = 0.161212
obj = -96.248122, rho = 0.013313
nSV = 169, nBSV = 2
Total nSV = 169
.*
optimization finished, #iter = 357
nu = 0.166193
obj = -100.263900, rho = 0.053258
nSV = 170, nBSV = 2
Total nSV = 170
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.126976
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 366
nu = 0.145517
obj = -98.849727, rho = 0.042567
nSV = 168, nBSV = 1
Total nSV = 168
.*
optimization finished, #iter = 350
nu = 0.135243
obj = -93.673483, rho = -0.014931
nSV = 165, nBSV = 1
Total nSV = 165
.*
optimization finished, #iter = 363
nu = 0.141847
obj = -96.848687, rho = 0.013386
nSV = 168, nBSV = 1
Total nSV = 168
.*
optimization finished, #iter = 366
nu = 0.146867
obj = -101.309448, rho = 0.054561
nSV = 170, nBSV = 1
Total nSV = 170
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 368
nu = 0.110539
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 379
nu = 0.128105
obj = -99.184443, rho = 0.044842
nSV = 168, nBSV = 1
Total nSV = 168
.*
optimization finished, #iter = 355
nu = 0.118976
obj = -94.571061, rho = -0.013667
nSV = 165, nBSV = 1
Total nSV = 165
.*
optimization finished, #iter = 359
nu = 0.124749
obj = -97.346461, rho = 0.013658
nSV = 169, nBSV = 1
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.129130
obj = -102.324115, rho = 0.055725
nSV = 170, nBSV = 1
Total nSV = 170
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 368
nu = 0.096230
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.112521
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 345
nu = 0.104817
obj = -95.428651, rho = -0.012192
nSV = 165, nBSV = 1
Total nSV = 165
.*
optimization finished, #iter = 371
nu = 0.109867
obj = -97.671445, rho = 0.014033
nSV = 169, nBSV = 1
Total nSV = 169
.*
optimization finished, #iter = 354
nu = 0.113700
obj = -103.329276, rho = 0.057216
nSV = 169, nBSV = 1
Total nSV = 169
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.083773
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.097955
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 355
nu = 0.092501
obj = -96.184886, rho = -0.010544
nSV = 165, nBSV = 1
Total nSV = 165
.*
optimization finished, #iter = 364
nu = 0.096449
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 387
nu = 0.100285
obj = -104.266387, rho = 0.059167
nSV = 169, nBSV = 1
Total nSV = 169
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.072929
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.085276
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 356
nu = 0.081773
obj = -96.751500, rho = -0.008599
nSV = 164, nBSV = 1
Total nSV = 164
.*
optimization finished, #iter = 364
nu = 0.083964
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 370
nu = 0.088606
obj = -105.053954, rho = 0.061413
nSV = 169, nBSV = 1
Total nSV = 169
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.063488
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.074237
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 353
nu = 0.072455
obj = -96.999309, rho = -0.006064
nSV = 163, nBSV = 1
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.073095
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 377
nu = 0.078459
obj = -105.576221, rho = 0.064001
nSV = 167, nBSV = 1
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.055269
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.064627
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.063151
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.063633
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.069167
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.048115
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.056261
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.054976
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.055396
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.060213
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.041886
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.048978
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.047860
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.048225
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.052419
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.036464
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.042638
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.041664
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.041982
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.045633
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.031744
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.037118
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.036271
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.036547
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.039726
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.027635
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.032313
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.031576
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.031816
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.034583
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.024057
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.028130
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.027488
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.027698
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.030107
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.020943
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.024489
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.023930
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.024112
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.026209
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.018232
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.021319
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.020832
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.020991
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.022816
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.015872
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.018559
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.018135
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.018274
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.019863
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.013817
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.016157
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.015788
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.015908
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.017292
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.012029
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.014065
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.013744
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.013849
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.015053
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.010472
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.012244
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.011965
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.012056
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.013105
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.009116
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.010659
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.010416
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.010496
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.011408
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.007936
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.009280
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.009068
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.009137
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.009931
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.006909
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.008078
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.007894
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.007954
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.008646
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.006014
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.007033
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.006872
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.006924
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.007527
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.005236
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.006122
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.005982
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.006028
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.006552
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.004558
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.005330
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.005208
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.005248
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.005704
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.003968
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.004640
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.004534
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.004568
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.004966
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.003454
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.004039
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.003947
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.003977
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.004323
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.003007
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.003516
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.003436
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.003462
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.003763
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.002618
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.003061
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.002991
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.003014
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.003276
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.002279
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.002665
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.002604
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.002624
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.002852
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.001984
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.002320
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.002267
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.002284
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.002483
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.001727
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.002020
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.001973
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.001989
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.002161
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.001504
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.001758
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.001718
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.001731
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.001882
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.001309
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.001531
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.001496
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.001507
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.001638
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.001140
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.001332
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.001302
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.001312
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.001426
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.000992
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.001160
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.001133
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.001142
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.001241
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 368
nu = 0.000864
obj = -85.333837, rho = -0.001982
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 367
nu = 0.001010
obj = -99.267680, rho = 0.046676
nSV = 168, nBSV = 0
Total nSV = 168
.*
optimization finished, #iter = 361
nu = 0.000987
obj = -97.000343, rho = -0.005896
nSV = 163, nBSV = 0
Total nSV = 163
.*
optimization finished, #iter = 364
nu = 0.000994
obj = -97.741150, rho = 0.014283
nSV = 168, nBSV = 0
Total nSV = 168
.*.*
optimization finished, #iter = 388
nu = 0.001081
obj = -105.689759, rho = 0.065960
nSV = 167, nBSV = 0
Total nSV = 167
Cross Validation Accuracy = 75.4167%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.165899, rho = 0.998001
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165898, rho = 0.998354
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165894, rho = 0.997859
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165903, rho = 0.997972
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163948, rho = 0.998406
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.190553, rho = 0.997752
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190551, rho = 0.998110
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190547, rho = 0.997541
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190558, rho = 0.997699
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.188313, rho = 0.998199
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.218860, rho = 0.997431
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218858, rho = 0.997820
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218852, rho = 0.997003
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218866, rho = 0.997357
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.216288, rho = 0.997871
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.251368, rho = 0.997010
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.251366, rho = 0.997409
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251357, rho = 0.996568
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.251376, rho = 0.997059
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.248414, rho = 0.997578
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.288700, rho = 0.996509
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288697, rho = 0.996980
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288687, rho = 0.996160
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.288713, rho = 0.996774
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.285309, rho = 0.997245
nSV = 174, nBSV = 162
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.331565, rho = 0.996012
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.331560, rho = 0.996531
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.331547, rho = 0.995590
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.331581, rho = 0.996295
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.327671, rho = 0.996849
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.380803, rho = 0.995429
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.380798, rho = 0.996072
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.380778, rho = 0.994934
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.380823, rho = 0.995712
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.376331, rho = 0.996353
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.437320, rho = 0.994778
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.437313, rho = 0.995441
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.437288, rho = 0.994160
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.437347, rho = 0.995117
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.432186, rho = 0.995804
nSV = 175, nBSV = 160
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.502208, rho = 0.994002
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.502199, rho = 0.994751
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.502165, rho = 0.993290
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.502244, rho = 0.994275
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.496315, rho = 0.995178
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -0.576703, rho = 0.993132
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.576691, rho = 0.993961
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.576647, rho = 0.992215
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.576751, rho = 0.993417
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.569939, rho = 0.994461
nSV = 176, nBSV = 157
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -0.662226, rho = 0.992082
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.662209, rho = 0.993068
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.662152, rho = 0.991007
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.662290, rho = 0.992466
nSV = 177, nBSV = 160
Total nSV = 177
*
optimization finished, #iter = 98
nu = 0.879581
obj = -0.654462, rho = 0.993600
nSV = 176, nBSV = 156
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.760372, rho = 0.990886
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.760351, rho = 0.992045
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.760275, rho = 0.989670
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.760457, rho = 0.991366
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.751464, rho = 0.992594
nSV = 177, nBSV = 154
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.873019, rho = 0.989531
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.872992, rho = 0.990817
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.872890, rho = 0.988087
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.873131, rho = 0.990074
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.862797, rho = 0.991530
nSV = 179, nBSV = 153
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -1.002297, rho = 0.987974
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 102
nu = 0.885417
obj = -1.002262, rho = 0.989446
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.002128, rho = 0.986265
nSV = 176, nBSV = 160
Total nSV = 176
*
optimization finished, #iter = 102
nu = 0.885417
obj = -1.002445, rho = 0.988598
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 105
nu = 0.879581
obj = -0.990571, rho = 0.990214
nSV = 179, nBSV = 152
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -1.150611, rho = 0.986146
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 103
nu = 0.885417
obj = -1.150564, rho = 0.987850
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.150388, rho = 0.984240
nSV = 177, nBSV = 160
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -1.150806, rho = 0.986894
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 105
nu = 0.879581
obj = -1.137161, rho = 0.988758
nSV = 179, nBSV = 152
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -1.320747, rho = 0.984072
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 103
nu = 0.885417
obj = -1.320684, rho = 0.986044
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.320451, rho = 0.981896
nSV = 177, nBSV = 160
Total nSV = 177
*
optimization finished, #iter = 105
nu = 0.885417
obj = -1.321003, rho = 0.984910
nSV = 180, nBSV = 157
Total nSV = 180
*
optimization finished, #iter = 107
nu = 0.879581
obj = -1.305322, rho = 0.987117
nSV = 180, nBSV = 152
Total nSV = 180
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -1.515879, rho = 0.981702
nSV = 181, nBSV = 158
Total nSV = 181
*
optimization finished, #iter = 104
nu = 0.885417
obj = -1.515795, rho = 0.983974
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.515488, rho = 0.979204
nSV = 178, nBSV = 159
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -1.516217, rho = 0.982675
nSV = 180, nBSV = 157
Total nSV = 180
*
optimization finished, #iter = 107
nu = 0.879581
obj = -1.498194, rho = 0.985201
nSV = 180, nBSV = 152
Total nSV = 180
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -1.739684, rho = 0.978981
nSV = 181, nBSV = 158
Total nSV = 181
*
optimization finished, #iter = 108
nu = 0.885417
obj = -1.739574, rho = 0.981581
nSV = 180, nBSV = 155
Total nSV = 180
*
optimization finished, #iter = 101
nu = 0.885417
obj = -1.739169, rho = 0.976092
nSV = 178, nBSV = 158
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -1.740130, rho = 0.980098
nSV = 180, nBSV = 157
Total nSV = 180
*
optimization finished, #iter = 107
nu = 0.879581
obj = -1.719413, rho = 0.983000
nSV = 180, nBSV = 152
Total nSV = 180
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 110
nu = 0.880829
obj = -1.996189, rho = 0.975798
nSV = 181, nBSV = 156
Total nSV = 181
*
optimization finished, #iter = 109
nu = 0.885417
obj = -1.996045, rho = 0.978837
nSV = 180, nBSV = 155
Total nSV = 180
*
optimization finished, #iter = 102
nu = 0.885417
obj = -1.995509, rho = 0.972522
nSV = 178, nBSV = 158
Total nSV = 178
*
optimization finished, #iter = 107
nu = 0.885417
obj = -1.996779, rho = 0.977144
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 108
nu = 0.879581
obj = -1.972964, rho = 0.980444
nSV = 180, nBSV = 151
Total nSV = 180
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -2.289977, rho = 0.972229
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 110
nu = 0.885417
obj = -2.289787, rho = 0.975720
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 103
nu = 0.885417
obj = -2.289080, rho = 0.968412
nSV = 178, nBSV = 157
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.885417
obj = -2.290754, rho = 0.973775
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 108
nu = 0.879581
obj = -2.263378, rho = 0.977537
nSV = 180, nBSV = 151
Total nSV = 180
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -2.626740, rho = 0.968099
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 111
nu = 0.885417
obj = -2.626489, rho = 0.972133
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 104
nu = 0.885417
obj = -2.625557, rho = 0.963715
nSV = 178, nBSV = 157
Total nSV = 178
*
optimization finished, #iter = 108
nu = 0.885417
obj = -2.627766, rho = 0.969874
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 112
nu = 0.879581
obj = -2.596289, rho = 0.974240
nSV = 181, nBSV = 151
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 114
nu = 0.880829
obj = -3.012224, rho = 0.963321
nSV = 180, nBSV = 155
Total nSV = 180
*
optimization finished, #iter = 112
nu = 0.885417
obj = -3.011893, rho = 0.967990
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 104
nu = 0.885417
obj = -3.010662, rho = 0.958321
nSV = 178, nBSV = 157
Total nSV = 178
*
optimization finished, #iter = 110
nu = 0.885417
obj = -3.013577, rho = 0.965369
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 112
nu = 0.879581
obj = -2.977382, rho = 0.970410
nSV = 181, nBSV = 151
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 114
nu = 0.880829
obj = -3.453513, rho = 0.957867
nSV = 180, nBSV = 155
Total nSV = 180
*
optimization finished, #iter = 112
nu = 0.885417
obj = -3.453076, rho = 0.963229
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 106
nu = 0.885417
obj = -3.451452, rho = 0.952157
nSV = 178, nBSV = 157
Total nSV = 178
*
optimization finished, #iter = 112
nu = 0.885417
obj = -3.455299, rho = 0.960206
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 114
nu = 0.879581
obj = -3.413670, rho = 0.965999
nSV = 181, nBSV = 150
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -3.958317, rho = 0.951577
nSV = 180, nBSV = 154
Total nSV = 180
*
optimization finished, #iter = 114
nu = 0.885417
obj = -3.957740, rho = 0.957752
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 106
nu = 0.885417
obj = -3.955596, rho = 0.945042
nSV = 178, nBSV = 157
Total nSV = 178
*
optimization finished, #iter = 112
nu = 0.885417
obj = -3.960673, rho = 0.954288
nSV = 180, nBSV = 156
Total nSV = 180
*
optimization finished, #iter = 115
nu = 0.879581
obj = -3.912786, rho = 0.960927
nSV = 181, nBSV = 150
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -4.535394, rho = 0.944375
nSV = 180, nBSV = 154
Total nSV = 180
*
optimization finished, #iter = 115
nu = 0.885417
obj = -4.534633, rho = 0.951475
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 108
nu = 0.885417
obj = -4.531805, rho = 0.936855
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 114
nu = 0.885417
obj = -4.538504, rho = 0.947477
nSV = 181, nBSV = 156
Total nSV = 181
*
optimization finished, #iter = 116
nu = 0.879581
obj = -4.483406, rho = 0.955128
nSV = 181, nBSV = 150
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -5.194464, rho = 0.936105
nSV = 180, nBSV = 154
Total nSV = 180
*
optimization finished, #iter = 117
nu = 0.885417
obj = -5.193462, rho = 0.944258
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 108
nu = 0.885417
obj = -5.189729, rho = 0.927434
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 116
nu = 0.885417
obj = -5.198568, rho = 0.939683
nSV = 181, nBSV = 156
Total nSV = 181
*
optimization finished, #iter = 116
nu = 0.879581
obj = -5.135161, rho = 0.948457
nSV = 181, nBSV = 150
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -5.946741, rho = 0.926611
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 118
nu = 0.885417
obj = -5.945417, rho = 0.935964
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 108
nu = 0.885417
obj = -5.940492, rho = 0.916643
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 117
nu = 0.885417
obj = -5.952156, rho = 0.930728
nSV = 181, nBSV = 156
Total nSV = 181
*
optimization finished, #iter = 116
nu = 0.879581
obj = -5.879163, rho = 0.940792
nSV = 181, nBSV = 150
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 120
nu = 0.880829
obj = -6.804437, rho = 0.915708
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 119
nu = 0.885417
obj = -6.802689, rho = 0.926424
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 108
nu = 0.885417
obj = -6.796190, rho = 0.904248
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 117
nu = 0.885417
obj = -6.811581, rho = 0.920427
nSV = 181, nBSV = 156
Total nSV = 181
*
optimization finished, #iter = 121
nu = 0.879581
obj = -6.727532, rho = 0.931981
nSV = 181, nBSV = 150
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 121
nu = 0.880829
obj = -7.781050, rho = 0.903208
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 120
nu = 0.885417
obj = -7.778744, rho = 0.915491
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 109
nu = 0.885417
obj = -7.770169, rho = 0.890041
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 120
nu = 0.885417
obj = -7.790478, rho = 0.908628
nSV = 181, nBSV = 156
Total nSV = 181
*
optimization finished, #iter = 121
nu = 0.879581
obj = -7.693661, rho = 0.921868
nSV = 181, nBSV = 150
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 120
nu = 0.880829
obj = -8.891722, rho = 0.888856
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 118
nu = 0.885417
obj = -8.888680, rho = 0.902899
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 112
nu = 0.885417
obj = -8.877365, rho = 0.873653
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 120
nu = 0.885417
obj = -8.904162, rho = 0.895113
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 122
nu = 0.879581
obj = -8.792593, rho = 0.910255
nSV = 181, nBSV = 150
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 121
nu = 0.880829
obj = -10.152863, rho = 0.872302
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 119
nu = 0.885417
obj = -10.148849, rho = 0.888459
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 118
nu = 0.885417
obj = -10.133918, rho = 0.854975
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 121
nu = 0.885417
obj = -10.169278, rho = 0.879487
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 125
nu = 0.879581
obj = -10.040649, rho = 0.896886
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -11.581987, rho = 0.853320
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 121
nu = 0.885417
obj = -11.576690, rho = 0.871883
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 119
nu = 0.885417
obj = -11.556988, rho = 0.833373
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 123
nu = 0.885417
obj = -11.603646, rho = 0.861560
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 127
nu = 0.879581
obj = -11.455269, rho = 0.881569
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -13.197700, rho = 0.831509
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 123
nu = 0.885417
obj = -13.190710, rho = 0.852865
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 114
nu = 0.885417
obj = -13.164712, rho = 0.808544
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 125
nu = 0.885417
obj = -13.226278, rho = 0.840981
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 127
nu = 0.879581
obj = -13.055020, rho = 0.863960
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -15.019764, rho = 0.806455
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 123
nu = 0.885417
obj = -15.010541, rho = 0.830986
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 114
nu = 0.885417
obj = -14.976239, rho = 0.780110
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 125
nu = 0.885417
obj = -15.057475, rho = 0.817296
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 128
nu = 0.879581
obj = -14.859671, rho = 0.843738
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -17.068122, rho = 0.777672
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 125
nu = 0.885417
obj = -17.055953, rho = 0.805835
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 117
nu = 0.885417
obj = -17.010689, rho = 0.747390
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 126
nu = 0.885417
obj = -17.117883, rho = 0.790156
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 128
nu = 0.879581
obj = -16.889239, rho = 0.820499
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -19.361459, rho = 0.744615
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 126
nu = 0.885417
obj = -19.345402, rho = 0.776971
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 120
nu = 0.885417
obj = -19.285677, rho = 0.709856
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 128
nu = 0.885417
obj = -19.427118, rho = 0.758921
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 129
nu = 0.879581
obj = -19.162597, rho = 0.793812
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 127
nu = 0.880829
obj = -21.918261, rho = 0.706632
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 127
nu = 0.885417
obj = -21.897073, rho = 0.743804
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 120
nu = 0.885417
obj = -21.818263, rho = 0.666705
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 130
nu = 0.885417
obj = -22.004903, rho = 0.723106
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 130
nu = 0.879581
obj = -21.698562, rho = 0.763167
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 128
nu = 0.880829
obj = -24.751599, rho = 0.662978
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 127
nu = 0.885417
obj = -24.723642, rho = 0.705711
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 122
nu = 0.885417
obj = -24.619653, rho = 0.617172
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 129
nu = 0.885417
obj = -24.865919, rho = 0.681912
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 132
nu = 0.879581
obj = -24.510759, rho = 0.727917
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 131
nu = 0.880829
obj = -27.869683, rho = 0.612889
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 129
nu = 0.885417
obj = -27.832795, rho = 0.661944
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 122
nu = 0.885417
obj = -27.695590, rho = 0.560261
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 132
nu = 0.885417
obj = -28.020520, rho = 0.634595
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 134
nu = 0.879581
obj = -27.608243, rho = 0.687458
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 57.0833%
*
optimization finished, #iter = 131
nu = 0.880829
obj = -31.273692, rho = 0.555311
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 130
nu = 0.885417
obj = -31.225013, rho = 0.611664
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 123
nu = 0.885417
obj = -31.043959, rho = 0.494827
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 134
nu = 0.885417
obj = -31.472737, rho = 0.580284
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 136
nu = 0.879581
obj = -30.993440, rho = 0.640971
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 59.1667%
*
optimization finished, #iter = 131
nu = 0.880829
obj = -34.945839, rho = 0.489192
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 136
nu = 0.885417
obj = -34.881613, rho = 0.553909
nSV = 182, nBSV = 152
Total nSV = 182
*
optimization finished, #iter = 125
nu = 0.885417
obj = -34.642711, rho = 0.419736
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 135
nu = 0.885417
obj = -35.208475, rho = 0.517906
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 139
nu = 0.879581
obj = -34.650395, rho = 0.587553
nSV = 181, nBSV = 149
Total nSV = 181
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 135
nu = 0.880829
obj = -38.851444, rho = 0.413295
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 141
nu = 0.878307
obj = -38.787370, rho = 0.502175
nSV = 182, nBSV = 150
Total nSV = 182
*
optimization finished, #iter = 117
nu = 0.881307
obj = -38.458577, rho = 0.345389
nSV = 178, nBSV = 155
Total nSV = 178
*
optimization finished, #iter = 131
nu = 0.884320
obj = -39.198485, rho = 0.449065
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 142
nu = 0.876499
obj = -38.550802, rho = 0.532459
nSV = 181, nBSV = 148
Total nSV = 181
Cross Validation Accuracy = 61.6667%
*
optimization finished, #iter = 134
nu = 0.880005
obj = -42.927182, rho = 0.328067
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 141
nu = 0.871051
obj = -42.942915, rho = 0.444955
nSV = 181, nBSV = 147
Total nSV = 181
*
optimization finished, #iter = 125
nu = 0.872653
obj = -42.487494, rho = 0.276516
nSV = 177, nBSV = 152
Total nSV = 177
*
optimization finished, #iter = 132
nu = 0.873861
obj = -43.440966, rho = 0.398290
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 146
nu = 0.869110
obj = -42.697187, rho = 0.479151
nSV = 180, nBSV = 145
Total nSV = 180
Cross Validation Accuracy = 64.1667%
*
optimization finished, #iter = 139
nu = 0.872438
obj = -47.113754, rho = 0.249217
nSV = 181, nBSV = 150
Total nSV = 181
*
optimization finished, #iter = 142
nu = 0.861662
obj = -47.287630, rho = 0.387278
nSV = 181, nBSV = 145
Total nSV = 181
*
optimization finished, #iter = 136
nu = 0.865219
obj = -46.661784, rho = 0.195067
nSV = 177, nBSV = 152
Total nSV = 177
*
optimization finished, #iter = 134
nu = 0.865087
obj = -47.917462, rho = 0.337335
nSV = 180, nBSV = 150
Total nSV = 180
*
optimization finished, #iter = 153
nu = 0.861937
obj = -47.021512, rho = 0.418865
nSV = 180, nBSV = 144
Total nSV = 180
Cross Validation Accuracy = 65.8333%
*
optimization finished, #iter = 153
nu = 0.858020
obj = -51.339581, rho = 0.182439
nSV = 179, nBSV = 143
Total nSV = 179
*
optimization finished, #iter = 164
nu = 0.850931
obj = -51.743335, rho = 0.325482
nSV = 180, nBSV = 138
Total nSV = 180
*
optimization finished, #iter = 138
nu = 0.849606
obj = -50.905453, rho = 0.136895
nSV = 175, nBSV = 144
Total nSV = 175
*
optimization finished, #iter = 142
nu = 0.856672
obj = -52.523952, rho = 0.269601
nSV = 179, nBSV = 147
Total nSV = 179
*
optimization finished, #iter = 165
nu = 0.853651
obj = -51.431344, rho = 0.354027
nSV = 179, nBSV = 136
Total nSV = 179
Cross Validation Accuracy = 69.1667%
*
optimization finished, #iter = 165
nu = 0.837843
obj = -55.570569, rho = 0.132213
nSV = 179, nBSV = 138
Total nSV = 179
*
optimization finished, #iter = 163
nu = 0.835452
obj = -56.232694, rho = 0.270454
nSV = 179, nBSV = 133
Total nSV = 179
*
optimization finished, #iter = 155
nu = 0.829462
obj = -55.180232, rho = 0.083709
nSV = 175, nBSV = 136
Total nSV = 175
*
optimization finished, #iter = 151
nu = 0.847347
obj = -57.138884, rho = 0.198754
nSV = 179, nBSV = 142
Total nSV = 179
*
optimization finished, #iter = 169
nu = 0.837743
obj = -55.850280, rho = 0.297921
nSV = 179, nBSV = 128
Total nSV = 179
Cross Validation Accuracy = 70.8333%
*
optimization finished, #iter = 186
nu = 0.814227
obj = -59.698922, rho = 0.087510
nSV = 179, nBSV = 127
Total nSV = 179
*
optimization finished, #iter = 169
nu = 0.816591
obj = -60.651526, rho = 0.218099
nSV = 178, nBSV = 125
Total nSV = 178
*
optimization finished, #iter = 160
nu = 0.807691
obj = -59.379201, rho = 0.037165
nSV = 174, nBSV = 130
Total nSV = 174
*
optimization finished, #iter = 152
nu = 0.832868
obj = -61.605704, rho = 0.143166
nSV = 176, nBSV = 137
Total nSV = 176
*.*
optimization finished, #iter = 195
nu = 0.817607
obj = -60.180589, rho = 0.243718
nSV = 178, nBSV = 114
Total nSV = 178
Cross Validation Accuracy = 71.6667%
*.*
optimization finished, #iter = 203
nu = 0.785575
obj = -63.609011, rho = 0.059133
nSV = 178, nBSV = 110
Total nSV = 178
*
optimization finished, #iter = 191
nu = 0.792992
obj = -64.852789, rho = 0.170627
nSV = 177, nBSV = 112
Total nSV = 177
*.*
optimization finished, #iter = 193
nu = 0.781556
obj = -63.364630, rho = 0.013208
nSV = 174, nBSV = 116
Total nSV = 174
*
optimization finished, #iter = 183
nu = 0.809330
obj = -65.798345, rho = 0.100712
nSV = 175, nBSV = 119
Total nSV = 175
*.*
optimization finished, #iter = 214
nu = 0.791917
obj = -64.321301, rho = 0.195367
nSV = 178, nBSV = 107
Total nSV = 178
Cross Validation Accuracy = 73.75%
*.*
optimization finished, #iter = 215
nu = 0.754087
obj = -67.183463, rho = 0.032075
nSV = 178, nBSV = 103
Total nSV = 178
*.*
optimization finished, #iter = 204
nu = 0.765017
obj = -68.711188, rho = 0.130684
nSV = 176, nBSV = 101
Total nSV = 176
*.*
optimization finished, #iter = 215
nu = 0.749563
obj = -67.030129, rho = 0.001646
nSV = 173, nBSV = 99
Total nSV = 173
*.*
optimization finished, #iter = 206
nu = 0.779335
obj = -69.617510, rho = 0.072855
nSV = 175, nBSV = 105
Total nSV = 175
*.*
optimization finished, #iter = 235
nu = 0.761167
obj = -68.142122, rho = 0.153128
nSV = 179, nBSV = 91
Total nSV = 179
Cross Validation Accuracy = 75%
*.*
optimization finished, #iter = 249
nu = 0.719891
obj = -70.210354, rho = 0.009223
nSV = 178, nBSV = 83
Total nSV = 178
*.*
optimization finished, #iter = 235
nu = 0.732648
obj = -72.025809, rho = 0.089045
nSV = 176, nBSV = 82
Total nSV = 176
*.*
optimization finished, #iter = 237
nu = 0.712992
obj = -70.249737, rho = -0.004112
nSV = 171, nBSV = 83
Total nSV = 171
*.*
optimization finished, #iter = 228
nu = 0.743217
obj = -72.900988, rho = 0.047110
nSV = 175, nBSV = 82
Total nSV = 175
.*
optimization finished, #iter = 265
nu = 0.726234
obj = -71.502195, rho = 0.111522
nSV = 179, nBSV = 77
Total nSV = 179
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 282
nu = 0.674753
obj = -72.574567, rho = -0.005251
nSV = 176, nBSV = 45
Total nSV = 176
.*
optimization finished, #iter = 269
nu = 0.689022
obj = -74.708404, rho = 0.052821
nSV = 176, nBSV = 58
Total nSV = 176
.*
optimization finished, #iter = 273
nu = 0.670967
obj = -72.899968, rho = -0.006096
nSV = 171, nBSV = 53
Total nSV = 171
.*
optimization finished, #iter = 288
nu = 0.696868
obj = -75.585647, rho = 0.026416
nSV = 174, nBSV = 52
Total nSV = 174
.*
optimization finished, #iter = 303
nu = 0.679588
obj = -74.348550, rho = 0.078027
nSV = 179, nBSV = 52
Total nSV = 179
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 306
nu = 0.612531
obj = -74.522996, rho = -0.004714
nSV = 176, nBSV = 29
Total nSV = 176
.*
optimization finished, #iter = 313
nu = 0.630813
obj = -76.869471, rho = 0.040495
nSV = 176, nBSV = 30
Total nSV = 176
.*
optimization finished, #iter = 297
nu = 0.613796
obj = -75.092095, rho = -0.005675
nSV = 171, nBSV = 30
Total nSV = 171
.*
optimization finished, #iter = 316
nu = 0.636146
obj = -77.835045, rho = 0.023182
nSV = 174, nBSV = 29
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.622795
obj = -76.805539, rho = 0.062150
nSV = 179, nBSV = 30
Total nSV = 179
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 310
nu = 0.552741
obj = -76.249676, rho = -0.002836
nSV = 176, nBSV = 22
Total nSV = 176
.*
optimization finished, #iter = 322
nu = 0.566021
obj = -78.865631, rho = 0.039870
nSV = 176, nBSV = 19
Total nSV = 176
.*
optimization finished, #iter = 305
nu = 0.554186
obj = -77.070704, rho = -0.005163
nSV = 171, nBSV = 21
Total nSV = 171
.*
optimization finished, #iter = 325
nu = 0.573284
obj = -79.904538, rho = 0.022921
nSV = 174, nBSV = 20
Total nSV = 174
.*
optimization finished, #iter = 339
nu = 0.563065
obj = -79.107079, rho = 0.058175
nSV = 180, nBSV = 22
Total nSV = 180
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 321
nu = 0.497479
obj = -77.763557, rho = -0.000709
nSV = 175, nBSV = 18
Total nSV = 175
.*
optimization finished, #iter = 330
nu = 0.507383
obj = -80.829994, rho = 0.041165
nSV = 175, nBSV = 15
Total nSV = 175
.*
optimization finished, #iter = 292
nu = 0.499104
obj = -78.892504, rho = -0.005840
nSV = 173, nBSV = 17
Total nSV = 173
.*
optimization finished, #iter = 321
nu = 0.515588
obj = -81.866011, rho = 0.022158
nSV = 174, nBSV = 16
Total nSV = 174
.*
optimization finished, #iter = 355
nu = 0.507887
obj = -81.313986, rho = 0.056026
nSV = 180, nBSV = 17
Total nSV = 180
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 330
nu = 0.446426
obj = -79.011171, rho = -0.001597
nSV = 173, nBSV = 13
Total nSV = 173
.*
optimization finished, #iter = 332
nu = 0.454156
obj = -82.750342, rho = 0.041337
nSV = 174, nBSV = 13
Total nSV = 174
.*
optimization finished, #iter = 322
nu = 0.448561
obj = -80.522481, rho = -0.007836
nSV = 173, nBSV = 13
Total nSV = 173
.*
optimization finished, #iter = 316
nu = 0.463031
obj = -83.690405, rho = 0.020681
nSV = 172, nBSV = 13
Total nSV = 172
.*
optimization finished, #iter = 362
nu = 0.456999
obj = -83.433590, rho = 0.053428
nSV = 180, nBSV = 16
Total nSV = 180
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 344
nu = 0.397852
obj = -80.003144, rho = -0.002802
nSV = 172, nBSV = 9
Total nSV = 172
.*
optimization finished, #iter = 331
nu = 0.406909
obj = -84.598453, rho = 0.041145
nSV = 175, nBSV = 11
Total nSV = 175
.*
optimization finished, #iter = 308
nu = 0.401871
obj = -81.964487, rho = -0.009659
nSV = 172, nBSV = 11
Total nSV = 172
.*
optimization finished, #iter = 341
nu = 0.414958
obj = -85.361083, rho = 0.018977
nSV = 173, nBSV = 12
Total nSV = 173
.*
optimization finished, #iter = 370
nu = 0.410491
obj = -85.426760, rho = 0.052228
nSV = 179, nBSV = 10
Total nSV = 179
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 336
nu = 0.352501
obj = -80.822872, rho = -0.001851
nSV = 172, nBSV = 6
Total nSV = 172
.*
optimization finished, #iter = 361
nu = 0.364320
obj = -86.329082, rho = 0.041275
nSV = 175, nBSV = 9
Total nSV = 175
.*
optimization finished, #iter = 332
nu = 0.357855
obj = -83.223047, rho = -0.009572
nSV = 171, nBSV = 9
Total nSV = 171
.*
optimization finished, #iter = 344
nu = 0.371953
obj = -86.822918, rho = 0.017791
nSV = 173, nBSV = 10
Total nSV = 173
.*
optimization finished, #iter = 377
nu = 0.367382
obj = -87.343089, rho = 0.051922
nSV = 179, nBSV = 9
Total nSV = 179
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 352
nu = 0.312026
obj = -81.477162, rho = 0.000082
nSV = 172, nBSV = 4
Total nSV = 172
.*
optimization finished, #iter = 368
nu = 0.324708
obj = -87.945820, rho = 0.041822
nSV = 175, nBSV = 5
Total nSV = 175
.*
optimization finished, #iter = 317
nu = 0.317579
obj = -84.353395, rho = -0.008615
nSV = 170, nBSV = 5
Total nSV = 170
.*
optimization finished, #iter = 368
nu = 0.331268
obj = -88.034464, rho = 0.017857
nSV = 173, nBSV = 5
Total nSV = 173
.*
optimization finished, #iter = 368
nu = 0.328639
obj = -89.164053, rho = 0.053136
nSV = 179, nBSV = 8
Total nSV = 179
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 355
nu = 0.274938
obj = -81.967101, rho = 0.001185
nSV = 171, nBSV = 2
Total nSV = 171
.*
optimization finished, #iter = 373
nu = 0.288474
obj = -89.497774, rho = 0.042638
nSV = 175, nBSV = 4
Total nSV = 175
.*
optimization finished, #iter = 337
nu = 0.280990
obj = -85.390337, rho = -0.008058
nSV = 171, nBSV = 4
Total nSV = 171
.*
optimization finished, #iter = 360
nu = 0.293217
obj = -89.128210, rho = 0.018097
nSV = 173, nBSV = 4
Total nSV = 173
.*
optimization finished, #iter = 366
nu = 0.293629
obj = -90.840038, rho = 0.054252
nSV = 178, nBSV = 6
Total nSV = 178
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 349
nu = 0.241002
obj = -82.362415, rho = 0.001677
nSV = 171, nBSV = 1
Total nSV = 171
.*
optimization finished, #iter = 370
nu = 0.256457
obj = -91.005352, rho = 0.042989
nSV = 175, nBSV = 4
Total nSV = 175
.*
optimization finished, #iter = 350
nu = 0.247965
obj = -86.362467, rho = -0.008061
nSV = 171, nBSV = 2
Total nSV = 171
.*
optimization finished, #iter = 375
nu = 0.259081
obj = -90.136364, rho = 0.017763
nSV = 172, nBSV = 3
Total nSV = 172
.*
optimization finished, #iter = 371
nu = 0.261350
obj = -92.405381, rho = 0.054631
nSV = 177, nBSV = 4
Total nSV = 177
Cross Validation Accuracy = 75.8333%
.*
optimization finished, #iter = 355
nu = 0.211091
obj = -82.728471, rho = 0.002041
nSV = 171, nBSV = 1
Total nSV = 171
.*
optimization finished, #iter = 372
nu = 0.228597
obj = -92.385537, rho = 0.043421
nSV = 175, nBSV = 4
Total nSV = 175
.*
optimization finished, #iter = 355
nu = 0.218441
obj = -87.323830, rho = -0.008269
nSV = 171, nBSV = 2
Total nSV = 171
.*
optimization finished, #iter = 376
nu = 0.228901
obj = -91.071804, rho = 0.017190
nSV = 172, nBSV = 3
Total nSV = 172
.*
optimization finished, #iter = 374
nu = 0.232707
obj = -93.866311, rho = 0.055071
nSV = 177, nBSV = 4
Total nSV = 177
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 351
nu = 0.185065
obj = -83.041172, rho = 0.002475
nSV = 171, nBSV = 1
Total nSV = 171
.*
optimization finished, #iter = 361
nu = 0.204339
obj = -93.507178, rho = 0.043875
nSV = 174, nBSV = 4
Total nSV = 174
.*
optimization finished, #iter = 353
nu = 0.192741
obj = -88.254268, rho = -0.008455
nSV = 171, nBSV = 2
Total nSV = 171
.*
optimization finished, #iter = 381
nu = 0.202338
obj = -91.867416, rho = 0.016955
nSV = 172, nBSV = 2
Total nSV = 172
.*
optimization finished, #iter = 361
nu = 0.207778
obj = -95.116670, rho = 0.055548
nSV = 176, nBSV = 4
Total nSV = 176
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 358
nu = 0.162396
obj = -83.258138, rho = 0.002971
nSV = 171, nBSV = 1
Total nSV = 171
.*
optimization finished, #iter = 354
nu = 0.181844
obj = -94.277587, rho = 0.045175
nSV = 173, nBSV = 2
Total nSV = 173
.*
optimization finished, #iter = 332
nu = 0.170377
obj = -89.093567, rho = -0.008713
nSV = 171, nBSV = 2
Total nSV = 171
.*
optimization finished, #iter = 383
nu = 0.178767
obj = -92.505538, rho = 0.016517
nSV = 172, nBSV = 2
Total nSV = 172
.*
optimization finished, #iter = 370
nu = 0.183956
obj = -96.116073, rho = 0.056548
nSV = 176, nBSV = 2
Total nSV = 176
Cross Validation Accuracy = 75.4167%
.*
optimization finished, #iter = 355
nu = 0.142416
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 360
nu = 0.160792
obj = -94.728379, rho = 0.047247
nSV = 172, nBSV = 1
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.149650
obj = -89.854494, rho = -0.008118
nSV = 170, nBSV = 1
Total nSV = 170
.*
optimization finished, #iter = 382
nu = 0.156941
obj = -93.002634, rho = 0.016575
nSV = 172, nBSV = 1
Total nSV = 172
.*
optimization finished, #iter = 370
nu = 0.162237
obj = -96.993072, rho = 0.057761
nSV = 176, nBSV = 1
Total nSV = 176
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 355
nu = 0.123981
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 366
nu = 0.141395
obj = -94.950989, rho = 0.049110
nSV = 172, nBSV = 1
Total nSV = 172
.*
optimization finished, #iter = 352
nu = 0.131536
obj = -90.609498, rho = -0.007109
nSV = 169, nBSV = 1
Total nSV = 169
.*
optimization finished, #iter = 382
nu = 0.137889
obj = -93.406898, rho = 0.016707
nSV = 172, nBSV = 1
Total nSV = 172
.*
optimization finished, #iter = 370
nu = 0.142522
obj = -97.842938, rho = 0.058748
nSV = 176, nBSV = 1
Total nSV = 176
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.107932
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.123662
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 347
nu = 0.115775
obj = -91.317416, rho = -0.005856
nSV = 169, nBSV = 1
Total nSV = 169
.*
optimization finished, #iter = 378
nu = 0.121302
obj = -93.651590, rho = 0.016810
nSV = 172, nBSV = 1
Total nSV = 172
.*
optimization finished, #iter = 362
nu = 0.125365
obj = -98.671237, rho = 0.059897
nSV = 176, nBSV = 1
Total nSV = 176
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 355
nu = 0.093960
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.107654
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.102048
obj = -91.920115, rho = -0.004464
nSV = 169, nBSV = 1
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.106192
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 365
nu = 0.110423
obj = -99.427440, rho = 0.061171
nSV = 176, nBSV = 1
Total nSV = 176
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.081797
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.093718
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 342
nu = 0.090102
obj = -92.334690, rho = -0.002822
nSV = 169, nBSV = 1
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.092445
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 376
nu = 0.097437
obj = -100.036063, rho = 0.062930
nSV = 174, nBSV = 1
Total nSV = 174
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.071209
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.081587
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.079423
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.080478
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 364
nu = 0.086146
obj = -100.386009, rho = 0.065104
nSV = 173, nBSV = 1
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.061991
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.071025
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.069142
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.070060
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.075490
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.053966
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.061831
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.060191
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.060991
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.065718
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.046980
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.053827
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.052400
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.053096
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.057211
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.040899
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.046859
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.045617
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.046223
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.049805
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.035604
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.040793
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.039712
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.040239
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.043358
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.030995
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.035513
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.034571
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.035030
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.037745
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.026983
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.030915
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.030096
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.030496
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.032859
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.023490
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.026913
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.026200
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.026548
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.028605
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.020449
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.023429
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.022808
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.023111
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.024902
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.017802
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.020397
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.019856
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.020120
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.021679
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.015498
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.017756
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.017285
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.017515
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.018873
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.013491
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.015458
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.015048
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.015248
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.016430
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.011745
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.013457
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.013100
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.013274
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.014303
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.010225
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.011715
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.011404
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.011556
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.012451
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.008901
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.010198
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.009928
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.010060
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.010839
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.007749
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.008878
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.008643
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.008758
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.009436
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.006746
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.007729
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.007524
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.007624
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.008215
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.005873
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.006728
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.006550
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.006637
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.007151
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.005112
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.005857
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.005702
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.005778
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.006226
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.004451
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.005099
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.004964
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.005030
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.005420
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.003874
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.004439
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.004321
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.004379
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.004718
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.003373
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.003864
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.003762
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.003812
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.004107
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.002936
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.003364
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.003275
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.003318
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.003576
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.002556
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.002929
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.002851
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.002889
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.003113
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.002225
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.002550
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.002482
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.002515
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.002710
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.001937
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.002220
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.002161
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.002189
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.002359
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.001686
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.001932
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.001881
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.001906
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.002054
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.001468
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.001682
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.001637
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.001659
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.001788
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.001278
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.001464
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.001426
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.001444
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.001556
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.001113
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.001275
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.001241
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.001257
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.001355
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.000969
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.001110
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.001080
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.001095
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.001180
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 355
nu = 0.000843
obj = -83.323460, rho = 0.003391
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 369
nu = 0.000966
obj = -94.975514, rho = 0.049967
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 355
nu = 0.000940
obj = -92.453903, rho = -0.001366
nSV = 169, nBSV = 0
Total nSV = 169
.*
optimization finished, #iter = 373
nu = 0.000953
obj = -93.686046, rho = 0.016886
nSV = 172, nBSV = 0
Total nSV = 172
.*
optimization finished, #iter = 375
nu = 0.001027
obj = -100.421098, rho = 0.066063
nSV = 173, nBSV = 0
Total nSV = 173
Cross Validation Accuracy = 74.5833%
*
optimization finished, #iter = 88
nu = 0.880829
obj = -0.165906, rho = 0.998230
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165905, rho = 0.998322
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165902, rho = 0.998142
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165909, rho = 0.998015
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163955, rho = 0.998294
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.190562, rho = 0.998004
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190561, rho = 0.998323
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190556, rho = 0.997866
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190566, rho = 0.998017
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.188322, rho = 0.998258
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.218872, rho = 0.997704
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218871, rho = 0.997997
nSV = 173, nBSV = 166
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218865, rho = 0.997411
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218878, rho = 0.997722
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.216300, rho = 0.998052
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.251384, rho = 0.997366
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.251383, rho = 0.997680
nSV = 174, nBSV = 165
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251374, rho = 0.997107
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251392, rho = 0.997531
nSV = 174, nBSV = 167
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.248431, rho = 0.997904
nSV = 174, nBSV = 162
Total nSV = 174
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.288722, rho = 0.996975
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.288720, rho = 0.997386
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.288709, rho = 0.996677
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288732, rho = 0.997263
nSV = 176, nBSV = 165
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.285330, rho = 0.997642
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.331593, rho = 0.996502
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.331590, rho = 0.997009
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.331575, rho = 0.996183
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.331607, rho = 0.996824
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.327699, rho = 0.997294
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.380839, rho = 0.995965
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.380836, rho = 0.996533
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.380816, rho = 0.995606
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.380857, rho = 0.996215
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.376368, rho = 0.996879
nSV = 177, nBSV = 159
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.437369, rho = 0.995365
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.437364, rho = 0.996018
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.437338, rho = 0.994922
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.437393, rho = 0.995691
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.879581
obj = -0.432235, rho = 0.996384
nSV = 177, nBSV = 158
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.502271, rho = 0.994676
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.502265, rho = 0.995425
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.502231, rho = 0.994167
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.502303, rho = 0.995031
nSV = 179, nBSV = 159
Total nSV = 179
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.496380, rho = 0.995762
nSV = 179, nBSV = 155
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.576789, rho = 0.993845
nSV = 182, nBSV = 157
Total nSV = 182
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.576779, rho = 0.994748
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.576734, rho = 0.993231
nSV = 176, nBSV = 162
Total nSV = 176
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.576830, rho = 0.994258
nSV = 179, nBSV = 158
Total nSV = 179
*
optimization finished, #iter = 100
nu = 0.879581
obj = -0.570025, rho = 0.995174
nSV = 179, nBSV = 155
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -0.662339, rho = 0.992933
nSV = 182, nBSV = 157
Total nSV = 182
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.662325, rho = 0.993931
nSV = 178, nBSV = 160
Total nSV = 178
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.662266, rho = 0.992164
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.662392, rho = 0.993404
nSV = 179, nBSV = 158
Total nSV = 179
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.654576, rho = 0.994397
nSV = 180, nBSV = 153
Total nSV = 180
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -0.760521, rho = 0.991887
nSV = 182, nBSV = 157
Total nSV = 182
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.760504, rho = 0.993001
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.760425, rho = 0.990960
nSV = 176, nBSV = 160
Total nSV = 176
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.760592, rho = 0.992438
nSV = 180, nBSV = 158
Total nSV = 180
*
optimization finished, #iter = 104
nu = 0.879581
obj = -0.751613, rho = 0.993554
nSV = 181, nBSV = 152
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.873216, rho = 0.990702
nSV = 181, nBSV = 157
Total nSV = 181
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.873194, rho = 0.991928
nSV = 181, nBSV = 156
Total nSV = 181
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.873089, rho = 0.989577
nSV = 176, nBSV = 159
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.873310, rho = 0.991312
nSV = 181, nBSV = 157
Total nSV = 181
*
optimization finished, #iter = 105
nu = 0.879581
obj = -0.862993, rho = 0.992565
nSV = 181, nBSV = 151
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -1.002558, rho = 0.989319
nSV = 181, nBSV = 157
Total nSV = 181
*
optimization finished, #iter = 103
nu = 0.885417
obj = -1.002528, rho = 0.990728
nSV = 181, nBSV = 156
Total nSV = 181
*
optimization finished, #iter = 97
nu = 0.885417
obj = -1.002390, rho = 0.988027
nSV = 176, nBSV = 159
Total nSV = 176
*
optimization finished, #iter = 101
nu = 0.885417
obj = -1.002682, rho = 0.990022
nSV = 181, nBSV = 157
Total nSV = 181
*
optimization finished, #iter = 106
nu = 0.879581
obj = -0.990830, rho = 0.991461
nSV = 181, nBSV = 151
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -1.150955, rho = 0.987684
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 105
nu = 0.885417
obj = -1.150916, rho = 0.989334
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 98
nu = 0.885417
obj = -1.150733, rho = 0.986193
nSV = 176, nBSV = 158
Total nSV = 176
*
optimization finished, #iter = 103
nu = 0.885417
obj = -1.151119, rho = 0.988566
nSV = 182, nBSV = 157
Total nSV = 182
*
optimization finished, #iter = 107
nu = 0.879581
obj = -1.137503, rho = 0.990169
nSV = 182, nBSV = 150
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 110
nu = 0.880829
obj = -1.321200, rho = 0.985827
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 108
nu = 0.885417
obj = -1.321148, rho = 0.987744
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 99
nu = 0.885417
obj = -1.320906, rho = 0.984171
nSV = 177, nBSV = 158
Total nSV = 177
*
optimization finished, #iter = 104
nu = 0.885417
obj = -1.321416, rho = 0.986847
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 108
nu = 0.879581
obj = -1.305772, rho = 0.988715
nSV = 182, nBSV = 150
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 110
nu = 0.880829
obj = -1.516476, rho = 0.983719
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 110
nu = 0.885417
obj = -1.516408, rho = 0.985912
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.516089, rho = 0.981802
nSV = 178, nBSV = 157
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -1.516762, rho = 0.984895
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 112
nu = 0.879581
obj = -1.498789, rho = 0.987038
nSV = 182, nBSV = 149
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 112
nu = 0.880829
obj = -1.740472, rho = 0.981256
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 111
nu = 0.885417
obj = -1.740383, rho = 0.983814
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 102
nu = 0.885417
obj = -1.739962, rho = 0.979062
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -1.740850, rho = 0.982623
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 113
nu = 0.879581
obj = -1.720199, rho = 0.985058
nSV = 182, nBSV = 148
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -1.997230, rho = 0.978477
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 113
nu = 0.885417
obj = -1.997112, rho = 0.981385
nSV = 182, nBSV = 152
Total nSV = 182
*
optimization finished, #iter = 104
nu = 0.885417
obj = -1.996558, rho = 0.975995
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 107
nu = 0.885417
obj = -1.997728, rho = 0.980029
nSV = 183, nBSV = 155
Total nSV = 183
*
optimization finished, #iter = 114
nu = 0.879581
obj = -1.974001, rho = 0.982832
nSV = 182, nBSV = 148
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -2.291349, rho = 0.975278
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 113
nu = 0.885417
obj = -2.291194, rho = 0.978618
nSV = 182, nBSV = 152
Total nSV = 182
*
optimization finished, #iter = 105
nu = 0.885417
obj = -2.290463, rho = 0.972399
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 108
nu = 0.885417
obj = -2.292006, rho = 0.977088
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 115
nu = 0.879581
obj = -2.264746, rho = 0.980301
nSV = 182, nBSV = 148
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -2.628552, rho = 0.971599
nSV = 181, nBSV = 151
Total nSV = 181
*
optimization finished, #iter = 113
nu = 0.885417
obj = -2.628346, rho = 0.975438
nSV = 182, nBSV = 152
Total nSV = 182
*
optimization finished, #iter = 106
nu = 0.885417
obj = -2.627382, rho = 0.968297
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.885417
obj = -2.629418, rho = 0.973647
nSV = 184, nBSV = 155
Total nSV = 184
*
optimization finished, #iter = 116
nu = 0.879581
obj = -2.598094, rho = 0.977327
nSV = 182, nBSV = 147
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -3.014615, rho = 0.967357
nSV = 181, nBSV = 151
Total nSV = 181
*
optimization finished, #iter = 116
nu = 0.885417
obj = -3.014343, rho = 0.971752
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 107
nu = 0.885417
obj = -3.013071, rho = 0.963603
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 113
nu = 0.885417
obj = -3.015759, rho = 0.969759
nSV = 184, nBSV = 154
Total nSV = 184
*
optimization finished, #iter = 118
nu = 0.879581
obj = -2.979764, rho = 0.973939
nSV = 182, nBSV = 147
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -3.456668, rho = 0.962503
nSV = 181, nBSV = 151
Total nSV = 181
*
optimization finished, #iter = 116
nu = 0.885417
obj = -3.456309, rho = 0.967551
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 105
nu = 0.885417
obj = -3.454630, rho = 0.958186
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 117
nu = 0.885417
obj = -3.458178, rho = 0.965248
nSV = 183, nBSV = 154
Total nSV = 183
*
optimization finished, #iter = 122
nu = 0.879581
obj = -3.416814, rho = 0.970062
nSV = 182, nBSV = 146
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -3.962479, rho = 0.956926
nSV = 181, nBSV = 151
Total nSV = 181
*
optimization finished, #iter = 118
nu = 0.885417
obj = -3.962006, rho = 0.962719
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 106
nu = 0.885417
obj = -3.959791, rho = 0.951973
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 115
nu = 0.885417
obj = -3.964471, rho = 0.960116
nSV = 184, nBSV = 154
Total nSV = 184
*
optimization finished, #iter = 123
nu = 0.879581
obj = -3.916934, rho = 0.965624
nSV = 182, nBSV = 146
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 121
nu = 0.880829
obj = -4.540886, rho = 0.950513
nSV = 181, nBSV = 150
Total nSV = 181
*
optimization finished, #iter = 120
nu = 0.885417
obj = -4.540262, rho = 0.957185
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 108
nu = 0.885417
obj = -4.537339, rho = 0.944837
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 116
nu = 0.885417
obj = -4.543515, rho = 0.954172
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 124
nu = 0.879581
obj = -4.488880, rho = 0.960503
nSV = 182, nBSV = 146
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 121
nu = 0.880829
obj = -5.201712, rho = 0.943155
nSV = 181, nBSV = 150
Total nSV = 181
*
optimization finished, #iter = 121
nu = 0.885417
obj = -5.200888, rho = 0.950815
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 109
nu = 0.885417
obj = -5.197031, rho = 0.936636
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 118
nu = 0.885417
obj = -5.205182, rho = 0.947359
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 123
nu = 0.879581
obj = -5.142383, rho = 0.954613
nSV = 182, nBSV = 146
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -5.956303, rho = 0.934700
nSV = 181, nBSV = 150
Total nSV = 181
*
optimization finished, #iter = 122
nu = 0.885417
obj = -5.955217, rho = 0.943472
nSV = 182, nBSV = 150
Total nSV = 182
*
optimization finished, #iter = 109
nu = 0.885417
obj = -5.950127, rho = 0.927213
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 119
nu = 0.885417
obj = -5.960882, rho = 0.939518
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 126
nu = 0.879581
obj = -5.888694, rho = 0.947883
nSV = 182, nBSV = 146
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -6.817055, rho = 0.924973
nSV = 182, nBSV = 150
Total nSV = 182
*
optimization finished, #iter = 118
nu = 0.885417
obj = -6.815622, rho = 0.935068
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 111
nu = 0.885417
obj = -6.808904, rho = 0.916366
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 121
nu = 0.885417
obj = -6.823096, rho = 0.930507
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 126
nu = 0.879581
obj = -6.740106, rho = 0.940133
nSV = 182, nBSV = 146
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 132
nu = 0.880829
obj = -7.797699, rho = 0.913771
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 119
nu = 0.885417
obj = -7.795809, rho = 0.925419
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 113
nu = 0.885417
obj = -7.786945, rho = 0.903912
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 121
nu = 0.885417
obj = -7.805671, rho = 0.920175
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 129
nu = 0.879581
obj = -7.710254, rho = 0.931195
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 132
nu = 0.880829
obj = -8.913691, rho = 0.900950
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 120
nu = 0.885417
obj = -8.911197, rho = 0.914321
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 112
nu = 0.885417
obj = -8.899501, rho = 0.889678
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 124
nu = 0.885417
obj = -8.924210, rho = 0.908308
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 132
nu = 0.879581
obj = -8.814489, rho = 0.920958
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 133
nu = 0.880829
obj = -10.181851, rho = 0.886262
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 122
nu = 0.885417
obj = -10.178561, rho = 0.901573
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 114
nu = 0.885417
obj = -10.163127, rho = 0.873221
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 128
nu = 0.885417
obj = -10.195732, rho = 0.894688
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 133
nu = 0.879581
obj = -10.069540, rho = 0.909224
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 134
nu = 0.880829
obj = -11.620237, rho = 0.869344
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 125
nu = 0.885417
obj = -11.615895, rho = 0.886931
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 119
nu = 0.885417
obj = -11.595529, rho = 0.854370
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 128
nu = 0.885417
obj = -11.638552, rho = 0.879027
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 133
nu = 0.879581
obj = -11.493391, rho = 0.895726
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 129
nu = 0.880829
obj = -13.248169, rho = 0.849963
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 125
nu = 0.885417
obj = -13.242440, rho = 0.870119
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 116
nu = 0.885417
obj = -13.215568, rho = 0.832732
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 128
nu = 0.885417
obj = -13.272335, rho = 0.860992
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 135
nu = 0.879581
obj = -13.105322, rho = 0.880211
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 131
nu = 0.880829
obj = -15.086360, rho = 0.827651
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 127
nu = 0.885417
obj = -15.078800, rho = 0.850815
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 117
nu = 0.885417
obj = -15.043344, rho = 0.807888
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 131
nu = 0.885417
obj = -15.118248, rho = 0.840305
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 136
nu = 0.879581
obj = -14.926045, rho = 0.862396
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 133
nu = 0.880829
obj = -17.155999, rho = 0.802023
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 129
nu = 0.885417
obj = -17.146023, rho = 0.828657
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 117
nu = 0.885417
obj = -17.099236, rho = 0.779318
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 130
nu = 0.885417
obj = -17.198076, rho = 0.816597
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 137
nu = 0.879581
obj = -16.976822, rho = 0.841917
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 139
nu = 0.880829
obj = -19.477410, rho = 0.772545
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 129
nu = 0.885417
obj = -19.464247, rho = 0.803180
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 117
nu = 0.885417
obj = -19.402513, rho = 0.746506
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 130
nu = 0.885417
obj = -19.532930, rho = 0.789328
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 142
nu = 0.879581
obj = -19.278162, rho = 0.818446
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 140
nu = 0.880829
obj = -22.071266, rho = 0.738690
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 132
nu = 0.885417
obj = -22.053898, rho = 0.773899
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 121
nu = 0.885417
obj = -21.972435, rho = 0.708799
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 133
nu = 0.885417
obj = -22.144529, rho = 0.757991
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 144
nu = 0.879581
obj = -21.851056, rho = 0.791442
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 142
nu = 0.880829
obj = -24.953486, rho = 0.699871
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 132
nu = 0.885417
obj = -24.930569, rho = 0.740281
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 122
nu = 0.885417
obj = -24.823081, rho = 0.665488
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 134
nu = 0.885417
obj = -25.050155, rho = 0.722032
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 146
nu = 0.879581
obj = -24.711972, rho = 0.760433
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 143
nu = 0.880829
obj = -28.136056, rho = 0.655258
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 132
nu = 0.885417
obj = -28.105818, rho = 0.701671
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 123
nu = 0.885417
obj = -27.963997, rho = 0.615765
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 137
nu = 0.885417
obj = -28.263604, rho = 0.680690
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 147
nu = 0.879581
obj = -27.873728, rho = 0.724799
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 145
nu = 0.880829
obj = -31.625199, rho = 0.603962
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 134
nu = 0.885417
obj = -31.585296, rho = 0.657292
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 123
nu = 0.885417
obj = -31.398148, rho = 0.558615
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 137
nu = 0.885417
obj = -31.793510, rho = 0.633197
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 147
nu = 0.879581
obj = -31.343772, rho = 0.683867
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 57.0833%
*
optimization finished, #iter = 136
nu = 0.880829
obj = -35.409649, rho = 0.545076
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 134
nu = 0.885417
obj = -35.356994, rho = 0.606336
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 123
nu = 0.885417
obj = -35.110056, rho = 0.492987
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 139
nu = 0.885417
obj = -35.631728, rho = 0.578684
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 149
nu = 0.879581
obj = -35.112651, rho = 0.636858
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 58.75%
*
optimization finished, #iter = 138
nu = 0.880829
obj = -39.463425, rho = 0.477436
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 139
nu = 0.884690
obj = -39.394166, rho = 0.549072
nSV = 182, nBSV = 148
Total nSV = 182
*
optimization finished, #iter = 125
nu = 0.885417
obj = -39.068122, rho = 0.417615
nSV = 179, nBSV = 155
Total nSV = 179
*
optimization finished, #iter = 140
nu = 0.885417
obj = -39.756450, rho = 0.516061
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 150
nu = 0.879581
obj = -39.156940, rho = 0.582902
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 141
nu = 0.880829
obj = -43.734357, rho = 0.399736
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 139
nu = 0.875860
obj = -43.691439, rho = 0.500067
nSV = 182, nBSV = 148
Total nSV = 182
*
optimization finished, #iter = 127
nu = 0.878432
obj = -43.239326, rho = 0.350856
nSV = 179, nBSV = 153
Total nSV = 179
*
optimization finished, #iter = 136
nu = 0.882004
obj = -44.127345, rho = 0.452833
nSV = 183, nBSV = 152
Total nSV = 183
*
optimization finished, #iter = 149
nu = 0.873704
obj = -43.446118, rho = 0.531153
nSV = 182, nBSV = 142
Total nSV = 182
Cross Validation Accuracy = 60.8333%
*
optimization finished, #iter = 144
nu = 0.878619
obj = -48.132171, rho = 0.315948
nSV = 182, nBSV = 147
Total nSV = 182
*
optimization finished, #iter = 142
nu = 0.869330
obj = -48.206835, rho = 0.440024
nSV = 181, nBSV = 144
Total nSV = 181
*
optimization finished, #iter = 132
nu = 0.870502
obj = -47.594187, rho = 0.277535
nSV = 178, nBSV = 150
Total nSV = 178
*
optimization finished, #iter = 144
nu = 0.872342
obj = -48.732970, rho = 0.399499
nSV = 183, nBSV = 149
Total nSV = 183
*
optimization finished, #iter = 158
nu = 0.867560
obj = -47.960791, rho = 0.473287
nSV = 181, nBSV = 140
Total nSV = 181
Cross Validation Accuracy = 62.9167%
*
optimization finished, #iter = 151
nu = 0.871646
obj = -52.577149, rho = 0.233751
nSV = 182, nBSV = 146
Total nSV = 182
*
optimization finished, #iter = 154
nu = 0.860758
obj = -52.858045, rho = 0.376982
nSV = 180, nBSV = 141
Total nSV = 180
*
optimization finished, #iter = 138
nu = 0.863703
obj = -52.024282, rho = 0.191837
nSV = 177, nBSV = 146
Total nSV = 177
*
optimization finished, #iter = 145
nu = 0.864624
obj = -53.511376, rho = 0.334240
nSV = 183, nBSV = 146
Total nSV = 183
*
optimization finished, #iter = 154
nu = 0.860748
obj = -52.601810, rho = 0.409053
nSV = 181, nBSV = 135
Total nSV = 181
Cross Validation Accuracy = 64.5833%
*
optimization finished, #iter = 153
nu = 0.855880
obj = -56.962385, rho = 0.169092
nSV = 180, nBSV = 137
Total nSV = 180
*
optimization finished, #iter = 165
nu = 0.849396
obj = -57.525375, rho = 0.314198
nSV = 180, nBSV = 135
Total nSV = 180
*
optimization finished, #iter = 152
nu = 0.846975
obj = -56.423957, rho = 0.128401
nSV = 176, nBSV = 137
Total nSV = 176
*
optimization finished, #iter = 158
nu = 0.856100
obj = -58.323460, rho = 0.263994
nSV = 182, nBSV = 143
Total nSV = 182
*
optimization finished, #iter = 165
nu = 0.851514
obj = -57.236060, rho = 0.341156
nSV = 180, nBSV = 128
Total nSV = 180
Cross Validation Accuracy = 68.3333%
*
optimization finished, #iter = 166
nu = 0.835057
obj = -61.218450, rho = 0.113835
nSV = 180, nBSV = 133
Total nSV = 180
*
optimization finished, #iter = 169
nu = 0.833117
obj = -62.099707, rho = 0.254815
nSV = 180, nBSV = 128
Total nSV = 180
*
optimization finished, #iter = 160
nu = 0.826603
obj = -60.725609, rho = 0.074332
nSV = 175, nBSV = 130
Total nSV = 175
*
optimization finished, #iter = 168
nu = 0.846462
obj = -62.992448, rho = 0.188384
nSV = 182, nBSV = 136
Total nSV = 182
*.*
optimization finished, #iter = 196
nu = 0.836082
obj = -61.754906, rho = 0.276998
nSV = 180, nBSV = 121
Total nSV = 180
Cross Validation Accuracy = 70.4167%
*.*
optimization finished, #iter = 203
nu = 0.809618
obj = -65.195066, rho = 0.072746
nSV = 180, nBSV = 120
Total nSV = 180
*
optimization finished, #iter = 184
nu = 0.813748
obj = -66.422297, rho = 0.196337
nSV = 178, nBSV = 118
Total nSV = 178
*
optimization finished, #iter = 187
nu = 0.802625
obj = -64.775138, rho = 0.034972
nSV = 175, nBSV = 122
Total nSV = 175
*
optimization finished, #iter = 181
nu = 0.829443
obj = -67.315381, rho = 0.124429
nSV = 182, nBSV = 124
Total nSV = 182
*.*
optimization finished, #iter = 200
nu = 0.814172
obj = -66.010553, rho = 0.219937
nSV = 179, nBSV = 110
Total nSV = 179
Cross Validation Accuracy = 70.8333%
*.*
optimization finished, #iter = 218
nu = 0.777673
obj = -68.751570, rho = 0.046708
nSV = 179, nBSV = 107
Total nSV = 179
*.*
optimization finished, #iter = 194
nu = 0.787389
obj = -70.301915, rho = 0.150156
nSV = 178, nBSV = 106
Total nSV = 178
*.*
optimization finished, #iter = 210
nu = 0.771587
obj = -68.417770, rho = 0.021524
nSV = 174, nBSV = 102
Total nSV = 174
*.*
optimization finished, #iter = 200
nu = 0.802224
obj = -71.149743, rho = 0.086389
nSV = 181, nBSV = 110
Total nSV = 181
*.*
optimization finished, #iter = 221
nu = 0.785938
obj = -69.862401, rho = 0.169617
nSV = 179, nBSV = 94
Total nSV = 179
Cross Validation Accuracy = 72.9167%
*.*
optimization finished, #iter = 245
nu = 0.743592
obj = -71.697121, rho = 0.018528
nSV = 179, nBSV = 90
Total nSV = 179
*.*
optimization finished, #iter = 235
nu = 0.755195
obj = -73.565765, rho = 0.105689
nSV = 177, nBSV = 87
Total nSV = 177
*.*
optimization finished, #iter = 229
nu = 0.735942
obj = -71.520357, rho = 0.007795
nSV = 174, nBSV = 87
Total nSV = 174
*.*
optimization finished, #iter = 232
nu = 0.767494
obj = -74.351505, rho = 0.056713
nSV = 181, nBSV = 90
Total nSV = 181
*.*
optimization finished, #iter = 257
nu = 0.750688
obj = -73.165923, rho = 0.123898
nSV = 179, nBSV = 78
Total nSV = 179
Cross Validation Accuracy = 74.1667%
.*
optimization finished, #iter = 278
nu = 0.698377
obj = -73.854776, rho = 0.000232
nSV = 179, nBSV = 45
Total nSV = 179
.*
optimization finished, #iter = 281
nu = 0.711446
obj = -76.090411, rho = 0.062084
nSV = 177, nBSV = 62
Total nSV = 177
.*
optimization finished, #iter = 263
nu = 0.692834
obj = -73.938044, rho = 0.001914
nSV = 174, nBSV = 53
Total nSV = 174
.*
optimization finished, #iter = 287
nu = 0.720070
obj = -76.824354, rho = 0.030911
nSV = 180, nBSV = 56
Total nSV = 180
.*
optimization finished, #iter = 299
nu = 0.703947
obj = -75.832590, rho = 0.082784
nSV = 179, nBSV = 48
Total nSV = 179
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 299
nu = 0.631318
obj = -75.511270, rho = 0.001513
nSV = 179, nBSV = 27
Total nSV = 179
.*
optimization finished, #iter = 306
nu = 0.648691
obj = -78.003269, rho = 0.045779
nSV = 176, nBSV = 22
Total nSV = 176
.*
optimization finished, #iter = 295
nu = 0.630069
obj = -75.821408, rho = 0.001353
nSV = 174, nBSV = 25
Total nSV = 174
.*
optimization finished, #iter = 321
nu = 0.654187
obj = -78.782127, rho = 0.025652
nSV = 180, nBSV = 27
Total nSV = 180
.*
optimization finished, #iter = 341
nu = 0.643303
obj = -78.020350, rho = 0.063953
nSV = 179, nBSV = 23
Total nSV = 179
Cross Validation Accuracy = 76.6667%
.*
optimization finished, #iter = 314
nu = 0.566951
obj = -76.934921, rho = 0.003589
nSV = 179, nBSV = 22
Total nSV = 179
.*
optimization finished, #iter = 323
nu = 0.580240
obj = -79.771952, rho = 0.046324
nSV = 177, nBSV = 18
Total nSV = 177
.*
optimization finished, #iter = 301
nu = 0.566509
obj = -77.494258, rho = 0.001545
nSV = 174, nBSV = 19
Total nSV = 174
.*
optimization finished, #iter = 320
nu = 0.587401
obj = -80.555082, rho = 0.025968
nSV = 179, nBSV = 19
Total nSV = 179
.*
optimization finished, #iter = 351
nu = 0.579314
obj = -80.033891, rho = 0.061056
nSV = 180, nBSV = 20
Total nSV = 180
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 317
nu = 0.508065
obj = -78.121433, rho = 0.004115
nSV = 176, nBSV = 14
Total nSV = 176
.*
optimization finished, #iter = 347
nu = 0.518395
obj = -81.478099, rho = 0.047228
nSV = 177, nBSV = 13
Total nSV = 177
.*
optimization finished, #iter = 301
nu = 0.508451
obj = -78.987747, rho = 0.000397
nSV = 174, nBSV = 14
Total nSV = 174
.*
optimization finished, #iter = 335
nu = 0.526242
obj = -82.188479, rho = 0.024694
nSV = 179, nBSV = 15
Total nSV = 179
.*
optimization finished, #iter = 337
nu = 0.519657
obj = -81.940604, rho = 0.058999
nSV = 180, nBSV = 16
Total nSV = 180
Cross Validation Accuracy = 76.25%
.*
optimization finished, #iter = 336
nu = 0.452550
obj = -79.059521, rho = 0.003199
nSV = 176, nBSV = 9
Total nSV = 176
.*
optimization finished, #iter = 345
nu = 0.463039
obj = -83.117805, rho = 0.046645
nSV = 177, nBSV = 12
Total nSV = 177
.*
optimization finished, #iter = 297
nu = 0.454305
obj = -80.291732, rho = -0.001396
nSV = 174, nBSV = 13
Total nSV = 174
.*
optimization finished, #iter = 331
nu = 0.470544
obj = -83.664288, rho = 0.023111
nSV = 178, nBSV = 13
Total nSV = 178
.*
optimization finished, #iter = 359
nu = 0.466093
obj = -83.736618, rho = 0.056940
nSV = 180, nBSV = 13
Total nSV = 180
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 329
nu = 0.400759
obj = -79.819744, rho = 0.003433
nSV = 176, nBSV = 7
Total nSV = 176
.*
optimization finished, #iter = 354
nu = 0.413393
obj = -84.643365, rho = 0.046950
nSV = 177, nBSV = 10
Total nSV = 177
.*
optimization finished, #iter = 315
nu = 0.404187
obj = -81.414169, rho = -0.002200
nSV = 174, nBSV = 9
Total nSV = 174
.*
optimization finished, #iter = 347
nu = 0.420476
obj = -84.952215, rho = 0.021585
nSV = 178, nBSV = 10
Total nSV = 178
.*
optimization finished, #iter = 357
nu = 0.415972
obj = -85.432364, rho = 0.056919
nSV = 180, nBSV = 10
Total nSV = 180
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 345
nu = 0.354252
obj = -80.430061, rho = 0.005227
nSV = 176, nBSV = 6
Total nSV = 176
.*
optimization finished, #iter = 357
nu = 0.367812
obj = -86.059428, rho = 0.047206
nSV = 176, nBSV = 8
Total nSV = 176
.*
optimization finished, #iter = 306
nu = 0.358130
obj = -82.416893, rho = -0.001365
nSV = 173, nBSV = 7
Total nSV = 173
.*
optimization finished, #iter = 351
nu = 0.373729
obj = -86.013818, rho = 0.021717
nSV = 178, nBSV = 5
Total nSV = 178
.*
optimization finished, #iter = 352
nu = 0.371246
obj = -87.038034, rho = 0.057438
nSV = 180, nBSV = 9
Total nSV = 180
Cross Validation Accuracy = 74.1667%
.*
optimization finished, #iter = 342
nu = 0.312243
obj = -80.867602, rho = 0.006426
nSV = 176, nBSV = 2
Total nSV = 176
.*
optimization finished, #iter = 355
nu = 0.326449
obj = -87.382797, rho = 0.047270
nSV = 175, nBSV = 5
Total nSV = 175
.*
optimization finished, #iter = 310
nu = 0.316602
obj = -83.320677, rho = -0.000168
nSV = 173, nBSV = 5
Total nSV = 173
.*
optimization finished, #iter = 368
nu = 0.330460
obj = -86.956467, rho = 0.022233
nSV = 179, nBSV = 4
Total nSV = 179
.*
optimization finished, #iter = 365
nu = 0.331117
obj = -88.503839, rho = 0.058462
nSV = 180, nBSV = 6
Total nSV = 180
Cross Validation Accuracy = 74.1667%
.*
optimization finished, #iter = 349
nu = 0.273627
obj = -81.207130, rho = 0.007128
nSV = 176, nBSV = 1
Total nSV = 176
.*
optimization finished, #iter = 360
nu = 0.289451
obj = -88.648928, rho = 0.047429
nSV = 175, nBSV = 4
Total nSV = 175
.*
optimization finished, #iter = 319
nu = 0.279108
obj = -84.149433, rho = -0.000247
nSV = 173, nBSV = 2
Total nSV = 173
.*.*
optimization finished, #iter = 387
nu = 0.291596
obj = -87.807419, rho = 0.022012
nSV = 179, nBSV = 3
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.294098
obj = -89.853718, rho = 0.058203
nSV = 180, nBSV = 4
Total nSV = 180
Cross Validation Accuracy = 74.1667%
.*
optimization finished, #iter = 333
nu = 0.239476
obj = -81.515150, rho = 0.007580
nSV = 176, nBSV = 1
Total nSV = 176
.*
optimization finished, #iter = 355
nu = 0.257240
obj = -89.797215, rho = 0.047634
nSV = 175, nBSV = 4
Total nSV = 175
.*
optimization finished, #iter = 332
nu = 0.245511
obj = -84.957966, rho = -0.000590
nSV = 173, nBSV = 2
Total nSV = 173
.*
optimization finished, #iter = 366
nu = 0.257164
obj = -88.584387, rho = 0.021365
nSV = 179, nBSV = 3
Total nSV = 179
.*
optimization finished, #iter = 362
nu = 0.261123
obj = -91.107645, rho = 0.058086
nSV = 179, nBSV = 4
Total nSV = 179
Cross Validation Accuracy = 73.3333%
.*
optimization finished, #iter = 337
nu = 0.209738
obj = -81.776013, rho = 0.008095
nSV = 176, nBSV = 1
Total nSV = 176
.*
optimization finished, #iter = 364
nu = 0.229077
obj = -90.712589, rho = 0.047932
nSV = 175, nBSV = 3
Total nSV = 175
.*
optimization finished, #iter = 337
nu = 0.216269
obj = -85.734555, rho = -0.000933
nSV = 173, nBSV = 2
Total nSV = 173
.*
optimization finished, #iter = 373
nu = 0.226731
obj = -89.246183, rho = 0.020711
nSV = 179, nBSV = 2
Total nSV = 179
.*
optimization finished, #iter = 360
nu = 0.232447
obj = -92.181536, rho = 0.058070
nSV = 178, nBSV = 4
Total nSV = 178
Cross Validation Accuracy = 73.3333%
.*
optimization finished, #iter = 345
nu = 0.183854
obj = -81.953041, rho = 0.008680
nSV = 176, nBSV = 1
Total nSV = 176
.*
optimization finished, #iter = 365
nu = 0.203218
obj = -91.329553, rho = 0.048979
nSV = 175, nBSV = 2
Total nSV = 175
.*
optimization finished, #iter = 332
nu = 0.190754
obj = -86.426084, rho = -0.001305
nSV = 173, nBSV = 1
Total nSV = 173
.*
optimization finished, #iter = 380
nu = 0.199879
obj = -89.774033, rho = 0.020067
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 356
nu = 0.205481
obj = -93.031625, rho = 0.058961
nSV = 178, nBSV = 2
Total nSV = 178
Cross Validation Accuracy = 73.75%
.*
optimization finished, #iter = 357
nu = 0.161002
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 360
nu = 0.179287
obj = -91.671343, rho = 0.050692
nSV = 175, nBSV = 1
Total nSV = 175
.*
optimization finished, #iter = 346
nu = 0.167288
obj = -87.063076, rho = -0.000976
nSV = 173, nBSV = 1
Total nSV = 173
.*.*
optimization finished, #iter = 391
nu = 0.175269
obj = -90.191784, rho = 0.019992
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 366
nu = 0.180910
obj = -93.770608, rho = 0.060081
nSV = 178, nBSV = 1
Total nSV = 178
Cross Validation Accuracy = 72.9167%
.*
optimization finished, #iter = 357
nu = 0.140159
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 359
nu = 0.157484
obj = -91.814136, rho = 0.052187
nSV = 174, nBSV = 1
Total nSV = 174
.*
optimization finished, #iter = 330
nu = 0.146862
obj = -87.691148, rho = -0.000599
nSV = 172, nBSV = 1
Total nSV = 172
.*
optimization finished, #iter = 372
nu = 0.153843
obj = -90.524305, rho = 0.019929
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 377
nu = 0.158795
obj = -94.483863, rho = 0.060897
nSV = 178, nBSV = 1
Total nSV = 178
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.122016
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.137334
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 334
nu = 0.129111
obj = -88.272436, rho = 0.000236
nSV = 172, nBSV = 1
Total nSV = 172
.*
optimization finished, #iter = 383
nu = 0.135193
obj = -90.711725, rho = 0.019863
nSV = 178, nBSV = 1
Total nSV = 178
.*
optimization finished, #iter = 380
nu = 0.139543
obj = -95.166644, rho = 0.061848
nSV = 178, nBSV = 1
Total nSV = 178
Cross Validation Accuracy = 72.9167%
.*
optimization finished, #iter = 357
nu = 0.106221
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.119556
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 334
nu = 0.113661
obj = -88.751626, rho = 0.001257
nSV = 171, nBSV = 1
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.118136
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 368
nu = 0.122786
obj = -95.770972, rho = 0.062937
nSV = 178, nBSV = 1
Total nSV = 178
Cross Validation Accuracy = 72.9167%
.*
optimization finished, #iter = 357
nu = 0.092471
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.104079
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 335
nu = 0.100229
obj = -89.049810, rho = 0.002606
nSV = 171, nBSV = 1
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.102844
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 378
nu = 0.108199
obj = -96.227593, rho = 0.064192
nSV = 177, nBSV = 1
Total nSV = 177
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.080500
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.090606
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.087920
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.089530
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 371
nu = 0.095505
obj = -96.437656, rho = 0.065681
nSV = 176, nBSV = 1
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.070080
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.078878
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.076539
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.077941
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.083282
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.061008
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.068667
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.066631
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.067852
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.072501
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.053111
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.059778
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.058006
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.059068
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.063115
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.046235
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.052040
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.050497
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.051422
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.054945
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.040250
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.045303
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.043960
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.044765
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.047833
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.035040
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.039439
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.038269
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.038970
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.041641
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.030504
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.034333
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.033316
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.033926
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.036250
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.026555
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.029889
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.029003
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.029534
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.031558
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.023118
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.026020
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.025248
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.025711
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.027473
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.020125
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.022652
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.021980
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.022383
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.023916
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.017520
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.019719
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.019135
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.019485
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.020820
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.015252
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.017167
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.016658
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.016963
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.018125
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.013278
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.014944
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.014501
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.014767
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.015779
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.011559
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.013010
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.012624
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.012855
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.013736
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.010063
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.011326
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.010990
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.011191
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.011958
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.008760
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.009860
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.009567
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.009743
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.010410
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.007626
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.008583
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.008329
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.008481
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.009063
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.006639
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.007472
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.007251
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.007384
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.007889
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.005779
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.006505
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.006312
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.006428
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.006868
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.005031
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.005663
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.005495
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.005596
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.005979
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.004380
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.004930
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.004784
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.004871
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.005205
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.003813
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.004292
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.004164
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.004241
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.004531
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.003319
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.003736
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.003625
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.003692
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.003945
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.002890
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.003252
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.003156
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.003214
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.003434
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.002516
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.002831
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.002748
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.002798
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.002990
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.002190
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.002465
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.002392
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.002436
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.002603
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.001907
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.002146
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.002082
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.002120
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.002266
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.001660
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.001868
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.001813
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.001846
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.001972
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.001445
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.001626
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.001578
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.001607
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.001717
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.001258
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.001416
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.001374
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.001399
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.001495
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.001095
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.001232
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.001196
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.001218
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.001301
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.000953
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.001073
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.001041
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.001060
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.001133
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 357
nu = 0.000830
obj = -82.000423, rho = 0.009180
nSV = 176, nBSV = 0
Total nSV = 176
.*
optimization finished, #iter = 361
nu = 0.000934
obj = -91.817782, rho = 0.052466
nSV = 174, nBSV = 0
Total nSV = 174
.*
optimization finished, #iter = 343
nu = 0.000906
obj = -89.098524, rho = 0.003420
nSV = 171, nBSV = 0
Total nSV = 171
.*
optimization finished, #iter = 380
nu = 0.000923
obj = -90.728436, rho = 0.019838
nSV = 178, nBSV = 0
Total nSV = 178
.*
optimization finished, #iter = 374
nu = 0.000986
obj = -96.440178, rho = 0.065903
nSV = 176, nBSV = 0
Total nSV = 176
Cross Validation Accuracy = 72.5%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165911, rho = 0.998440
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165911, rho = 0.998553
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165907, rho = 0.998361
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165914, rho = 0.998553
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163961, rho = 0.998458
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.190569, rho = 0.998226
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190569, rho = 0.998338
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.190564, rho = 0.998000
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190573, rho = 0.998380
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.188330, rho = 0.998429
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.218883, rho = 0.997977
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218881, rho = 0.998280
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.218875, rho = 0.997780
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218887, rho = 0.998133
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.216310, rho = 0.998279
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.251398, rho = 0.997663
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.251396, rho = 0.998019
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.251387, rho = 0.997514
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.251404, rho = 0.997868
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.248443, rho = 0.998179
nSV = 173, nBSV = 164
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.288739, rho = 0.997362
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.288738, rho = 0.997748
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.288725, rho = 0.997145
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288748, rho = 0.997542
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.285348, rho = 0.997937
nSV = 177, nBSV = 160
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.331617, rho = 0.996909
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.331614, rho = 0.997390
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.331599, rho = 0.996589
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.331627, rho = 0.997160
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.327722, rho = 0.997624
nSV = 178, nBSV = 159
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -0.380871, rho = 0.996450
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.380867, rho = 0.997001
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.380847, rho = 0.996081
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.380885, rho = 0.996757
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.376399, rho = 0.997218
nSV = 181, nBSV = 156
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -0.437411, rho = 0.995906
nSV = 181, nBSV = 158
Total nSV = 181
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.437405, rho = 0.996521
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.437379, rho = 0.995499
nSV = 176, nBSV = 163
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.437430, rho = 0.996206
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 98
nu = 0.879581
obj = -0.432277, rho = 0.996771
nSV = 181, nBSV = 155
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.502327, rho = 0.995262
nSV = 181, nBSV = 157
Total nSV = 181
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.502320, rho = 0.996005
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.502286, rho = 0.994770
nSV = 176, nBSV = 161
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.502352, rho = 0.995642
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.496434, rho = 0.996265
nSV = 181, nBSV = 153
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -0.576861, rho = 0.994541
nSV = 181, nBSV = 156
Total nSV = 181
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.576852, rho = 0.995335
nSV = 180, nBSV = 157
Total nSV = 180
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.576806, rho = 0.993961
nSV = 176, nBSV = 160
Total nSV = 176
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.576893, rho = 0.994994
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.570096, rho = 0.995643
nSV = 182, nBSV = 151
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.662434, rho = 0.993705
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.662422, rho = 0.994566
nSV = 180, nBSV = 154
Total nSV = 180
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.662361, rho = 0.993040
nSV = 177, nBSV = 159
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.662477, rho = 0.994219
nSV = 181, nBSV = 157
Total nSV = 181
*
optimization finished, #iter = 104
nu = 0.879581
obj = -0.654669, rho = 0.995011
nSV = 182, nBSV = 151
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.760648, rho = 0.992733
nSV = 180, nBSV = 153
Total nSV = 180
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.760631, rho = 0.993741
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.760551, rho = 0.992005
nSV = 177, nBSV = 159
Total nSV = 177
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.760704, rho = 0.993333
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 104
nu = 0.879581
obj = -0.751736, rho = 0.994269
nSV = 182, nBSV = 151
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.873382, rho = 0.991652
nSV = 180, nBSV = 153
Total nSV = 180
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.873360, rho = 0.992810
nSV = 182, nBSV = 154
Total nSV = 182
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.873255, rho = 0.990762
nSV = 178, nBSV = 157
Total nSV = 178
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.873457, rho = 0.992315
nSV = 183, nBSV = 154
Total nSV = 183
*
optimization finished, #iter = 105
nu = 0.879581
obj = -0.863156, rho = 0.993378
nSV = 182, nBSV = 150
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -1.002778, rho = 0.990402
nSV = 181, nBSV = 151
Total nSV = 181
*
optimization finished, #iter = 105
nu = 0.885417
obj = -1.002748, rho = 0.991729
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 100
nu = 0.885417
obj = -1.002610, rho = 0.989382
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 104
nu = 0.885417
obj = -1.002876, rho = 0.991187
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 109
nu = 0.879581
obj = -0.991045, rho = 0.992381
nSV = 182, nBSV = 149
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -1.151245, rho = 0.988975
nSV = 181, nBSV = 151
Total nSV = 181
*
optimization finished, #iter = 108
nu = 0.885417
obj = -1.151206, rho = 0.990511
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 101
nu = 0.885417
obj = -1.151023, rho = 0.987830
nSV = 178, nBSV = 156
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -1.151375, rho = 0.989885
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 112
nu = 0.879581
obj = -1.137787, rho = 0.991191
nSV = 182, nBSV = 147
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 114
nu = 0.880829
obj = -1.321583, rho = 0.987322
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 108
nu = 0.885417
obj = -1.321531, rho = 0.989100
nSV = 182, nBSV = 153
Total nSV = 182
*
optimization finished, #iter = 103
nu = 0.885417
obj = -1.321290, rho = 0.986005
nSV = 178, nBSV = 155
Total nSV = 178
*
optimization finished, #iter = 105
nu = 0.885417
obj = -1.321754, rho = 0.988381
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 114
nu = 0.879581
obj = -1.306148, rho = 0.989879
nSV = 182, nBSV = 146
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -1.516982, rho = 0.985437
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 112
nu = 0.885417
obj = -1.516914, rho = 0.987430
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 104
nu = 0.885417
obj = -1.516595, rho = 0.983899
nSV = 178, nBSV = 154
Total nSV = 178
*
optimization finished, #iter = 106
nu = 0.885417
obj = -1.517207, rho = 0.986663
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 115
nu = 0.879581
obj = -1.499285, rho = 0.988356
nSV = 182, nBSV = 145
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -1.741140, rho = 0.983278
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.741050, rho = 0.985547
nSV = 183, nBSV = 150
Total nSV = 183
*
optimization finished, #iter = 104
nu = 0.885417
obj = -1.740629, rho = 0.981504
nSV = 178, nBSV = 154
Total nSV = 178
*
optimization finished, #iter = 110
nu = 0.885417
obj = -1.741439, rho = 0.984713
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 115
nu = 0.879581
obj = -1.720853, rho = 0.986624
nSV = 182, nBSV = 145
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -1.998111, rho = 0.980791
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 115
nu = 0.885417
obj = -1.997993, rho = 0.983384
nSV = 183, nBSV = 150
Total nSV = 183
*
optimization finished, #iter = 106
nu = 0.885417
obj = -1.997436, rho = 0.978766
nSV = 179, nBSV = 154
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.885417
obj = -1.998505, rho = 0.982440
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 119
nu = 0.879581
obj = -1.974864, rho = 0.984622
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -2.292511, rho = 0.977936
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 116
nu = 0.885417
obj = -2.292356, rho = 0.980915
nSV = 183, nBSV = 150
Total nSV = 183
*
optimization finished, #iter = 107
nu = 0.885417
obj = -2.291622, rho = 0.975626
nSV = 179, nBSV = 154
Total nSV = 179
*
optimization finished, #iter = 110
nu = 0.885417
obj = -2.293031, rho = 0.979830
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 119
nu = 0.879581
obj = -2.265885, rho = 0.982349
nSV = 182, nBSV = 145
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 121
nu = 0.880829
obj = -2.630085, rho = 0.974662
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 117
nu = 0.885417
obj = -2.629880, rho = 0.978061
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 110
nu = 0.885417
obj = -2.628912, rho = 0.971997
nSV = 180, nBSV = 154
Total nSV = 180
*
optimization finished, #iter = 111
nu = 0.885417
obj = -2.630771, rho = 0.976851
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 121
nu = 0.879581
obj = -2.599597, rho = 0.979715
nSV = 182, nBSV = 144
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -3.016637, rho = 0.970859
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 118
nu = 0.885417
obj = -3.016366, rho = 0.974806
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 110
nu = 0.885417
obj = -3.015089, rho = 0.967834
nSV = 180, nBSV = 154
Total nSV = 180
*
optimization finished, #iter = 111
nu = 0.885417
obj = -3.017541, rho = 0.973410
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 124
nu = 0.879581
obj = -2.981747, rho = 0.976651
nSV = 182, nBSV = 142
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 124
nu = 0.880829
obj = -3.459336, rho = 0.966537
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 120
nu = 0.885417
obj = -3.458979, rho = 0.971085
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 112
nu = 0.885417
obj = -3.457294, rho = 0.963043
nSV = 180, nBSV = 154
Total nSV = 180
*
optimization finished, #iter = 114
nu = 0.885417
obj = -3.460530, rho = 0.969475
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 126
nu = 0.879581
obj = -3.419430, rho = 0.973152
nSV = 182, nBSV = 140
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -3.966000, rho = 0.961509
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 122
nu = 0.885417
obj = -3.965529, rho = 0.966756
nSV = 184, nBSV = 149
Total nSV = 184
*
optimization finished, #iter = 112
nu = 0.885417
obj = -3.963305, rho = 0.957547
nSV = 180, nBSV = 154
Total nSV = 180
*
optimization finished, #iter = 117
nu = 0.885417
obj = -3.967577, rho = 0.964906
nSV = 184, nBSV = 152
Total nSV = 184
*
optimization finished, #iter = 127
nu = 0.879581
obj = -3.920386, rho = 0.969163
nSV = 182, nBSV = 140
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -4.545533, rho = 0.955775
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 123
nu = 0.885417
obj = -4.544911, rho = 0.961811
nSV = 184, nBSV = 149
Total nSV = 184
*
optimization finished, #iter = 113
nu = 0.885417
obj = -4.541977, rho = 0.951221
nSV = 180, nBSV = 154
Total nSV = 180
*
optimization finished, #iter = 118
nu = 0.885417
obj = -4.547613, rho = 0.959647
nSV = 184, nBSV = 151
Total nSV = 184
*
optimization finished, #iter = 127
nu = 0.879581
obj = -4.493434, rho = 0.964577
nSV = 182, nBSV = 140
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 128
nu = 0.880829
obj = -5.207844, rho = 0.949181
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 119
nu = 0.885417
obj = -5.207023, rho = 0.956107
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 113
nu = 0.885417
obj = -5.203151, rho = 0.943956
nSV = 180, nBSV = 153
Total nSV = 180
*
optimization finished, #iter = 118
nu = 0.885417
obj = -5.210587, rho = 0.953647
nSV = 184, nBSV = 151
Total nSV = 184
*
optimization finished, #iter = 129
nu = 0.879581
obj = -5.148393, rho = 0.959302
nSV = 182, nBSV = 139
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 128
nu = 0.880829
obj = -5.964394, rho = 0.941618
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 122
nu = 0.885417
obj = -5.963312, rho = 0.949604
nSV = 184, nBSV = 148
Total nSV = 184
*
optimization finished, #iter = 115
nu = 0.885417
obj = -5.958202, rho = 0.935639
nSV = 180, nBSV = 153
Total nSV = 180
*
optimization finished, #iter = 119
nu = 0.885417
obj = -5.968014, rho = 0.946767
nSV = 184, nBSV = 151
Total nSV = 184
*
optimization finished, #iter = 130
nu = 0.879581
obj = -5.896623, rho = 0.953238
nSV = 182, nBSV = 139
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 129
nu = 0.880829
obj = -6.827731, rho = 0.932922
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 122
nu = 0.885417
obj = -6.826302, rho = 0.942110
nSV = 184, nBSV = 148
Total nSV = 184
*
optimization finished, #iter = 117
nu = 0.885417
obj = -6.819560, rho = 0.926064
nSV = 180, nBSV = 153
Total nSV = 180
*
optimization finished, #iter = 125
nu = 0.885417
obj = -6.832507, rho = 0.938810
nSV = 184, nBSV = 151
Total nSV = 184
*
optimization finished, #iter = 132
nu = 0.879581
obj = -6.750569, rho = 0.946282
nSV = 182, nBSV = 138
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 129
nu = 0.880829
obj = -7.811786, rho = 0.922949
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 125
nu = 0.885417
obj = -7.809902, rho = 0.933490
nSV = 184, nBSV = 148
Total nSV = 184
*
optimization finished, #iter = 118
nu = 0.885417
obj = -7.801005, rho = 0.915078
nSV = 180, nBSV = 153
Total nSV = 180
*
optimization finished, #iter = 127
nu = 0.885417
obj = -7.818089, rho = 0.929705
nSV = 184, nBSV = 151
Total nSV = 184
*
optimization finished, #iter = 132
nu = 0.879581
obj = -7.724059, rho = 0.938295
nSV = 182, nBSV = 138
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 131
nu = 0.880829
obj = -8.932279, rho = 0.911491
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 126
nu = 0.885417
obj = -8.929796, rho = 0.923585
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 119
nu = 0.885417
obj = -8.918054, rho = 0.902428
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 128
nu = 0.885417
obj = -8.940595, rho = 0.919219
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 134
nu = 0.879581
obj = -8.832704, rho = 0.929132
nSV = 182, nBSV = 138
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 133
nu = 0.880829
obj = -10.206379, rho = 0.898322
nSV = 183, nBSV = 146
Total nSV = 183
*
optimization finished, #iter = 127
nu = 0.885417
obj = -10.203102, rho = 0.912222
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 120
nu = 0.885417
obj = -10.187609, rho = 0.887922
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 126
nu = 0.885417
obj = -10.217353, rho = 0.907274
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 137
nu = 0.879581
obj = -10.093576, rho = 0.918616
nSV = 182, nBSV = 138
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 134
nu = 0.880829
obj = -11.652602, rho = 0.883214
nSV = 183, nBSV = 146
Total nSV = 183
*
optimization finished, #iter = 128
nu = 0.885417
obj = -11.648278, rho = 0.899169
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 121
nu = 0.885417
obj = -11.627834, rho = 0.871269
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 127
nu = 0.885417
obj = -11.667081, rho = 0.893464
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 139
nu = 0.879581
obj = -11.525108, rho = 0.906504
nSV = 182, nBSV = 138
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 135
nu = 0.880829
obj = -13.290875, rho = 0.865871
nSV = 183, nBSV = 146
Total nSV = 183
*
optimization finished, #iter = 129
nu = 0.885417
obj = -13.285169, rho = 0.884179
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 123
nu = 0.885417
obj = -13.258194, rho = 0.852120
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 128
nu = 0.885417
obj = -13.309981, rho = 0.877586
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 143
nu = 0.879581
obj = -13.147172, rho = 0.892591
nSV = 182, nBSV = 138
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 135
nu = 0.880829
obj = -15.142708, rho = 0.845928
nSV = 183, nBSV = 146
Total nSV = 183
*
optimization finished, #iter = 130
nu = 0.885417
obj = -15.135181, rho = 0.866954
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 123
nu = 0.885417
obj = -15.099587, rho = 0.830131
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 129
nu = 0.885417
obj = -15.167921, rho = 0.859433
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 146
nu = 0.879581
obj = -14.981267, rho = 0.876597
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 138
nu = 0.880829
obj = -17.230360, rho = 0.823028
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 131
nu = 0.885417
obj = -17.220420, rho = 0.847162
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 124
nu = 0.885417
obj = -17.173453, rho = 0.804879
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 129
nu = 0.885417
obj = -17.263621, rho = 0.838529
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 149
nu = 0.879581
obj = -17.049691, rho = 0.858238
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 138
nu = 0.880829
obj = -19.575528, rho = 0.796715
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 132
nu = 0.885417
obj = -19.562412, rho = 0.824435
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 125
nu = 0.885417
obj = -19.500440, rho = 0.775857
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 130
nu = 0.885417
obj = -19.619416, rho = 0.814519
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 151
nu = 0.879581
obj = -19.374311, rho = 0.837188
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 140
nu = 0.880829
obj = -22.200738, rho = 0.766474
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 133
nu = 0.885417
obj = -22.183431, rho = 0.798329
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 126
nu = 0.885417
obj = -22.101655, rho = 0.742544
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 132
nu = 0.885417
obj = -22.258651, rho = 0.786945
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 148
nu = 0.879581
obj = -21.977930, rho = 0.812988
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 141
nu = 0.880829
obj = -25.124322, rho = 0.731744
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 134
nu = 0.885417
obj = -25.101486, rho = 0.768343
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 130
nu = 0.885417
obj = -24.993586, rho = 0.704251
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 132
nu = 0.885417
obj = -25.200737, rho = 0.755266
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 149
nu = 0.879581
obj = -24.879379, rho = 0.785192
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 144
nu = 0.880829
obj = -28.361461, rho = 0.691864
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 135
nu = 0.885417
obj = -28.331330, rho = 0.733906
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 131
nu = 0.885417
obj = -28.188964, rho = 0.660297
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 133
nu = 0.885417
obj = -28.462283, rho = 0.718873
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 152
nu = 0.879581
obj = -28.094609, rho = 0.753268
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 145
nu = 0.880829
obj = -31.922642, rho = 0.646050
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 135
nu = 0.885417
obj = -31.882881, rho = 0.694327
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 132
nu = 0.885417
obj = -31.695016, rho = 0.609780
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 135
nu = 0.885417
obj = -32.055688, rho = 0.677058
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 155
nu = 0.879581
obj = -31.635248, rho = 0.716543
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 56.25%
*
optimization finished, #iter = 147
nu = 0.880829
obj = -35.802116, rho = 0.593430
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 137
nu = 0.885417
obj = -35.749652, rho = 0.648878
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 133
nu = 0.885417
obj = -35.501767, rho = 0.551767
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 136
nu = 0.885417
obj = -35.977666, rho = 0.629054
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 152
nu = 0.879581
obj = -35.497248, rho = 0.674387
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 147
nu = 0.880829
obj = -39.981271, rho = 0.532981
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 138
nu = 0.885417
obj = -39.912047, rho = 0.596675
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 134
nu = 0.885417
obj = -39.584972, rho = 0.485118
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 138
nu = 0.885417
obj = -40.212905, rho = 0.573921
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 153
nu = 0.879581
obj = -39.664401, rho = 0.625972
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 58.3333%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -44.417693, rho = 0.463520
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 145
nu = 0.881527
obj = -44.334340, rho = 0.543201
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 140
nu = 0.883432
obj = -43.896883, rho = 0.413167
nSV = 182, nBSV = 149
Total nSV = 182
*
optimization finished, #iter = 141
nu = 0.885417
obj = -44.723350, rho = 0.510509
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 151
nu = 0.879049
obj = -44.097831, rho = 0.571100
nSV = 182, nBSV = 136
Total nSV = 182
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 151
nu = 0.880829
obj = -49.030334, rho = 0.383748
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 150
nu = 0.874517
obj = -49.003550, rho = 0.488412
nSV = 183, nBSV = 143
Total nSV = 183
*
optimization finished, #iter = 146
nu = 0.875480
obj = -48.406804, rho = 0.345394
nSV = 181, nBSV = 145
Total nSV = 181
*
optimization finished, #iter = 144
nu = 0.879966
obj = -49.454557, rho = 0.450056
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 156
nu = 0.871170
obj = -48.769074, rho = 0.519631
nSV = 182, nBSV = 135
Total nSV = 182
Cross Validation Accuracy = 59.5833%
*
optimization finished, #iter = 153
nu = 0.877579
obj = -53.702797, rho = 0.299513
nSV = 183, nBSV = 143
Total nSV = 183
*
optimization finished, #iter = 155
nu = 0.867723
obj = -53.835265, rho = 0.426258
nSV = 183, nBSV = 141
Total nSV = 183
*
optimization finished, #iter = 146
nu = 0.868443
obj = -53.038261, rho = 0.267073
nSV = 180, nBSV = 145
Total nSV = 180
*
optimization finished, #iter = 149
nu = 0.871030
obj = -54.374023, rho = 0.390129
nSV = 183, nBSV = 143
Total nSV = 183
*
optimization finished, #iter = 166
nu = 0.865569
obj = -53.614615, rho = 0.457712
nSV = 181, nBSV = 131
Total nSV = 181
Cross Validation Accuracy = 62.0833%
*
optimization finished, #iter = 165
nu = 0.870786
obj = -58.311954, rho = 0.213330
nSV = 183, nBSV = 140
Total nSV = 183
*
optimization finished, #iter = 154
nu = 0.860204
obj = -58.704675, rho = 0.357198
nSV = 182, nBSV = 137
Total nSV = 182
*
optimization finished, #iter = 151
nu = 0.861574
obj = -57.627897, rho = 0.179404
nSV = 179, nBSV = 140
Total nSV = 179
*
optimization finished, #iter = 160
nu = 0.863703
obj = -59.360372, rho = 0.319290
nSV = 183, nBSV = 140
Total nSV = 183
*
optimization finished, #iter = 169
nu = 0.859566
obj = -58.495385, rho = 0.387869
nSV = 181, nBSV = 130
Total nSV = 181
Cross Validation Accuracy = 64.5833%
*
optimization finished, #iter = 167
nu = 0.853253
obj = -62.722093, rho = 0.148816
nSV = 182, nBSV = 135
Total nSV = 182
*
optimization finished, #iter = 175
nu = 0.847364
obj = -63.453444, rho = 0.290818
nSV = 182, nBSV = 129
Total nSV = 182
*
optimization finished, #iter = 156
nu = 0.843433
obj = -62.048650, rho = 0.117331
nSV = 179, nBSV = 132
Total nSV = 179
*
optimization finished, #iter = 170
nu = 0.854935
obj = -64.233886, rho = 0.243171
nSV = 182, nBSV = 135
Total nSV = 182
*
optimization finished, #iter = 172
nu = 0.849042
obj = -63.236461, rho = 0.317253
nSV = 180, nBSV = 122
Total nSV = 180
Cross Validation Accuracy = 67.9167%
*
optimization finished, #iter = 182
nu = 0.830691
obj = -66.809120, rho = 0.097073
nSV = 181, nBSV = 127
Total nSV = 181
*
optimization finished, #iter = 187
nu = 0.830143
obj = -67.919009, rho = 0.228100
nSV = 182, nBSV = 121
Total nSV = 182
*
optimization finished, #iter = 177
nu = 0.821174
obj = -66.181370, rho = 0.068019
nSV = 178, nBSV = 125
Total nSV = 178
*
optimization finished, #iter = 178
nu = 0.843821
obj = -68.743026, rho = 0.162937
nSV = 182, nBSV = 129
Total nSV = 182
*.*
optimization finished, #iter = 197
nu = 0.832760
obj = -67.671253, rho = 0.249137
nSV = 180, nBSV = 114
Total nSV = 180
Cross Validation Accuracy = 70.4167%
*.*
optimization finished, #iter = 202
nu = 0.801716
obj = -70.374408, rho = 0.061075
nSV = 181, nBSV = 109
Total nSV = 181
*.*
optimization finished, #iter = 198
nu = 0.808661
obj = -71.871563, rho = 0.169515
nSV = 182, nBSV = 109
Total nSV = 182
*
optimization finished, #iter = 188
nu = 0.793424
obj = -69.835496, rho = 0.040775
nSV = 177, nBSV = 107
Total nSV = 177
*.*
optimization finished, #iter = 195
nu = 0.822562
obj = -72.653751, rho = 0.106081
nSV = 182, nBSV = 119
Total nSV = 182
*.*
optimization finished, #iter = 218
nu = 0.808480
obj = -71.608059, rho = 0.189400
nSV = 179, nBSV = 98
Total nSV = 179
Cross Validation Accuracy = 71.25%
*.*
optimization finished, #iter = 222
nu = 0.766607
obj = -73.252537, rho = 0.032037
nSV = 181, nBSV = 94
Total nSV = 181
*.*
optimization finished, #iter = 234
nu = 0.776757
obj = -75.101744, rho = 0.121461
nSV = 182, nBSV = 86
Total nSV = 182
*.*
optimization finished, #iter = 222
nu = 0.758109
obj = -72.851977, rho = 0.023694
nSV = 176, nBSV = 93
Total nSV = 176
*.*
optimization finished, #iter = 240
nu = 0.789284
obj = -75.803571, rho = 0.071441
nSV = 182, nBSV = 93
Total nSV = 182
*.*
optimization finished, #iter = 242
nu = 0.774343
obj = -74.886907, rho = 0.135833
nSV = 179, nBSV = 74
Total nSV = 179
Cross Validation Accuracy = 72.9167%
.*
optimization finished, #iter = 270
nu = 0.721770
obj = -75.229178, rho = 0.007259
nSV = 181, nBSV = 49
Total nSV = 181
.*
optimization finished, #iter = 292
nu = 0.733248
obj = -77.494877, rho = 0.069929
nSV = 181, nBSV = 59
Total nSV = 181
.*
optimization finished, #iter = 262
nu = 0.714479
obj = -75.059026, rho = 0.010706
nSV = 176, nBSV = 58
Total nSV = 176
.*
optimization finished, #iter = 286
nu = 0.742460
obj = -78.092700, rho = 0.037514
nSV = 182, nBSV = 60
Total nSV = 182
.*
optimization finished, #iter = 284
nu = 0.728415
obj = -77.417234, rho = 0.086216
nSV = 179, nBSV = 50
Total nSV = 179
Cross Validation Accuracy = 75%
.*
optimization finished, #iter = 310
nu = 0.650447
obj = -76.612540, rho = 0.007758
nSV = 181, nBSV = 23
Total nSV = 181
.*
optimization finished, #iter = 341
nu = 0.666227
obj = -79.194916, rho = 0.050835
nSV = 181, nBSV = 21
Total nSV = 181
.*
optimization finished, #iter = 296
nu = 0.646676
obj = -76.663541, rho = 0.008316
nSV = 176, nBSV = 24
Total nSV = 176
.*
optimization finished, #iter = 331
nu = 0.672131
obj = -79.782527, rho = 0.029404
nSV = 182, nBSV = 25
Total nSV = 182
.*
optimization finished, #iter = 313
nu = 0.663818
obj = -79.359744, rho = 0.066513
nSV = 179, nBSV = 23
Total nSV = 179
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 321
nu = 0.581902
obj = -77.751747, rho = 0.010087
nSV = 181, nBSV = 18
Total nSV = 181
.*
optimization finished, #iter = 328
nu = 0.594593
obj = -80.739390, rho = 0.051638
nSV = 181, nBSV = 16
Total nSV = 181
.*
optimization finished, #iter = 312
nu = 0.579210
obj = -78.056650, rho = 0.008202
nSV = 176, nBSV = 17
Total nSV = 176
.*
optimization finished, #iter = 325
nu = 0.601455
obj = -81.269284, rho = 0.029616
nSV = 181, nBSV = 17
Total nSV = 181
.*
optimization finished, #iter = 334
nu = 0.595298
obj = -81.102730, rho = 0.063957
nSV = 180, nBSV = 17
Total nSV = 180
Cross Validation Accuracy = 74.5833%
.*
optimization finished, #iter = 318
nu = 0.518099
obj = -78.647762, rho = 0.009887
nSV = 180, nBSV = 10
Total nSV = 180
.*
optimization finished, #iter = 344
nu = 0.529723
obj = -82.202957, rho = 0.051565
nSV = 181, nBSV = 13
Total nSV = 181
.*
optimization finished, #iter = 320
nu = 0.517058
obj = -79.257819, rho = 0.006369
nSV = 176, nBSV = 13
Total nSV = 176
.*
optimization finished, #iter = 343
nu = 0.536917
obj = -82.595088, rho = 0.028204
nSV = 181, nBSV = 13
Total nSV = 181
.*
optimization finished, #iter = 331
nu = 0.532522
obj = -82.736152, rho = 0.061620
nSV = 180, nBSV = 15
Total nSV = 180
Cross Validation Accuracy = 73.3333%
.*
optimization finished, #iter = 344
nu = 0.458598
obj = -79.359640, rho = 0.009534
nSV = 180, nBSV = 7
Total nSV = 180
.*
optimization finished, #iter = 344
nu = 0.471944
obj = -83.561728, rho = 0.051737
nSV = 181, nBSV = 10
Total nSV = 181
.*
optimization finished, #iter = 328
nu = 0.459920
obj = -80.280861, rho = 0.004814
nSV = 176, nBSV = 9
Total nSV = 176
.*
optimization finished, #iter = 344
nu = 0.478350
obj = -83.744213, rho = 0.026261
nSV = 182, nBSV = 11
Total nSV = 182
.*
optimization finished, #iter = 348
nu = 0.474673
obj = -84.249578, rho = 0.061276
nSV = 180, nBSV = 11
Total nSV = 180
Cross Validation Accuracy = 72.9167%
.*
optimization finished, #iter = 347
nu = 0.404830
obj = -79.929350, rho = 0.011097
nSV = 179, nBSV = 6
Total nSV = 179
.*
optimization finished, #iter = 350
nu = 0.419146
obj = -84.807010, rho = 0.051652
nSV = 181, nBSV = 8
Total nSV = 181
.*
optimization finished, #iter = 311
nu = 0.406888
obj = -81.177654, rho = 0.005743
nSV = 176, nBSV = 7
Total nSV = 176
.*
optimization finished, #iter = 351
nu = 0.424782
obj = -84.688678, rho = 0.025985
nSV = 182, nBSV = 5
Total nSV = 182
.*
optimization finished, #iter = 338
nu = 0.422642
obj = -85.674260, rho = 0.061579
nSV = 180, nBSV = 9
Total nSV = 180
Cross Validation Accuracy = 72.9167%
.*
optimization finished, #iter = 345
nu = 0.356934
obj = -80.337916, rho = 0.012789
nSV = 179, nBSV = 3
Total nSV = 179
.*
optimization finished, #iter = 353
nu = 0.371745
obj = -85.951472, rho = 0.051473
nSV = 181, nBSV = 5
Total nSV = 181
.*
optimization finished, #iter = 317
nu = 0.359333
obj = -81.981218, rho = 0.006382
nSV = 175, nBSV = 5
Total nSV = 175
.*
optimization finished, #iter = 357
nu = 0.375131
obj = -85.509393, rho = 0.026702
nSV = 181, nBSV = 4
Total nSV = 181
.*
optimization finished, #iter = 358
nu = 0.376397
obj = -86.970752, rho = 0.062305
nSV = 180, nBSV = 6
Total nSV = 180
Cross Validation Accuracy = 73.3333%
.*
optimization finished, #iter = 346
nu = 0.312780
obj = -80.634721, rho = 0.013281
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 377
nu = 0.328880
obj = -87.019668, rho = 0.050992
nSV = 180, nBSV = 5
Total nSV = 180
.*
optimization finished, #iter = 317
nu = 0.316612
obj = -82.702646, rho = 0.006865
nSV = 174, nBSV = 3
Total nSV = 174
.*
optimization finished, #iter = 369
nu = 0.330598
obj = -86.233696, rho = 0.026563
nSV = 181, nBSV = 3
Total nSV = 181
.*
optimization finished, #iter = 351
nu = 0.333593
obj = -88.141748, rho = 0.062078
nSV = 180, nBSV = 5
Total nSV = 180
Cross Validation Accuracy = 72.9167%
.*
optimization finished, #iter = 351
nu = 0.273528
obj = -80.894379, rho = 0.013774
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 379
nu = 0.291454
obj = -87.979176, rho = 0.050847
nSV = 180, nBSV = 4
Total nSV = 180
.*
optimization finished, #iter = 328
nu = 0.278165
obj = -83.387639, rho = 0.006603
nSV = 174, nBSV = 2
Total nSV = 174
.*
optimization finished, #iter = 358
nu = 0.291073
obj = -86.883654, rho = 0.025880
nSV = 181, nBSV = 3
Total nSV = 181
.*
optimization finished, #iter = 364
nu = 0.295529
obj = -89.220090, rho = 0.061442
nSV = 179, nBSV = 4
Total nSV = 179
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 355
nu = 0.239367
obj = -81.112989, rho = 0.014334
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 363
nu = 0.258677
obj = -88.735530, rho = 0.050869
nSV = 180, nBSV = 3
Total nSV = 180
.*
optimization finished, #iter = 335
nu = 0.244662
obj = -84.042224, rho = 0.006106
nSV = 174, nBSV = 2
Total nSV = 174
.*
optimization finished, #iter = 378
nu = 0.256054
obj = -87.440292, rho = 0.025132
nSV = 181, nBSV = 2
Total nSV = 181
.*
optimization finished, #iter = 366
nu = 0.262320
obj = -90.141107, rho = 0.061119
nSV = 179, nBSV = 4
Total nSV = 179
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 360
nu = 0.209615
obj = -81.258938, rho = 0.014997
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 378
nu = 0.228886
obj = -89.237639, rho = 0.051639
nSV = 180, nBSV = 2
Total nSV = 180
.*
optimization finished, #iter = 339
nu = 0.215338
obj = -84.620651, rho = 0.005651
nSV = 174, nBSV = 1
Total nSV = 174
.*
optimization finished, #iter = 376
nu = 0.225306
obj = -87.885070, rho = 0.024314
nSV = 181, nBSV = 1
Total nSV = 181
.*
optimization finished, #iter = 368
nu = 0.231510
obj = -90.867211, rho = 0.061623
nSV = 178, nBSV = 2
Total nSV = 178
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 354
nu = 0.183340
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 369
nu = 0.201530
obj = -89.500314, rho = 0.053062
nSV = 180, nBSV = 1
Total nSV = 180
.*
optimization finished, #iter = 342
nu = 0.188710
obj = -85.155633, rho = 0.005908
nSV = 174, nBSV = 1
Total nSV = 174
.*
optimization finished, #iter = 376
nu = 0.197393
obj = -88.239522, rho = 0.024201
nSV = 181, nBSV = 1
Total nSV = 181
.*
optimization finished, #iter = 361
nu = 0.203521
obj = -91.493167, rho = 0.062619
nSV = 178, nBSV = 1
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 354
nu = 0.159608
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 365
nu = 0.176813
obj = -89.587706, rho = 0.054116
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 338
nu = 0.165527
obj = -85.674669, rho = 0.006234
nSV = 174, nBSV = 1
Total nSV = 174
.*
optimization finished, #iter = 366
nu = 0.173111
obj = -88.516947, rho = 0.024040
nSV = 181, nBSV = 1
Total nSV = 181
.*
optimization finished, #iter = 358
nu = 0.178495
obj = -92.092793, rho = 0.063298
nSV = 178, nBSV = 1
Total nSV = 178
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.138945
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.153918
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 333
nu = 0.145333
obj = -86.144991, rho = 0.006599
nSV = 174, nBSV = 1
Total nSV = 174
.*
optimization finished, #iter = 372
nu = 0.151960
obj = -88.664486, rho = 0.023842
nSV = 181, nBSV = 1
Total nSV = 181
.*
optimization finished, #iter = 355
nu = 0.156713
obj = -92.656760, rho = 0.064073
nSV = 178, nBSV = 1
Total nSV = 178
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.120959
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.133994
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 336
nu = 0.127778
obj = -86.518410, rho = 0.007155
nSV = 173, nBSV = 1
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.132630
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 359
nu = 0.137743
obj = -93.139703, rho = 0.064953
nSV = 178, nBSV = 1
Total nSV = 178
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.105301
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.116649
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 334
nu = 0.112510
obj = -86.721557, rho = 0.008043
nSV = 173, nBSV = 1
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.115461
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 361
nu = 0.121234
obj = -93.477007, rho = 0.065985
nSV = 177, nBSV = 1
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.091670
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.101548
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.098318
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.100515
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.106633
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.079803
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.088403
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.085590
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.087503
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.092829
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.069473
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.076960
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.074511
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.076176
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.080813
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.060480
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.066997
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.064866
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.066315
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.070351
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.052651
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.058324
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.056469
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.057731
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.061244
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.045835
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.050774
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.049159
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.050257
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.053316
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.039902
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.044202
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.042795
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.043752
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.046415
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.034736
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.038480
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.037255
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.038088
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.040406
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.030240
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.033499
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.032433
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.033158
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.035176
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.026325
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.029162
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.028234
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.028865
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.030622
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.022918
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.025387
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.024579
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.025129
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.026658
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.019951
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.022101
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.021398
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.021876
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.023207
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.017368
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.019240
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.018628
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.019044
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.020203
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.015120
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.016749
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.016216
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.016579
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.017588
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.013163
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.014581
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.014117
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.014433
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.015311
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.011459
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.012694
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.012290
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.012564
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.013329
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.009975
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.011050
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.010699
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.010938
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.011604
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.008684
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.009620
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.009314
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.009522
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.010102
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.007560
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.008375
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.008108
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.008289
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.008794
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.006581
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.007291
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.007059
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.007216
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.007656
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.005729
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.006347
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.006145
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.006282
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.006665
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.004988
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.005525
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.005349
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.005469
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.005802
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.004342
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.004810
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.004657
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.004761
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.005051
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.003780
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.004187
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.004054
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.004145
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.004397
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.003291
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.003645
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.003529
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.003608
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.003828
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.002865
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.003173
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.003072
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.003141
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.003332
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.002494
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.002763
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.002675
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.002734
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.002901
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.002171
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.002405
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.002328
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.002380
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.002525
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.001890
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.002094
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.002027
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.002072
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.002198
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.001645
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.001823
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.001765
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.001804
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.001914
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.001432
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.001587
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.001536
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.001571
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.001666
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.001247
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.001381
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.001337
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.001367
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.001450
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.001086
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.001202
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.001164
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.001190
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.001263
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.000945
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.001047
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.001014
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.001036
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.001099
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 354
nu = 0.000823
obj = -81.294752, rho = 0.015490
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.000911
obj = -89.587705, rho = 0.054101
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 331
nu = 0.000882
obj = -86.735335, rho = 0.008341
nSV = 173, nBSV = 0
Total nSV = 173
.*
optimization finished, #iter = 365
nu = 0.000902
obj = -88.673059, rho = 0.023777
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 370
nu = 0.000957
obj = -93.581511, rho = 0.066982
nSV = 177, nBSV = 0
Total nSV = 177
Cross Validation Accuracy = 71.6667%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.165916, rho = 0.998598
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165916, rho = 0.998685
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165912, rho = 0.998550
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165919, rho = 0.998754
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163966, rho = 0.998607
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.190576, rho = 0.998423
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190575, rho = 0.998489
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190570, rho = 0.998317
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.190578, rho = 0.998568
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.188336, rho = 0.998582
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.218891, rho = 0.998209
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218890, rho = 0.998377
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.218883, rho = 0.998007
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218895, rho = 0.998378
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.216318, rho = 0.998527
nSV = 173, nBSV = 163
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.251409, rho = 0.997952
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.251407, rho = 0.998285
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251399, rho = 0.997760
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.251414, rho = 0.998125
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.248455, rho = 0.998405
nSV = 177, nBSV = 160
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.288755, rho = 0.997624
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.288753, rho = 0.997993
nSV = 178, nBSV = 161
Total nSV = 178
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288741, rho = 0.997461
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288761, rho = 0.997846
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.285362, rho = 0.998164
nSV = 178, nBSV = 159
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -0.331637, rho = 0.997268
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.331633, rho = 0.997696
nSV = 177, nBSV = 162
Total nSV = 177
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.331619, rho = 0.996986
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.331645, rho = 0.997534
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.327742, rho = 0.997844
nSV = 181, nBSV = 156
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -0.380897, rho = 0.996838
nSV = 182, nBSV = 157
Total nSV = 182
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.380893, rho = 0.997361
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.380874, rho = 0.996540
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.380908, rho = 0.997155
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 98
nu = 0.879581
obj = -0.376425, rho = 0.997506
nSV = 181, nBSV = 155
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -0.437446, rho = 0.996300
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.437439, rho = 0.996932
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.437414, rho = 0.996025
nSV = 177, nBSV = 161
Total nSV = 177
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.437460, rho = 0.996678
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 98
nu = 0.879581
obj = -0.432310, rho = 0.997135
nSV = 181, nBSV = 155
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.502374, rho = 0.995723
nSV = 184, nBSV = 152
Total nSV = 184
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.502366, rho = 0.996338
nSV = 180, nBSV = 155
Total nSV = 180
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.502332, rho = 0.995336
nSV = 177, nBSV = 159
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.502392, rho = 0.996155
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 102
nu = 0.879581
obj = -0.496479, rho = 0.996598
nSV = 183, nBSV = 151
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.576923, rho = 0.995050
nSV = 184, nBSV = 151
Total nSV = 184
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.576912, rho = 0.995775
nSV = 181, nBSV = 154
Total nSV = 181
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.576867, rho = 0.994642
nSV = 177, nBSV = 159
Total nSV = 177
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.576946, rho = 0.995584
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.570155, rho = 0.996122
nSV = 182, nBSV = 151
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.662515, rho = 0.994313
nSV = 184, nBSV = 151
Total nSV = 184
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.662501, rho = 0.995101
nSV = 182, nBSV = 152
Total nSV = 182
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.662442, rho = 0.993817
nSV = 178, nBSV = 157
Total nSV = 178
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.662546, rho = 0.994927
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 105
nu = 0.879581
obj = -0.654747, rho = 0.995516
nSV = 182, nBSV = 149
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.760754, rho = 0.993441
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.760736, rho = 0.994344
nSV = 182, nBSV = 151
Total nSV = 182
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.760659, rho = 0.992912
nSV = 179, nBSV = 157
Total nSV = 179
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.760796, rho = 0.994097
nSV = 184, nBSV = 154
Total nSV = 184
*
optimization finished, #iter = 108
nu = 0.879581
obj = -0.751840, rho = 0.994785
nSV = 182, nBSV = 146
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.873523, rho = 0.992456
nSV = 185, nBSV = 149
Total nSV = 185
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.873499, rho = 0.993500
nSV = 183, nBSV = 150
Total nSV = 183
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.873396, rho = 0.991836
nSV = 179, nBSV = 156
Total nSV = 179
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.873578, rho = 0.993166
nSV = 184, nBSV = 152
Total nSV = 184
*
optimization finished, #iter = 109
nu = 0.879581
obj = -0.863293, rho = 0.994020
nSV = 182, nBSV = 146
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 110
nu = 0.880829
obj = -1.002963, rho = 0.991316
nSV = 185, nBSV = 148
Total nSV = 185
*
optimization finished, #iter = 107
nu = 0.885417
obj = -1.002931, rho = 0.992533
nSV = 183, nBSV = 150
Total nSV = 183
*
optimization finished, #iter = 102
nu = 0.885417
obj = -1.002796, rho = 0.990608
nSV = 180, nBSV = 154
Total nSV = 180
*
optimization finished, #iter = 104
nu = 0.885417
obj = -1.003036, rho = 0.992150
nSV = 184, nBSV = 152
Total nSV = 184
*
optimization finished, #iter = 111
nu = 0.879581
obj = -0.991225, rho = 0.993110
nSV = 182, nBSV = 145
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 112
nu = 0.880829
obj = -1.151491, rho = 0.990049
nSV = 184, nBSV = 148
Total nSV = 184
*
optimization finished, #iter = 108
nu = 0.885417
obj = -1.151447, rho = 0.991394
nSV = 183, nBSV = 149
Total nSV = 183
*
optimization finished, #iter = 104
nu = 0.885417
obj = -1.151270, rho = 0.989154
nSV = 181, nBSV = 152
Total nSV = 181
*
optimization finished, #iter = 106
nu = 0.885417
obj = -1.151586, rho = 0.991009
nSV = 185, nBSV = 152
Total nSV = 185
*
optimization finished, #iter = 115
nu = 0.879581
obj = -1.138025, rho = 0.992022
nSV = 182, nBSV = 142
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -1.321907, rho = 0.988568
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 111
nu = 0.885417
obj = -1.321850, rho = 0.990083
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 106
nu = 0.885417
obj = -1.321615, rho = 0.987552
nSV = 182, nBSV = 152
Total nSV = 182
*
optimization finished, #iter = 109
nu = 0.885417
obj = -1.322033, rho = 0.989650
nSV = 185, nBSV = 150
Total nSV = 185
*
optimization finished, #iter = 116
nu = 0.879581
obj = -1.306462, rho = 0.990819
nSV = 182, nBSV = 141
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 117
nu = 0.880829
obj = -1.517410, rho = 0.986847
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 112
nu = 0.885417
obj = -1.517334, rho = 0.988604
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 109
nu = 0.885417
obj = -1.517025, rho = 0.985688
nSV = 183, nBSV = 150
Total nSV = 183
*
optimization finished, #iter = 110
nu = 0.885417
obj = -1.517576, rho = 0.988126
nSV = 185, nBSV = 150
Total nSV = 185
*
optimization finished, #iter = 116
nu = 0.879581
obj = -1.499698, rho = 0.989454
nSV = 182, nBSV = 141
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 117
nu = 0.880829
obj = -1.741703, rho = 0.984891
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 113
nu = 0.885417
obj = -1.741604, rho = 0.986911
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 109
nu = 0.885417
obj = -1.741197, rho = 0.983560
nSV = 183, nBSV = 150
Total nSV = 183
*
optimization finished, #iter = 111
nu = 0.885417
obj = -1.741923, rho = 0.986323
nSV = 185, nBSV = 149
Total nSV = 185
*
optimization finished, #iter = 119
nu = 0.879581
obj = -1.721399, rho = 0.987820
nSV = 182, nBSV = 138
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -1.998855, rho = 0.982633
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 115
nu = 0.885417
obj = -1.998723, rho = 0.984963
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 111
nu = 0.885417
obj = -1.998186, rho = 0.981081
nSV = 183, nBSV = 149
Total nSV = 183
*
optimization finished, #iter = 113
nu = 0.885417
obj = -1.999145, rho = 0.984230
nSV = 185, nBSV = 147
Total nSV = 185
*
optimization finished, #iter = 120
nu = 0.879581
obj = -1.975584, rho = 0.985987
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 120
nu = 0.880829
obj = -2.293493, rho = 0.980042
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 116
nu = 0.885417
obj = -2.293320, rho = 0.982722
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 111
nu = 0.885417
obj = -2.292611, rho = 0.978270
nSV = 183, nBSV = 149
Total nSV = 183
*
optimization finished, #iter = 113
nu = 0.885417
obj = -2.293876, rho = 0.981887
nSV = 185, nBSV = 147
Total nSV = 185
*
optimization finished, #iter = 122
nu = 0.879581
obj = -2.266835, rho = 0.983918
nSV = 182, nBSV = 137
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 121
nu = 0.880829
obj = -2.631380, rho = 0.977079
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 121
nu = 0.885417
obj = -2.631153, rho = 0.980133
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 111
nu = 0.885417
obj = -2.630215, rho = 0.975038
nSV = 183, nBSV = 149
Total nSV = 183
*
optimization finished, #iter = 118
nu = 0.885417
obj = -2.631886, rho = 0.979187
nSV = 185, nBSV = 146
Total nSV = 185
*
optimization finished, #iter = 125
nu = 0.879581
obj = -2.600851, rho = 0.981510
nSV = 182, nBSV = 136
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 122
nu = 0.880829
obj = -3.018346, rho = 0.973672
nSV = 183, nBSV = 145
Total nSV = 183
*
optimization finished, #iter = 121
nu = 0.885417
obj = -3.018046, rho = 0.977180
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 112
nu = 0.885417
obj = -3.016809, rho = 0.971333
nSV = 183, nBSV = 149
Total nSV = 183
*
optimization finished, #iter = 119
nu = 0.885417
obj = -3.019014, rho = 0.976086
nSV = 185, nBSV = 146
Total nSV = 185
*
optimization finished, #iter = 126
nu = 0.879581
obj = -2.983401, rho = 0.978765
nSV = 182, nBSV = 136
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -3.461592, rho = 0.969776
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 122
nu = 0.885417
obj = -3.461196, rho = 0.973797
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 114
nu = 0.885417
obj = -3.459564, rho = 0.967041
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 121
nu = 0.885417
obj = -3.462473, rho = 0.972517
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 127
nu = 0.879581
obj = -3.421612, rho = 0.975607
nSV = 182, nBSV = 136
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -3.968977, rho = 0.965281
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 125
nu = 0.885417
obj = -3.968455, rho = 0.969892
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 116
nu = 0.885417
obj = -3.966301, rho = 0.962152
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 122
nu = 0.885417
obj = -3.970139, rho = 0.968449
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 128
nu = 0.879581
obj = -3.923265, rho = 0.971974
nSV = 182, nBSV = 136
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 127
nu = 0.880829
obj = -4.549460, rho = 0.960111
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 127
nu = 0.885417
obj = -4.548772, rho = 0.965405
nSV = 184, nBSV = 144
Total nSV = 184
*
optimization finished, #iter = 116
nu = 0.885417
obj = -4.545929, rho = 0.956523
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 126
nu = 0.885417
obj = -4.550995, rho = 0.963749
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 130
nu = 0.879581
obj = -4.497234, rho = 0.967808
nSV = 182, nBSV = 136
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -5.213024, rho = 0.954224
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 128
nu = 0.885417
obj = -5.212117, rho = 0.960257
nSV = 184, nBSV = 144
Total nSV = 184
*
optimization finished, #iter = 121
nu = 0.885417
obj = -5.208366, rho = 0.950063
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 129
nu = 0.885417
obj = -5.215050, rho = 0.958354
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 133
nu = 0.879581
obj = -5.153407, rho = 0.962990
nSV = 182, nBSV = 134
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 127
nu = 0.880829
obj = -5.971231, rho = 0.947407
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 131
nu = 0.885417
obj = -5.970033, rho = 0.954351
nSV = 184, nBSV = 144
Total nSV = 184
*
optimization finished, #iter = 122
nu = 0.885417
obj = -5.965083, rho = 0.942629
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 131
nu = 0.885417
obj = -5.973904, rho = 0.952180
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 135
nu = 0.879581
obj = -5.903240, rho = 0.957489
nSV = 182, nBSV = 134
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -6.836751, rho = 0.939562
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 130
nu = 0.885417
obj = -6.835174, rho = 0.947563
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 117
nu = 0.885417
obj = -6.828639, rho = 0.934101
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 129
nu = 0.885417
obj = -6.840278, rho = 0.945057
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 136
nu = 0.879581
obj = -6.759300, rho = 0.951165
nSV = 182, nBSV = 133
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -7.823689, rho = 0.930590
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 132
nu = 0.885417
obj = -7.821608, rho = 0.939763
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 119
nu = 0.885417
obj = -7.812985, rho = 0.924301
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 133
nu = 0.885417
obj = -7.828343, rho = 0.936873
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 138
nu = 0.879581
obj = -7.735579, rho = 0.943907
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 127
nu = 0.880829
obj = -8.947985, rho = 0.920276
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 133
nu = 0.885417
obj = -8.945239, rho = 0.930813
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 121
nu = 0.885417
obj = -8.933862, rho = 0.913045
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 133
nu = 0.885417
obj = -8.954125, rho = 0.927486
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 138
nu = 0.879581
obj = -8.847904, rho = 0.935566
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 128
nu = 0.880829
obj = -10.227103, rho = 0.908398
nSV = 184, nBSV = 144
Total nSV = 184
*
optimization finished, #iter = 134
nu = 0.885417
obj = -10.223480, rho = 0.920519
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 123
nu = 0.885417
obj = -10.208469, rho = 0.900098
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 134
nu = 0.885417
obj = -10.235205, rho = 0.916705
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 140
nu = 0.879581
obj = -10.113632, rho = 0.925987
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 132
nu = 0.880829
obj = -11.679953, rho = 0.894774
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 135
nu = 0.885417
obj = -11.675166, rho = 0.908701
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 125
nu = 0.885417
obj = -11.655359, rho = 0.885221
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 135
nu = 0.885417
obj = -11.690638, rho = 0.904317
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 145
nu = 0.879581
obj = -11.551573, rho = 0.914979
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 133
nu = 0.880829
obj = -13.326964, rho = 0.879134
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 137
nu = 0.885417
obj = -13.320648, rho = 0.895120
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 127
nu = 0.885417
obj = -13.294513, rho = 0.868155
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 137
nu = 0.885417
obj = -13.341063, rho = 0.890098
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 146
nu = 0.879581
obj = -13.182093, rho = 0.902336
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 135
nu = 0.880829
obj = -15.190331, rho = 0.861146
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 138
nu = 0.885417
obj = -15.181996, rho = 0.879525
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 130
nu = 0.885417
obj = -15.147512, rho = 0.848562
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 140
nu = 0.885417
obj = -15.208935, rho = 0.873766
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 149
nu = 0.879581
obj = -15.027345, rho = 0.887853
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 138
nu = 0.880829
obj = -17.293193, rho = 0.840502
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 140
nu = 0.885417
obj = -17.282195, rho = 0.861602
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 130
nu = 0.885417
obj = -17.236691, rho = 0.826041
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 142
nu = 0.885417
obj = -17.317742, rho = 0.854980
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 149
nu = 0.879581
obj = -17.110491, rho = 0.871175
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 139
nu = 0.880829
obj = -19.658435, rho = 0.816794
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 141
nu = 0.885417
obj = -19.643923, rho = 0.841015
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 132
nu = 0.885417
obj = -19.583882, rho = 0.800181
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 144
nu = 0.885417
obj = -19.690827, rho = 0.833395
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 149
nu = 0.879581
obj = -19.454535, rho = 0.852020
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 140
nu = 0.880829
obj = -22.310139, rho = 0.789531
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 141
nu = 0.885417
obj = -22.290989, rho = 0.817371
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 132
nu = 0.885417
obj = -22.211761, rho = 0.770463
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 145
nu = 0.885417
obj = -22.352881, rho = 0.808621
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 153
nu = 0.879581
obj = -22.083791, rho = 0.830019
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 144
nu = 0.880829
obj = -25.268676, rho = 0.758237
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 143
nu = 0.885417
obj = -25.243407, rho = 0.790227
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 132
nu = 0.885417
obj = -25.138867, rho = 0.736334
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 147
nu = 0.885417
obj = -25.325073, rho = 0.780164
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 154
nu = 0.879581
obj = -25.019062, rho = 0.804735
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 143
nu = 0.880829
obj = -28.551924, rho = 0.722285
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 145
nu = 0.885417
obj = -28.518585, rho = 0.759034
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 133
nu = 0.885417
obj = -28.380651, rho = 0.697125
nSV = 183, nBSV = 147
Total nSV = 183
*
optimization finished, #iter = 148
nu = 0.885417
obj = -28.626335, rho = 0.747506
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 155
nu = 0.879581
obj = -28.278908, rho = 0.775697
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 144
nu = 0.880829
obj = -32.173978, rho = 0.680984
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 145
nu = 0.885417
obj = -32.129984, rho = 0.723188
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 137
nu = 0.885417
obj = -31.947967, rho = 0.652060
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 150
nu = 0.885417
obj = -32.272171, rho = 0.709959
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 146
nu = 0.879581
obj = -31.878449, rho = 0.742361
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 147
nu = 0.880829
obj = -36.133747, rho = 0.633517
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 145
nu = 0.885417
obj = -36.075698, rho = 0.682030
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 138
nu = 0.885417
obj = -35.835531, rho = 0.600369
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 153
nu = 0.885417
obj = -36.263312, rho = 0.666824
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 147
nu = 0.879581
obj = -35.818145, rho = 0.704033
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 56.25%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -40.418849, rho = 0.579022
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 147
nu = 0.885417
obj = -40.342254, rho = 0.634755
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 144
nu = 0.885417
obj = -40.025362, rho = 0.540911
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 153
nu = 0.885417
obj = -40.589804, rho = 0.617287
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 150
nu = 0.879581
obj = -40.087815, rho = 0.660035
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -44.995109, rho = 0.516411
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 151
nu = 0.885417
obj = -44.894037, rho = 0.580442
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 146
nu = 0.885417
obj = -44.475874, rho = 0.472642
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 153
nu = 0.885417
obj = -45.220696, rho = 0.560367
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 157
nu = 0.879581
obj = -44.656411, rho = 0.609463
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 58.3333%
*
optimization finished, #iter = 150
nu = 0.880829
obj = -49.792228, rho = 0.444519
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 150
nu = 0.878818
obj = -49.688966, rho = 0.528448
nSV = 184, nBSV = 139
Total nSV = 184
*
optimization finished, #iter = 143
nu = 0.880221
obj = -49.125663, rho = 0.405331
nSV = 184, nBSV = 142
Total nSV = 184
*
optimization finished, #iter = 155
nu = 0.884843
obj = -50.090114, rho = 0.496040
nSV = 185, nBSV = 143
Total nSV = 185
*
optimization finished, #iter = 161
nu = 0.875932
obj = -49.467051, rho = 0.556147
nSV = 183, nBSV = 132
Total nSV = 183
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 156
nu = 0.880829
obj = -54.698316, rho = 0.361925
nSV = 184, nBSV = 143
Total nSV = 184
*
optimization finished, #iter = 149
nu = 0.872256
obj = -54.685152, rho = 0.469134
nSV = 183, nBSV = 136
Total nSV = 183
*
optimization finished, #iter = 147
nu = 0.872848
obj = -53.929073, rho = 0.334037
nSV = 184, nBSV = 141
Total nSV = 184
*
optimization finished, #iter = 156
nu = 0.878065
obj = -55.140579, rho = 0.435055
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 168
nu = 0.869110
obj = -54.486586, rho = 0.499817
nSV = 182, nBSV = 128
Total nSV = 182
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 155
nu = 0.876824
obj = -59.554563, rho = 0.276594
nSV = 184, nBSV = 142
Total nSV = 184
*
optimization finished, #iter = 161
nu = 0.866088
obj = -59.748146, rho = 0.401477
nSV = 183, nBSV = 135
Total nSV = 183
*
optimization finished, #iter = 159
nu = 0.866674
obj = -58.744383, rho = 0.251075
nSV = 183, nBSV = 140
Total nSV = 183
*
optimization finished, #iter = 159
nu = 0.870455
obj = -60.280820, rho = 0.368437
nSV = 184, nBSV = 139
Total nSV = 184
*
optimization finished, #iter = 167
nu = 0.863749
obj = -59.586742, rho = 0.433223
nSV = 182, nBSV = 124
Total nSV = 182
Cross Validation Accuracy = 62.0833%
*
optimization finished, #iter = 170
nu = 0.868505
obj = -64.182299, rho = 0.191754
nSV = 184, nBSV = 138
Total nSV = 184
*
optimization finished, #iter = 163
nu = 0.858107
obj = -64.696733, rho = 0.329180
nSV = 182, nBSV = 132
Total nSV = 182
*
optimization finished, #iter = 164
nu = 0.858825
obj = -63.347051, rho = 0.163133
nSV = 182, nBSV = 134
Total nSV = 182
*
optimization finished, #iter = 172
nu = 0.862416
obj = -65.331142, rho = 0.292978
nSV = 184, nBSV = 133
Total nSV = 184
*
optimization finished, #iter = 165
nu = 0.857409
obj = -64.580751, rho = 0.359321
nSV = 181, nBSV = 123
Total nSV = 181
Cross Validation Accuracy = 64.5833%
*
optimization finished, #iter = 173
nu = 0.849531
obj = -68.405816, rho = 0.129775
nSV = 184, nBSV = 130
Total nSV = 184
*
optimization finished, #iter = 181
nu = 0.844059
obj = -69.325562, rho = 0.261394
nSV = 182, nBSV = 125
Total nSV = 182
*
optimization finished, #iter = 177
nu = 0.839232
obj = -67.584535, rho = 0.104216
nSV = 183, nBSV = 127
Total nSV = 183
*
optimization finished, #iter = 181
nu = 0.853549
obj = -70.043057, rho = 0.211020
nSV = 184, nBSV = 132
Total nSV = 184
*
optimization finished, #iter = 181
nu = 0.846122
obj = -69.238669, rho = 0.284473
nSV = 181, nBSV = 116
Total nSV = 181
Cross Validation Accuracy = 67.5%
*
optimization finished, #iter = 191
nu = 0.824465
obj = -72.042342, rho = 0.080719
nSV = 183, nBSV = 118
Total nSV = 183
*
optimization finished, #iter = 191
nu = 0.825972
obj = -73.394194, rho = 0.195607
nSV = 182, nBSV = 116
Total nSV = 182
*.*
optimization finished, #iter = 203
nu = 0.813496
obj = -71.282483, rho = 0.067155
nSV = 183, nBSV = 113
Total nSV = 183
*
optimization finished, #iter = 188
nu = 0.838584
obj = -74.092155, rho = 0.137420
nSV = 183, nBSV = 123
Total nSV = 183
*.*
optimization finished, #iter = 209
nu = 0.827672
obj = -73.326981, rho = 0.212757
nSV = 181, nBSV = 102
Total nSV = 181
Cross Validation Accuracy = 70.4167%
*.*
optimization finished, #iter = 217
nu = 0.789627
obj = -74.865737, rho = 0.048115
nSV = 182, nBSV = 97
Total nSV = 182
*.*
optimization finished, #iter = 228
nu = 0.797126
obj = -76.625540, rho = 0.135373
nSV = 182, nBSV = 79
Total nSV = 182
*.*
optimization finished, #iter = 213
nu = 0.779421
obj = -74.238424, rho = 0.043274
nSV = 181, nBSV = 97
Total nSV = 181
*.*
optimization finished, #iter = 218
nu = 0.809741
obj = -77.236633, rho = 0.088555
nSV = 183, nBSV = 98
Total nSV = 183
*.*
optimization finished, #iter = 237
nu = 0.796878
obj = -76.628281, rho = 0.148094
nSV = 181, nBSV = 76
Total nSV = 181
Cross Validation Accuracy = 70.8333%
.*
optimization finished, #iter = 273
nu = 0.745236
obj = -76.693076, rho = 0.015453
nSV = 182, nBSV = 56
Total nSV = 182
.*
optimization finished, #iter = 280
nu = 0.754043
obj = -78.915197, rho = 0.076241
nSV = 182, nBSV = 56
Total nSV = 182
.*
optimization finished, #iter = 268
nu = 0.735611
obj = -76.269244, rho = 0.020479
nSV = 181, nBSV = 61
Total nSV = 181
.*
optimization finished, #iter = 275
nu = 0.763644
obj = -79.385467, rho = 0.045328
nSV = 183, nBSV = 58
Total nSV = 183
.*
optimization finished, #iter = 275
nu = 0.752494
obj = -79.063540, rho = 0.090582
nSV = 181, nBSV = 53
Total nSV = 181
Cross Validation Accuracy = 73.75%
.*
optimization finished, #iter = 315
nu = 0.669476
obj = -77.825594, rho = 0.014557
nSV = 182, nBSV = 20
Total nSV = 182
.*
optimization finished, #iter = 336
nu = 0.684100
obj = -80.425441, rho = 0.055595
nSV = 181, nBSV = 20
Total nSV = 181
.*
optimization finished, #iter = 314
nu = 0.663520
obj = -77.625341, rho = 0.014873
nSV = 180, nBSV = 19
Total nSV = 180
.*
optimization finished, #iter = 336
nu = 0.690199
obj = -80.830279, rho = 0.034412
nSV = 183, nBSV = 25
Total nSV = 183
.*
optimization finished, #iter = 325
nu = 0.684938
obj = -80.782634, rho = 0.069279
nSV = 180, nBSV = 23
Total nSV = 180
Cross Validation Accuracy = 74.1667%
.*
optimization finished, #iter = 332
nu = 0.596446
obj = -78.703783, rho = 0.016086
nSV = 181, nBSV = 12
Total nSV = 181
.*
optimization finished, #iter = 333
nu = 0.608915
obj = -81.754138, rho = 0.056013
nSV = 181, nBSV = 14
Total nSV = 181
.*
optimization finished, #iter = 327
nu = 0.592167
obj = -78.764607, rho = 0.014031
nSV = 179, nBSV = 15
Total nSV = 179
.*
optimization finished, #iter = 347
nu = 0.615433
obj = -82.047374, rho = 0.033464
nSV = 183, nBSV = 15
Total nSV = 183
.*
optimization finished, #iter = 334
nu = 0.611671
obj = -82.280560, rho = 0.066796
nSV = 181, nBSV = 16
Total nSV = 181
Cross Validation Accuracy = 73.3333%
.*
optimization finished, #iter = 327
nu = 0.527948
obj = -79.382686, rho = 0.015815
nSV = 181, nBSV = 8
Total nSV = 181
.*
optimization finished, #iter = 337
nu = 0.541362
obj = -82.981682, rho = 0.055727
nSV = 181, nBSV = 11
Total nSV = 181
.*
optimization finished, #iter = 315
nu = 0.526314
obj = -79.719560, rho = 0.012045
nSV = 179, nBSV = 11
Total nSV = 179
.*
optimization finished, #iter = 339
nu = 0.547422
obj = -83.091463, rho = 0.031853
nSV = 183, nBSV = 11
Total nSV = 183
.*
optimization finished, #iter = 333
nu = 0.545176
obj = -83.656037, rho = 0.065273
nSV = 181, nBSV = 11
Total nSV = 181
Cross Validation Accuracy = 73.3333%
.*
optimization finished, #iter = 329
nu = 0.465602
obj = -79.914710, rho = 0.016840
nSV = 181, nBSV = 6
Total nSV = 181
.*
optimization finished, #iter = 330
nu = 0.480264
obj = -84.089891, rho = 0.055528
nSV = 181, nBSV = 8
Total nSV = 181
.*
optimization finished, #iter = 322
nu = 0.465275
obj = -80.531211, rho = 0.012286
nSV = 179, nBSV = 8
Total nSV = 179
.*
optimization finished, #iter = 354
nu = 0.485720
obj = -83.946292, rho = 0.030997
nSV = 184, nBSV = 7
Total nSV = 184
.*
optimization finished, #iter = 355
nu = 0.484329
obj = -84.929757, rho = 0.065279
nSV = 181, nBSV = 10
Total nSV = 181
Cross Validation Accuracy = 73.3333%
.*
optimization finished, #iter = 332
nu = 0.410390
obj = -80.304630, rho = 0.018937
nSV = 181, nBSV = 4
Total nSV = 181
.*
optimization finished, #iter = 343
nu = 0.425383
obj = -85.096673, rho = 0.055493
nSV = 181, nBSV = 6
Total nSV = 181
.*
optimization finished, #iter = 326
nu = 0.410502
obj = -81.254267, rho = 0.012624
nSV = 179, nBSV = 7
Total nSV = 179
.*
optimization finished, #iter = 366
nu = 0.428421
obj = -84.663757, rho = 0.031780
nSV = 184, nBSV = 5
Total nSV = 184
.*
optimization finished, #iter = 333
nu = 0.430288
obj = -86.088010, rho = 0.066079
nSV = 181, nBSV = 8
Total nSV = 181
Cross Validation Accuracy = 74.1667%
.*
optimization finished, #iter = 344
nu = 0.359572
obj = -80.570385, rho = 0.019609
nSV = 181, nBSV = 2
Total nSV = 181
.*
optimization finished, #iter = 355
nu = 0.375687
obj = -86.008195, rho = 0.054580
nSV = 181, nBSV = 5
Total nSV = 181
.*
optimization finished, #iter = 343
nu = 0.361511
obj = -81.890991, rho = 0.012975
nSV = 179, nBSV = 3
Total nSV = 179
.*
optimization finished, #iter = 369
nu = 0.377186
obj = -85.284649, rho = 0.031681
nSV = 184, nBSV = 3
Total nSV = 184
.*
optimization finished, #iter = 351
nu = 0.380929
obj = -87.112221, rho = 0.065712
nSV = 180, nBSV = 5
Total nSV = 180
Cross Validation Accuracy = 74.1667%
.*
optimization finished, #iter = 342
nu = 0.314331
obj = -80.792647, rho = 0.019746
nSV = 181, nBSV = 1
Total nSV = 181
.*
optimization finished, #iter = 351
nu = 0.332218
obj = -86.820139, rho = 0.053779
nSV = 181, nBSV = 4
Total nSV = 181
.*
optimization finished, #iter = 338
nu = 0.317363
obj = -82.481387, rho = 0.013248
nSV = 179, nBSV = 3
Total nSV = 179
.*
optimization finished, #iter = 368
nu = 0.331570
obj = -85.833748, rho = 0.030875
nSV = 182, nBSV = 3
Total nSV = 182
.*
optimization finished, #iter = 338
nu = 0.336725
obj = -88.050213, rho = 0.064831
nSV = 180, nBSV = 5
Total nSV = 180
Cross Validation Accuracy = 72.9167%
.*
optimization finished, #iter = 344
nu = 0.274860
obj = -80.977510, rho = 0.020367
nSV = 181, nBSV = 1
Total nSV = 181
.*
optimization finished, #iter = 349
nu = 0.293998
obj = -87.453013, rho = 0.053593
nSV = 181, nBSV = 3
Total nSV = 181
.*
optimization finished, #iter = 335
nu = 0.278761
obj = -83.038745, rho = 0.012669
nSV = 179, nBSV = 2
Total nSV = 179
.*
optimization finished, #iter = 371
nu = 0.291160
obj = -86.309588, rho = 0.030023
nSV = 182, nBSV = 2
Total nSV = 182
.*
optimization finished, #iter = 351
nu = 0.298175
obj = -88.849619, rho = 0.064102
nSV = 180, nBSV = 4
Total nSV = 180
Cross Validation Accuracy = 72.9167%
.*
optimization finished, #iter = 347
nu = 0.240485
obj = -81.100520, rho = 0.021050
nSV = 181, nBSV = 1
Total nSV = 181
.*
optimization finished, #iter = 362
nu = 0.259591
obj = -87.870067, rho = 0.054105
nSV = 181, nBSV = 2
Total nSV = 181
.*
optimization finished, #iter = 340
nu = 0.244982
obj = -83.529594, rho = 0.012123
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 364
nu = 0.255814
obj = -86.691393, rho = 0.029107
nSV = 182, nBSV = 1
Total nSV = 182
.*
optimization finished, #iter = 357
nu = 0.262871
obj = -89.472380, rho = 0.064486
nSV = 180, nBSV = 2
Total nSV = 180
Cross Validation Accuracy = 72.9167%
.*
optimization finished, #iter = 343
nu = 0.210182
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 377
nu = 0.228211
obj = -88.076859, rho = 0.055285
nSV = 181, nBSV = 1
Total nSV = 181
.*
optimization finished, #iter = 333
nu = 0.214521
obj = -83.980802, rho = 0.012337
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 370
nu = 0.223953
obj = -86.995274, rho = 0.028904
nSV = 182, nBSV = 1
Total nSV = 182
.*
optimization finished, #iter = 349
nu = 0.230779
obj = -90.001034, rho = 0.065158
nSV = 180, nBSV = 1
Total nSV = 180
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 343
nu = 0.182974
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.199800
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 350
nu = 0.188002
obj = -84.412026, rho = 0.012544
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 367
nu = 0.196222
obj = -87.231097, rho = 0.028682
nSV = 182, nBSV = 1
Total nSV = 182
.*
optimization finished, #iter = 338
nu = 0.202208
obj = -90.504897, rho = 0.065479
nSV = 179, nBSV = 1
Total nSV = 179
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.159289
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.173937
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 356
nu = 0.164914
obj = -84.792442, rho = 0.012827
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.172080
obj = -87.352553, rho = 0.028407
nSV = 182, nBSV = 1
Total nSV = 182
.*
optimization finished, #iter = 343
nu = 0.177373
obj = -90.971667, rho = 0.066081
nSV = 179, nBSV = 1
Total nSV = 179
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 343
nu = 0.138668
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.151420
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 350
nu = 0.144821
obj = -85.077849, rho = 0.013114
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.150091
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 344
nu = 0.155742
obj = -91.358145, rho = 0.066796
nSV = 179, nBSV = 1
Total nSV = 179
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.120718
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.131819
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 341
nu = 0.127320
obj = -85.205596, rho = 0.013471
nSV = 179, nBSV = 1
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.130663
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 361
nu = 0.136914
obj = -91.604435, rho = 0.067597
nSV = 179, nBSV = 1
Total nSV = 179
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.105091
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.114755
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.110944
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.113748
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.119958
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.091487
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.099900
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.096582
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.099024
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.104429
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.079644
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.086968
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.084080
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.086205
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.090911
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.069334
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.075710
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.073196
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.075046
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.079143
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.060359
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.065910
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.063721
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.065331
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.068898
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.052546
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.057378
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.055472
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.056874
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.059979
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.045743
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.049950
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.048291
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.049512
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.052215
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.039822
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.043484
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.042040
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.043103
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.045456
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.034667
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.037855
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.036598
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.037523
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.039571
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.030180
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.032955
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.031860
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.032666
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.034449
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.026273
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.028689
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.027736
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.028437
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.029989
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.022872
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.024975
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.024146
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.024756
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.026107
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.019911
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.021742
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.021020
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.021551
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.022728
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.017334
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.018928
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.018299
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.018762
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.019786
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.015090
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.016477
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.015930
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.016333
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.017224
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.013136
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.014344
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.013868
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.014219
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.014995
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.011436
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.012488
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.012073
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.012378
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.013054
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.009956
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.010871
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.010510
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.010776
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.011364
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.008667
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.009464
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.009149
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.009381
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.009893
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.007545
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.008239
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.007965
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.008166
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.008612
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.006568
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.007172
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.006934
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.007109
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.007497
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.005718
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.006244
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.006036
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.006189
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.006527
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.004978
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.005436
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.005255
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.005388
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.005682
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.004333
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.004732
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.004575
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.004690
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.004946
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.003772
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.004119
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.003983
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.004083
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.004306
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.003284
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.003586
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.003467
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.003555
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.003749
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.002859
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.003122
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.003018
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.003094
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.003263
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.002489
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.002718
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.002627
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.002694
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.002841
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.002167
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.002366
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.002287
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.002345
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.002473
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.001886
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.002060
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.001991
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.002042
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.002153
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.001642
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.001793
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.001734
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.001777
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.001874
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.001429
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.001561
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.001509
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.001547
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.001632
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.001244
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.001359
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.001314
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.001347
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.001420
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.001083
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.001183
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.001144
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.001173
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.001237
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.000943
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.001030
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.000996
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.001021
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.001077
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 343
nu = 0.000821
obj = -81.130135, rho = 0.021594
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 374
nu = 0.000897
obj = -88.131486, rho = 0.055906
nSV = 181, nBSV = 0
Total nSV = 181
.*
optimization finished, #iter = 344
nu = 0.000867
obj = -85.206607, rho = 0.013506
nSV = 179, nBSV = 0
Total nSV = 179
.*
optimization finished, #iter = 376
nu = 0.000889
obj = -87.357966, rho = 0.028337
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.000937
obj = -91.651214, rho = 0.068153
nSV = 178, nBSV = 0
Total nSV = 178
Cross Validation Accuracy = 72.0833%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165920, rho = 0.998766
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165920, rho = 0.998766
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165916, rho = 0.998671
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165922, rho = 0.998936
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163970, rho = 0.998743
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 92
nu = 0.880829
obj = -0.190582, rho = 0.998608
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190580, rho = 0.998690
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190576, rho = 0.998494
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190583, rho = 0.998768
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.188341, rho = 0.998791
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.218898, rho = 0.998417
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.218897, rho = 0.998662
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218891, rho = 0.998269
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218901, rho = 0.998589
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.216326, rho = 0.998743
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.251418, rho = 0.998182
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.251417, rho = 0.998460
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.251409, rho = 0.998034
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251422, rho = 0.998379
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.248464, rho = 0.998603
nSV = 177, nBSV = 159
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.288768, rho = 0.997874
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.288765, rho = 0.998188
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.288754, rho = 0.997742
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288772, rho = 0.998112
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.285375, rho = 0.998391
nSV = 178, nBSV = 158
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -0.331654, rho = 0.997529
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.331649, rho = 0.997918
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.331636, rho = 0.997390
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.331659, rho = 0.997800
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.327757, rho = 0.998112
nSV = 180, nBSV = 156
Total nSV = 180
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -0.380920, rho = 0.997149
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.380914, rho = 0.997564
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.380897, rho = 0.996992
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.380927, rho = 0.997428
nSV = 182, nBSV = 157
Total nSV = 182
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.376447, rho = 0.997737
nSV = 182, nBSV = 152
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -0.437475, rho = 0.996663
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.437468, rho = 0.997136
nSV = 181, nBSV = 157
Total nSV = 181
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.437445, rho = 0.996460
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.437485, rho = 0.997046
nSV = 182, nBSV = 157
Total nSV = 182
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.432339, rho = 0.997379
nSV = 182, nBSV = 151
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.502413, rho = 0.996125
nSV = 184, nBSV = 151
Total nSV = 184
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.502403, rho = 0.996656
nSV = 181, nBSV = 155
Total nSV = 181
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.502373, rho = 0.995876
nSV = 181, nBSV = 158
Total nSV = 181
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.502425, rho = 0.996566
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 104
nu = 0.879581
obj = -0.496516, rho = 0.996972
nSV = 182, nBSV = 150
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.576974, rho = 0.995518
nSV = 186, nBSV = 149
Total nSV = 186
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.576962, rho = 0.996144
nSV = 183, nBSV = 152
Total nSV = 183
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.576921, rho = 0.995243
nSV = 181, nBSV = 157
Total nSV = 181
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.576990, rho = 0.995994
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 105
nu = 0.879581
obj = -0.570204, rho = 0.996496
nSV = 182, nBSV = 149
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.662583, rho = 0.994851
nSV = 186, nBSV = 149
Total nSV = 186
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.662567, rho = 0.995532
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.662513, rho = 0.994501
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.662604, rho = 0.995398
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 106
nu = 0.879581
obj = -0.654812, rho = 0.995947
nSV = 182, nBSV = 148
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -0.760844, rho = 0.994059
nSV = 186, nBSV = 148
Total nSV = 186
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.760823, rho = 0.994868
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.760751, rho = 0.993684
nSV = 182, nBSV = 155
Total nSV = 182
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.760872, rho = 0.994653
nSV = 185, nBSV = 151
Total nSV = 185
*
optimization finished, #iter = 112
nu = 0.879581
obj = -0.751926, rho = 0.995224
nSV = 183, nBSV = 142
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 114
nu = 0.880829
obj = -0.873642, rho = 0.993171
nSV = 186, nBSV = 147
Total nSV = 186
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.873614, rho = 0.994096
nSV = 184, nBSV = 149
Total nSV = 184
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.873519, rho = 0.992693
nSV = 183, nBSV = 153
Total nSV = 183
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.873679, rho = 0.993860
nSV = 185, nBSV = 151
Total nSV = 185
*
optimization finished, #iter = 112
nu = 0.879581
obj = -0.863406, rho = 0.994514
nSV = 183, nBSV = 142
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -1.003120, rho = 0.992176
nSV = 186, nBSV = 147
Total nSV = 186
*
optimization finished, #iter = 108
nu = 0.885417
obj = -1.003082, rho = 0.993194
nSV = 184, nBSV = 148
Total nSV = 184
*
optimization finished, #iter = 103
nu = 0.885417
obj = -1.002957, rho = 0.991601
nSV = 183, nBSV = 152
Total nSV = 183
*
optimization finished, #iter = 111
nu = 0.885417
obj = -1.003170, rho = 0.992898
nSV = 185, nBSV = 147
Total nSV = 185
*
optimization finished, #iter = 115
nu = 0.879581
obj = -0.991375, rho = 0.993632
nSV = 183, nBSV = 139
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -1.151696, rho = 0.990994
nSV = 186, nBSV = 146
Total nSV = 186
*
optimization finished, #iter = 111
nu = 0.885417
obj = -1.151648, rho = 0.992122
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 106
nu = 0.885417
obj = -1.151483, rho = 0.990294
nSV = 183, nBSV = 150
Total nSV = 183
*
optimization finished, #iter = 113
nu = 0.885417
obj = -1.151763, rho = 0.991811
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 116
nu = 0.879581
obj = -1.138222, rho = 0.992671
nSV = 183, nBSV = 138
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 117
nu = 0.880829
obj = -1.322179, rho = 0.989650
nSV = 186, nBSV = 145
Total nSV = 186
*
optimization finished, #iter = 112
nu = 0.885417
obj = -1.322114, rho = 0.990961
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 107
nu = 0.885417
obj = -1.321895, rho = 0.988823
nSV = 184, nBSV = 149
Total nSV = 184
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.322265, rho = 0.990583
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 119
nu = 0.879581
obj = -1.306722, rho = 0.991546
nSV = 183, nBSV = 136
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 118
nu = 0.880829
obj = -1.517768, rho = 0.988098
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.517683, rho = 0.989560
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 108
nu = 0.885417
obj = -1.517394, rho = 0.987154
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.517882, rho = 0.989182
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 120
nu = 0.879581
obj = -1.500042, rho = 0.990288
nSV = 183, nBSV = 136
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 120
nu = 0.880829
obj = -1.742177, rho = 0.986336
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.742064, rho = 0.988007
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 109
nu = 0.885417
obj = -1.741683, rho = 0.985238
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 116
nu = 0.885417
obj = -1.742327, rho = 0.987549
nSV = 185, nBSV = 143
Total nSV = 185
*
optimization finished, #iter = 121
nu = 0.879581
obj = -1.721852, rho = 0.988818
nSV = 183, nBSV = 135
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 121
nu = 0.880829
obj = -1.999479, rho = 0.984316
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 118
nu = 0.885417
obj = -1.999332, rho = 0.986191
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 110
nu = 0.885417
obj = -1.998828, rho = 0.983050
nSV = 183, nBSV = 148
Total nSV = 183
*
optimization finished, #iter = 117
nu = 0.885417
obj = -1.999678, rho = 0.985704
nSV = 185, nBSV = 143
Total nSV = 185
*
optimization finished, #iter = 122
nu = 0.879581
obj = -1.976183, rho = 0.987133
nSV = 183, nBSV = 134
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 122
nu = 0.880829
obj = -2.294317, rho = 0.981983
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 120
nu = 0.885417
obj = -2.294123, rho = 0.984140
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 112
nu = 0.885417
obj = -2.293459, rho = 0.980503
nSV = 183, nBSV = 146
Total nSV = 183
*
optimization finished, #iter = 120
nu = 0.885417
obj = -2.294580, rho = 0.983551
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 123
nu = 0.879581
obj = -2.267624, rho = 0.985205
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -2.632469, rho = 0.979318
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 121
nu = 0.885417
obj = -2.632211, rho = 0.981792
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 114
nu = 0.885417
obj = -2.631336, rho = 0.977606
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 120
nu = 0.885417
obj = -2.632814, rho = 0.981105
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 124
nu = 0.879581
obj = -2.601892, rho = 0.983013
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -3.019782, rho = 0.976248
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 122
nu = 0.885417
obj = -3.019442, rho = 0.979061
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 116
nu = 0.885417
obj = -3.018287, rho = 0.974261
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 123
nu = 0.885417
obj = -3.020238, rho = 0.978283
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 126
nu = 0.879581
obj = -2.984775, rho = 0.980506
nSV = 183, nBSV = 133
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -3.463485, rho = 0.972733
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 121
nu = 0.885417
obj = -3.463039, rho = 0.975937
nSV = 184, nBSV = 141
Total nSV = 184
*
optimization finished, #iter = 116
nu = 0.885417
obj = -3.461513, rho = 0.970433
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 123
nu = 0.885417
obj = -3.464088, rho = 0.975054
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 128
nu = 0.879581
obj = -3.423425, rho = 0.977592
nSV = 184, nBSV = 132
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 128
nu = 0.880829
obj = -3.971476, rho = 0.968678
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 123
nu = 0.885417
obj = -3.970886, rho = 0.972357
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 120
nu = 0.885417
obj = -3.968873, rho = 0.966001
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 124
nu = 0.885417
obj = -3.972271, rho = 0.971349
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 128
nu = 0.879581
obj = -3.925658, rho = 0.974236
nSV = 184, nBSV = 132
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 127
nu = 0.880829
obj = -4.552759, rho = 0.963993
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 125
nu = 0.885417
obj = -4.551980, rho = 0.968252
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 120
nu = 0.885417
obj = -4.549323, rho = 0.960945
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 126
nu = 0.885417
obj = -4.553807, rho = 0.967083
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 130
nu = 0.879581
obj = -4.500391, rho = 0.970392
nSV = 184, nBSV = 131
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 128
nu = 0.880829
obj = -5.217378, rho = 0.958643
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 126
nu = 0.885417
obj = -5.216349, rho = 0.963542
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 123
nu = 0.885417
obj = -5.212845, rho = 0.955138
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 128
nu = 0.885417
obj = -5.218761, rho = 0.962159
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 132
nu = 0.879581
obj = -5.157572, rho = 0.966012
nSV = 184, nBSV = 131
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 132
nu = 0.880829
obj = -5.976976, rho = 0.952514
nSV = 187, nBSV = 144
Total nSV = 187
*
optimization finished, #iter = 126
nu = 0.885417
obj = -5.975617, rho = 0.958121
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 122
nu = 0.885417
obj = -5.970994, rho = 0.948478
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 131
nu = 0.885417
obj = -5.978801, rho = 0.956524
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 133
nu = 0.879581
obj = -5.908736, rho = 0.960948
nSV = 184, nBSV = 130
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 134
nu = 0.880829
obj = -6.844332, rho = 0.945458
nSV = 187, nBSV = 144
Total nSV = 187
*
optimization finished, #iter = 127
nu = 0.885417
obj = -6.842539, rho = 0.951889
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 123
nu = 0.885417
obj = -6.836439, rho = 0.940814
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 131
nu = 0.885417
obj = -6.846739, rho = 0.950059
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 136
nu = 0.879581
obj = -6.766553, rho = 0.955121
nSV = 184, nBSV = 129
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 135
nu = 0.880829
obj = -7.833692, rho = 0.937345
nSV = 187, nBSV = 144
Total nSV = 187
*
optimization finished, #iter = 129
nu = 0.885417
obj = -7.831332, rho = 0.944734
nSV = 185, nBSV = 140
Total nSV = 185
*
optimization finished, #iter = 124
nu = 0.885417
obj = -7.823277, rho = 0.932006
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 133
nu = 0.885417
obj = -7.836868, rho = 0.942662
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 139
nu = 0.879581
obj = -7.745150, rho = 0.948451
nSV = 184, nBSV = 129
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 137
nu = 0.880829
obj = -8.961189, rho = 0.928022
nSV = 187, nBSV = 143
Total nSV = 187
*
optimization finished, #iter = 131
nu = 0.885417
obj = -8.958070, rho = 0.936531
nSV = 185, nBSV = 140
Total nSV = 185
*
optimization finished, #iter = 125
nu = 0.885417
obj = -8.947440, rho = 0.921894
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 135
nu = 0.885417
obj = -8.965375, rho = 0.934134
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 141
nu = 0.879581
obj = -8.860533, rho = 0.940774
nSV = 184, nBSV = 128
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 138
nu = 0.880829
obj = -10.244526, rho = 0.917321
nSV = 187, nBSV = 143
Total nSV = 187
*
optimization finished, #iter = 133
nu = 0.885417
obj = -10.240410, rho = 0.927090
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 128
nu = 0.885417
obj = -10.226385, rho = 0.910271
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 136
nu = 0.885417
obj = -10.250050, rho = 0.924357
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 145
nu = 0.879581
obj = -10.130297, rho = 0.931976
nSV = 184, nBSV = 128
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 139
nu = 0.880829
obj = -11.702937, rho = 0.905021
nSV = 187, nBSV = 143
Total nSV = 187
*
optimization finished, #iter = 134
nu = 0.885417
obj = -11.697506, rho = 0.916255
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 132
nu = 0.885417
obj = -11.679001, rho = 0.896933
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 139
nu = 0.885417
obj = -11.710226, rho = 0.913114
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 146
nu = 0.879581
obj = -11.573562, rho = 0.921832
nSV = 184, nBSV = 127
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 140
nu = 0.880829
obj = -13.357291, rho = 0.890893
nSV = 187, nBSV = 143
Total nSV = 187
*
optimization finished, #iter = 135
nu = 0.885417
obj = -13.350125, rho = 0.903798
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 132
nu = 0.885417
obj = -13.325707, rho = 0.881608
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 141
nu = 0.885417
obj = -13.366909, rho = 0.900204
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 148
nu = 0.879581
obj = -13.211107, rho = 0.910220
nSV = 184, nBSV = 127
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 142
nu = 0.880829
obj = -15.230347, rho = 0.874683
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 135
nu = 0.885417
obj = -15.220891, rho = 0.889493
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 134
nu = 0.885417
obj = -15.188682, rho = 0.863990
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 142
nu = 0.885417
obj = -15.243039, rho = 0.885365
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 150
nu = 0.879581
obj = -15.065629, rho = 0.896853
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 145
nu = 0.880829
obj = -17.345997, rho = 0.856024
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 139
nu = 0.885417
obj = -17.333520, rho = 0.873054
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 134
nu = 0.885417
obj = -17.291017, rho = 0.843764
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 143
nu = 0.885417
obj = -17.362743, rho = 0.868307
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 150
nu = 0.879581
obj = -17.161008, rho = 0.881514
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 146
nu = 0.880829
obj = -19.728109, rho = 0.834638
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 141
nu = 0.885417
obj = -19.711646, rho = 0.854173
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 136
nu = 0.885417
obj = -19.655564, rho = 0.820521
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 144
nu = 0.885417
obj = -19.750205, rho = 0.848715
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 152
nu = 0.879581
obj = -19.521192, rho = 0.863900
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -22.402078, rho = 0.810048
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 141
nu = 0.885417
obj = -22.380353, rho = 0.832486
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 138
nu = 0.885417
obj = -22.306350, rho = 0.793829
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 147
nu = 0.885417
obj = -22.431235, rho = 0.826216
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 153
nu = 0.879581
obj = -22.171748, rho = 0.843660
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 150
nu = 0.880829
obj = -25.389986, rho = 0.781816
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 147
nu = 0.885417
obj = -25.361323, rho = 0.807568
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 139
nu = 0.885417
obj = -25.263676, rho = 0.763174
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 147
nu = 0.885417
obj = -25.428459, rho = 0.800376
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 155
nu = 0.879581
obj = -25.135120, rho = 0.820403
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -28.711984, rho = 0.749383
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 148
nu = 0.885417
obj = -28.674164, rho = 0.778959
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 138
nu = 0.885417
obj = -28.545328, rho = 0.727942
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 148
nu = 0.885417
obj = -28.762744, rho = 0.770706
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 157
nu = 0.879581
obj = -28.432038, rho = 0.793712
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -32.385194, rho = 0.712087
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 150
nu = 0.885417
obj = -32.335285, rho = 0.746070
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 140
nu = 0.885417
obj = -32.165275, rho = 0.687491
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 150
nu = 0.885417
obj = -32.452177, rho = 0.736580
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 156
nu = 0.879581
obj = -32.080519, rho = 0.763043
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -36.412442, rho = 0.669278
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 151
nu = 0.885417
obj = -36.346589, rho = 0.708317
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 141
nu = 0.885417
obj = -36.122264, rho = 0.641035
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 154
nu = 0.885417
obj = -36.500826, rho = 0.697444
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 158
nu = 0.879581
obj = -36.084774, rho = 0.727804
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 151
nu = 0.880829
obj = -40.786577, rho = 0.620105
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 151
nu = 0.885417
obj = -40.699685, rho = 0.664949
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 142
nu = 0.885417
obj = -40.403696, rho = 0.587679
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 156
nu = 0.885417
obj = -40.903196, rho = 0.652457
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 160
nu = 0.879581
obj = -40.439623, rho = 0.687326
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 56.25%
*
optimization finished, #iter = 159
nu = 0.880829
obj = -45.480353, rho = 0.563604
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 152
nu = 0.885417
obj = -45.365694, rho = 0.615115
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 143
nu = 0.885417
obj = -44.975114, rho = 0.526356
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 150
nu = 0.885417
obj = -45.634240, rho = 0.600752
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 162
nu = 0.879581
obj = -45.120646, rho = 0.640821
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 155
nu = 0.880829
obj = -50.432503, rho = 0.498720
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 159
nu = 0.883428
obj = -50.283944, rho = 0.560608
nSV = 186, nBSV = 139
Total nSV = 186
*
optimization finished, #iter = 148
nu = 0.884426
obj = -49.766546, rho = 0.457829
nSV = 185, nBSV = 143
Total nSV = 185
*
optimization finished, #iter = 152
nu = 0.885417
obj = -50.635556, rho = 0.541391
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 167
nu = 0.879581
obj = -50.070560, rho = 0.587415
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 58.3333%
*
optimization finished, #iter = 160
nu = 0.880829
obj = -55.543179, rho = 0.424181
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 168
nu = 0.876547
obj = -55.414645, rho = 0.505477
nSV = 186, nBSV = 137
Total nSV = 186
*
optimization finished, #iter = 159
nu = 0.877172
obj = -54.720826, rho = 0.392226
nSV = 185, nBSV = 140
Total nSV = 185
*
optimization finished, #iter = 164
nu = 0.882396
obj = -55.819339, rho = 0.478086
nSV = 186, nBSV = 137
Total nSV = 186
*
optimization finished, #iter = 166
nu = 0.873270
obj = -55.230371, rho = 0.533221
nSV = 184, nBSV = 124
Total nSV = 184
Cross Validation Accuracy = 59.5833%
*
optimization finished, #iter = 172
nu = 0.880829
obj = -60.649774, rho = 0.338577
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 162
nu = 0.870336
obj = -60.651937, rho = 0.442395
nSV = 185, nBSV = 135
Total nSV = 185
*
optimization finished, #iter = 153
nu = 0.870625
obj = -59.729041, rho = 0.317314
nSV = 185, nBSV = 140
Total nSV = 185
*
optimization finished, #iter = 164
nu = 0.876335
obj = -61.099784, rho = 0.411544
nSV = 186, nBSV = 136
Total nSV = 186
*
optimization finished, #iter = 169
nu = 0.867421
obj = -60.517475, rho = 0.470997
nSV = 183, nBSV = 120
Total nSV = 183
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 167
nu = 0.876390
obj = -65.540714, rho = 0.251186
nSV = 188, nBSV = 141
Total nSV = 188
*
optimization finished, #iter = 167
nu = 0.864417
obj = -65.803407, rho = 0.370527
nSV = 185, nBSV = 131
Total nSV = 185
*
optimization finished, #iter = 168
nu = 0.865239
obj = -64.581884, rho = 0.230416
nSV = 184, nBSV = 140
Total nSV = 184
*
optimization finished, #iter = 157
nu = 0.868931
obj = -66.312701, rho = 0.339522
nSV = 185, nBSV = 135
Total nSV = 185
*
optimization finished, #iter = 174
nu = 0.862131
obj = -65.746849, rho = 0.399602
nSV = 183, nBSV = 119
Total nSV = 183
Cross Validation Accuracy = 62.0833%
*
optimization finished, #iter = 175
nu = 0.866098
obj = -69.962646, rho = 0.168520
nSV = 188, nBSV = 134
Total nSV = 188
*
optimization finished, #iter = 176
nu = 0.855356
obj = -70.616447, rho = 0.295128
nSV = 184, nBSV = 126
Total nSV = 184
*
optimization finished, #iter = 174
nu = 0.854751
obj = -68.981337, rho = 0.147921
nSV = 183, nBSV = 131
Total nSV = 183
*
optimization finished, #iter = 171
nu = 0.860752
obj = -71.204334, rho = 0.260696
nSV = 185, nBSV = 132
Total nSV = 185
*
optimization finished, #iter = 185
nu = 0.855116
obj = -70.654557, rho = 0.320875
nSV = 182, nBSV = 112
Total nSV = 182
Cross Validation Accuracy = 65%
*
optimization finished, #iter = 183
nu = 0.843789
obj = -73.700343, rho = 0.111175
nSV = 188, nBSV = 121
Total nSV = 188
*
optimization finished, #iter = 188
nu = 0.840292
obj = -74.823170, rho = 0.223035
nSV = 184, nBSV = 115
Total nSV = 184
*.*
optimization finished, #iter = 192
nu = 0.832007
obj = -72.748367, rho = 0.099123
nSV = 183, nBSV = 118
Total nSV = 183
*
optimization finished, #iter = 185
nu = 0.850581
obj = -75.425777, rho = 0.176975
nSV = 185, nBSV = 126
Total nSV = 185
*.*
optimization finished, #iter = 203
nu = 0.841641
obj = -74.946306, rho = 0.240656
nSV = 182, nBSV = 102
Total nSV = 182
Cross Validation Accuracy = 66.6667%
*.*
optimization finished, #iter = 216
nu = 0.812764
obj = -76.514959, rho = 0.065037
nSV = 188, nBSV = 99
Total nSV = 188
*.*
optimization finished, #iter = 241
nu = 0.815570
obj = -78.108215, rho = 0.148214
nSV = 184, nBSV = 79
Total nSV = 184
*.*
optimization finished, #iter = 221
nu = 0.800318
obj = -75.682534, rho = 0.064306
nSV = 183, nBSV = 102
Total nSV = 183
*.*
optimization finished, #iter = 218
nu = 0.827249
obj = -78.629640, rho = 0.111072
nSV = 185, nBSV = 100
Total nSV = 185
*.*
optimization finished, #iter = 240
nu = 0.816927
obj = -78.344398, rho = 0.161399
nSV = 182, nBSV = 77
Total nSV = 182
Cross Validation Accuracy = 69.1667%
.*
optimization finished, #iter = 271
nu = 0.767862
obj = -78.222407, rho = 0.025731
nSV = 187, nBSV = 61
Total nSV = 187
.*
optimization finished, #iter = 290
nu = 0.773590
obj = -80.327904, rho = 0.081940
nSV = 184, nBSV = 57
Total nSV = 184
.*
optimization finished, #iter = 288
nu = 0.756435
obj = -77.574210, rho = 0.030710
nSV = 183, nBSV = 58
Total nSV = 183
.*
optimization finished, #iter = 293
nu = 0.783380
obj = -80.682406, rho = 0.053853
nSV = 185, nBSV = 59
Total nSV = 185
.*
optimization finished, #iter = 290
nu = 0.775022
obj = -80.724615, rho = 0.096430
nSV = 182, nBSV = 59
Total nSV = 182
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 319
nu = 0.688851
obj = -79.131006, rho = 0.021619
nSV = 185, nBSV = 20
Total nSV = 185
.*
optimization finished, #iter = 345
nu = 0.701819
obj = -81.659814, rho = 0.059836
nSV = 184, nBSV = 18
Total nSV = 184
.*
optimization finished, #iter = 328
nu = 0.680641
obj = -78.712631, rho = 0.021930
nSV = 182, nBSV = 19
Total nSV = 182
.*
optimization finished, #iter = 335
nu = 0.707875
obj = -81.907016, rho = 0.040210
nSV = 185, nBSV = 21
Total nSV = 185
.*
optimization finished, #iter = 344
nu = 0.705707
obj = -82.240682, rho = 0.071952
nSV = 182, nBSV = 20
Total nSV = 182
Cross Validation Accuracy = 72.5%
.*
optimization finished, #iter = 333
nu = 0.610209
obj = -79.797909, rho = 0.022487
nSV = 184, nBSV = 10
Total nSV = 184
.*
optimization finished, #iter = 342
nu = 0.623114
obj = -82.785372, rho = 0.059257
nSV = 184, nBSV = 14
Total nSV = 184
.*
optimization finished, #iter = 348
nu = 0.605041
obj = -79.629067, rho = 0.019960
nSV = 182, nBSV = 13
Total nSV = 182
.*
optimization finished, #iter = 343
nu = 0.629120
obj = -82.882507, rho = 0.038277
nSV = 185, nBSV = 13
Total nSV = 185
.*
optimization finished, #iter = 339
nu = 0.628131
obj = -83.515514, rho = 0.069772
nSV = 183, nBSV = 15
Total nSV = 183
Cross Validation Accuracy = 72.0833%
.*
optimization finished, #iter = 347
nu = 0.538155
obj = -80.305760, rho = 0.022567
nSV = 184, nBSV = 7
Total nSV = 184
.*
optimization finished, #iter = 342
nu = 0.552331
obj = -83.791215, rho = 0.059282
nSV = 183, nBSV = 9
Total nSV = 183
.*
optimization finished, #iter = 320
nu = 0.535123
obj = -80.382990, rho = 0.018712
nSV = 181, nBSV = 8
Total nSV = 181
.*
optimization finished, #iter = 329
nu = 0.557708
obj = -83.675437, rho = 0.036611
nSV = 185, nBSV = 10
Total nSV = 185
.*
optimization finished, #iter = 348
nu = 0.557443
obj = -84.664985, rho = 0.069153
nSV = 183, nBSV = 11
Total nSV = 183
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 341
nu = 0.473674
obj = -80.682126, rho = 0.024518
nSV = 184, nBSV = 6
Total nSV = 184
.*
optimization finished, #iter = 355
nu = 0.488460
obj = -84.689522, rho = 0.058986
nSV = 183, nBSV = 8
Total nSV = 183
.*
optimization finished, #iter = 331
nu = 0.471494
obj = -81.041206, rho = 0.019171
nSV = 181, nBSV = 7
Total nSV = 181
.*
optimization finished, #iter = 345
nu = 0.491712
obj = -84.311952, rho = 0.037346
nSV = 186, nBSV = 5
Total nSV = 186
.*
optimization finished, #iter = 344
nu = 0.494248
obj = -85.706822, rho = 0.069690
nSV = 183, nBSV = 9
Total nSV = 183
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 349
nu = 0.415401
obj = -80.928801, rho = 0.025811
nSV = 184, nBSV = 2
Total nSV = 184
.*
optimization finished, #iter = 351
nu = 0.431085
obj = -85.481337, rho = 0.057824
nSV = 183, nBSV = 5
Total nSV = 183
.*
optimization finished, #iter = 341
nu = 0.415032
obj = -81.613455, rho = 0.019242
nSV = 181, nBSV = 5
Total nSV = 181
.*
optimization finished, #iter = 365
nu = 0.432662
obj = -84.851106, rho = 0.037673
nSV = 186, nBSV = 3
Total nSV = 186
.*
optimization finished, #iter = 353
nu = 0.437317
obj = -86.616426, rho = 0.069345
nSV = 183, nBSV = 5
Total nSV = 183
Cross Validation Accuracy = 71.6667%
.*
optimization finished, #iter = 345
nu = 0.362963
obj = -81.125732, rho = 0.025810
nSV = 184, nBSV = 2
Total nSV = 184
.*
optimization finished, #iter = 375
nu = 0.380361
obj = -86.181063, rho = 0.056836
nSV = 183, nBSV = 5
Total nSV = 183
.*
optimization finished, #iter = 348
nu = 0.364157
obj = -82.130204, rho = 0.019411
nSV = 181, nBSV = 3
Total nSV = 181
.*
optimization finished, #iter = 355
nu = 0.379768
obj = -85.316586, rho = 0.036839
nSV = 186, nBSV = 2
Total nSV = 186
.*
optimization finished, #iter = 346
nu = 0.385746
obj = -87.438727, rho = 0.068393
nSV = 182, nBSV = 5
Total nSV = 182
Cross Validation Accuracy = 71.25%
.*
optimization finished, #iter = 347
nu = 0.317246
obj = -81.285504, rho = 0.026104
nSV = 184, nBSV = 1
Total nSV = 184
.*
optimization finished, #iter = 361
nu = 0.335937
obj = -86.724393, rho = 0.055975
nSV = 183, nBSV = 3
Total nSV = 183
.*
optimization finished, #iter = 338
nu = 0.319572
obj = -82.612035, rho = 0.019253
nSV = 181, nBSV = 2
Total nSV = 181
.*
optimization finished, #iter = 358
nu = 0.332988
obj = -85.724321, rho = 0.035751
nSV = 186, nBSV = 2
Total nSV = 186
.*
optimization finished, #iter = 355
nu = 0.340868
obj = -88.145414, rho = 0.067259
nSV = 182, nBSV = 5
Total nSV = 182
Cross Validation Accuracy = 71.25%
.*
optimization finished, #iter = 355
nu = 0.277362
obj = -81.391715, rho = 0.026819
nSV = 184, nBSV = 1
Total nSV = 184
.*
optimization finished, #iter = 371
nu = 0.296101
obj = -87.079693, rho = 0.056192
nSV = 183, nBSV = 2
Total nSV = 183
.*
optimization finished, #iter = 346
nu = 0.280550
obj = -83.034123, rho = 0.018570
nSV = 181, nBSV = 1
Total nSV = 181
.*
optimization finished, #iter = 369
nu = 0.292227
obj = -86.055100, rho = 0.034578
nSV = 186, nBSV = 1
Total nSV = 186
.*
optimization finished, #iter = 359
nu = 0.300293
obj = -88.686821, rho = 0.067257
nSV = 182, nBSV = 2
Total nSV = 182
Cross Validation Accuracy = 70.4167%
.*
optimization finished, #iter = 352
nu = 0.242294
obj = -81.418774, rho = 0.027409
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 376
nu = 0.259968
obj = -87.248230, rho = 0.057145
nSV = 183, nBSV = 1
Total nSV = 183
.*
optimization finished, #iter = 357
nu = 0.245487
obj = -83.416235, rho = 0.018688
nSV = 181, nBSV = 1
Total nSV = 181
.*
optimization finished, #iter = 356
nu = 0.255639
obj = -86.317397, rho = 0.034180
nSV = 185, nBSV = 1
Total nSV = 185
.*
optimization finished, #iter = 358
nu = 0.263390
obj = -89.134496, rho = 0.067920
nSV = 182, nBSV = 1
Total nSV = 182
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.210928
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.227302
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 340
nu = 0.214968
obj = -83.776549, rho = 0.018813
nSV = 180, nBSV = 1
Total nSV = 180
.*
optimization finished, #iter = 367
nu = 0.223793
obj = -86.521216, rho = 0.033856
nSV = 185, nBSV = 1
Total nSV = 185
.*
optimization finished, #iter = 364
nu = 0.230605
obj = -89.553700, rho = 0.068106
nSV = 182, nBSV = 1
Total nSV = 182
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.183623
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.197878
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 344
nu = 0.188394
obj = -84.086668, rho = 0.018982
nSV = 180, nBSV = 1
Total nSV = 180
.*
optimization finished, #iter = 354
nu = 0.196073
obj = -86.626038, rho = 0.033492
nSV = 185, nBSV = 1
Total nSV = 185
.*
optimization finished, #iter = 365
nu = 0.202061
obj = -89.936069, rho = 0.068330
nSV = 182, nBSV = 1
Total nSV = 182
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.159854
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.172264
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 344
nu = 0.165276
obj = -84.305913, rho = 0.019170
nSV = 180, nBSV = 1
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.170970
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 358
nu = 0.177223
obj = -90.244363, rho = 0.068632
nSV = 181, nBSV = 1
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.139160
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.149963
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.144973
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.148836
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 358
nu = 0.155622
obj = -90.422218, rho = 0.069232
nSV = 181, nBSV = 1
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.121146
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.130551
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.126207
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.129570
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.135980
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.105464
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.113651
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.109869
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.112797
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.118377
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.091812
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.098939
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.095647
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.098196
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.103053
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.079926
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.086131
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.083265
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.085484
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.089713
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.069580
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.074982
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.072487
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.074419
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.078100
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.060573
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.065275
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.063103
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.064785
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.067990
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.052732
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.056826
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.054935
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.056399
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.059189
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.045906
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.049469
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.047823
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.049098
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.051527
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.039963
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.043066
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.041633
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.042742
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.044857
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.034790
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.037491
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.036243
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.037209
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.039050
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.030287
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.032638
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.031552
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.032393
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.033995
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.026366
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.028413
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.027467
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.028199
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.029594
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.022953
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.024735
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.023912
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.024549
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.025763
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.019982
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.021533
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.020816
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.021371
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.022428
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.017395
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.018745
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.018122
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.018605
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.019525
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.015143
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.016319
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.015776
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.016196
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.016997
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.013183
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.014206
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.013734
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.014100
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.014797
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.011476
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.012367
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.011956
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.012274
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.012882
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.009991
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.010766
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.010408
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.010686
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.011214
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.008698
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.009373
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.009061
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.009302
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.009762
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.007572
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.008159
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.007888
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.008098
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.008499
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.006592
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.007103
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.006867
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.007050
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.007399
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.005738
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.006184
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.005978
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.006137
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.006441
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.004995
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.005383
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.005204
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.005343
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.005607
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.004349
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.004686
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.004530
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.004651
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.004881
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.003786
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.004080
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.003944
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.004049
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.004249
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.003296
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.003552
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.003433
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.003525
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.003699
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.002869
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.003092
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.002989
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.003069
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.003220
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.002498
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.002692
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.002602
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.002671
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.002804
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.002174
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.002343
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.002265
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.002326
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.002441
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.001893
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.002040
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.001972
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.002025
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.002125
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.001648
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.001776
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.001717
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.001762
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.001850
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.001435
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.001546
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.001494
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.001534
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.001610
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.001249
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.001346
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.001301
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.001336
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.001402
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.001087
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.001172
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.001133
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.001163
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.001220
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.000946
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.001020
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.000986
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.001012
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.001062
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 357
nu = 0.000824
obj = -81.418772, rho = 0.027411
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.000888
obj = -87.285220, rho = 0.057493
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 342
nu = 0.000858
obj = -84.378718, rho = 0.019366
nSV = 180, nBSV = 0
Total nSV = 180
.*
optimization finished, #iter = 355
nu = 0.000881
obj = -86.630647, rho = 0.033403
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 363
nu = 0.000925
obj = -90.440144, rho = 0.069488
nSV = 181, nBSV = 0
Total nSV = 181
Cross Validation Accuracy = 70%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165924, rho = 0.998925
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165923, rho = 0.999009
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165920, rho = 0.998786
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165925, rho = 0.999027
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.163973, rho = 0.999038
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.190586, rho = 0.998771
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190585, rho = 0.998908
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190581, rho = 0.998688
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.190587, rho = 0.998894
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.879581
obj = -0.188345, rho = 0.998947
nSV = 171, nBSV = 165
Total nSV = 171
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.218905, rho = 0.998586
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218903, rho = 0.998811
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.218897, rho = 0.998493
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218906, rho = 0.998722
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.216331, rho = 0.998910
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.251427, rho = 0.998350
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.251425, rho = 0.998597
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.251417, rho = 0.998259
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.251428, rho = 0.998527
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 95
nu = 0.879581
obj = -0.248472, rho = 0.998697
nSV = 179, nBSV = 157
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.288778, rho = 0.998097
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.288775, rho = 0.998389
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.288766, rho = 0.997969
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.288781, rho = 0.998302
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 96
nu = 0.879581
obj = -0.285385, rho = 0.998544
nSV = 179, nBSV = 157
Total nSV = 179
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -0.331668, rho = 0.997788
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.331663, rho = 0.998101
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.331651, rho = 0.997675
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.331671, rho = 0.998045
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.327771, rho = 0.998257
nSV = 181, nBSV = 154
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -0.380938, rho = 0.997444
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.380932, rho = 0.997818
nSV = 180, nBSV = 159
Total nSV = 180
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.380917, rho = 0.997271
nSV = 179, nBSV = 160
Total nSV = 179
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.380942, rho = 0.997721
nSV = 181, nBSV = 158
Total nSV = 181
*
optimization finished, #iter = 102
nu = 0.879581
obj = -0.376464, rho = 0.997924
nSV = 183, nBSV = 151
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -0.437500, rho = 0.997003
nSV = 186, nBSV = 152
Total nSV = 186
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.437492, rho = 0.997415
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.437471, rho = 0.996819
nSV = 181, nBSV = 158
Total nSV = 181
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.437505, rho = 0.997313
nSV = 184, nBSV = 155
Total nSV = 184
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.432362, rho = 0.997597
nSV = 183, nBSV = 150
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -0.502445, rho = 0.996557
nSV = 186, nBSV = 152
Total nSV = 186
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.502434, rho = 0.997002
nSV = 183, nBSV = 155
Total nSV = 183
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.502407, rho = 0.996312
nSV = 182, nBSV = 157
Total nSV = 182
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.502453, rho = 0.996847
nSV = 185, nBSV = 152
Total nSV = 185
*
optimization finished, #iter = 105
nu = 0.879581
obj = -0.496546, rho = 0.997216
nSV = 183, nBSV = 148
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.577017, rho = 0.995988
nSV = 186, nBSV = 149
Total nSV = 186
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.577003, rho = 0.996484
nSV = 184, nBSV = 151
Total nSV = 184
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.576966, rho = 0.995761
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.577026, rho = 0.996372
nSV = 185, nBSV = 151
Total nSV = 185
*
optimization finished, #iter = 108
nu = 0.879581
obj = -0.570245, rho = 0.996752
nSV = 183, nBSV = 145
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 110
nu = 0.880829
obj = -0.662640, rho = 0.995347
nSV = 186, nBSV = 147
Total nSV = 186
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.662622, rho = 0.995876
nSV = 184, nBSV = 148
Total nSV = 184
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.662572, rho = 0.995131
nSV = 183, nBSV = 156
Total nSV = 183
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.662652, rho = 0.995805
nSV = 185, nBSV = 150
Total nSV = 185
*
optimization finished, #iter = 111
nu = 0.879581
obj = -0.654866, rho = 0.996201
nSV = 184, nBSV = 142
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 114
nu = 0.880829
obj = -0.760920, rho = 0.994639
nSV = 186, nBSV = 145
Total nSV = 186
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.760895, rho = 0.995228
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.760830, rho = 0.994321
nSV = 184, nBSV = 153
Total nSV = 184
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.760936, rho = 0.995079
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 113
nu = 0.879581
obj = -0.751996, rho = 0.995598
nSV = 184, nBSV = 140
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 114
nu = 0.880829
obj = -0.873741, rho = 0.993842
nSV = 186, nBSV = 145
Total nSV = 186
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.873709, rho = 0.994497
nSV = 184, nBSV = 146
Total nSV = 184
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.873623, rho = 0.993443
nSV = 184, nBSV = 152
Total nSV = 184
*
optimization finished, #iter = 112
nu = 0.885417
obj = -0.873764, rho = 0.994309
nSV = 185, nBSV = 143
Total nSV = 185
*
optimization finished, #iter = 116
nu = 0.879581
obj = -0.863500, rho = 0.994892
nSV = 184, nBSV = 138
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -1.003250, rho = 0.992937
nSV = 186, nBSV = 145
Total nSV = 186
*
optimization finished, #iter = 113
nu = 0.885417
obj = -1.003208, rho = 0.993662
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 106
nu = 0.885417
obj = -1.003095, rho = 0.992376
nSV = 186, nBSV = 149
Total nSV = 186
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.003281, rho = 0.993459
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 117
nu = 0.879581
obj = -0.991498, rho = 0.994112
nSV = 184, nBSV = 137
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -1.151869, rho = 0.991886
nSV = 186, nBSV = 145
Total nSV = 186
*
optimization finished, #iter = 115
nu = 0.885417
obj = -1.151814, rho = 0.992698
nSV = 186, nBSV = 143
Total nSV = 186
*
optimization finished, #iter = 107
nu = 0.885417
obj = -1.151664, rho = 0.991261
nSV = 186, nBSV = 149
Total nSV = 186
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.151909, rho = 0.992486
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 120
nu = 0.879581
obj = -1.138385, rho = 0.993164
nSV = 184, nBSV = 134
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 117
nu = 0.880829
obj = -1.322405, rho = 0.990664
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 117
nu = 0.885417
obj = -1.322333, rho = 0.991570
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 109
nu = 0.885417
obj = -1.322136, rho = 0.989920
nSV = 186, nBSV = 147
Total nSV = 186
*
optimization finished, #iter = 115
nu = 0.885417
obj = -1.322458, rho = 0.991331
nSV = 185, nBSV = 141
Total nSV = 185
*
optimization finished, #iter = 121
nu = 0.879581
obj = -1.306937, rho = 0.992144
nSV = 184, nBSV = 133
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 118
nu = 0.880829
obj = -1.518067, rho = 0.989265
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 118
nu = 0.885417
obj = -1.517972, rho = 0.990328
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 112
nu = 0.885417
obj = -1.517711, rho = 0.988413
nSV = 186, nBSV = 147
Total nSV = 186
*
optimization finished, #iter = 116
nu = 0.885417
obj = -1.518137, rho = 0.990041
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 122
nu = 0.879581
obj = -1.500325, rho = 0.990963
nSV = 184, nBSV = 132
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 118
nu = 0.880829
obj = -1.742571, rho = 0.987669
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 118
nu = 0.885417
obj = -1.742446, rho = 0.988889
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 113
nu = 0.885417
obj = -1.742102, rho = 0.986657
nSV = 186, nBSV = 146
Total nSV = 186
*
optimization finished, #iter = 117
nu = 0.885417
obj = -1.742664, rho = 0.988538
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 123
nu = 0.879581
obj = -1.722226, rho = 0.989605
nSV = 184, nBSV = 131
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 122
nu = 0.880829
obj = -2.000001, rho = 0.985820
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 119
nu = 0.885417
obj = -1.999835, rho = 0.987224
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.999380, rho = 0.984690
nSV = 186, nBSV = 146
Total nSV = 186
*
optimization finished, #iter = 119
nu = 0.885417
obj = -2.000122, rho = 0.986849
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 126
nu = 0.879581
obj = -1.976675, rho = 0.988011
nSV = 184, nBSV = 128
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -2.295006, rho = 0.983689
nSV = 187, nBSV = 143
Total nSV = 187
*
optimization finished, #iter = 119
nu = 0.885417
obj = -2.294786, rho = 0.985325
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 115
nu = 0.885417
obj = -2.294186, rho = 0.982403
nSV = 186, nBSV = 146
Total nSV = 186
*
optimization finished, #iter = 120
nu = 0.885417
obj = -2.295165, rho = 0.984899
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 128
nu = 0.879581
obj = -2.268275, rho = 0.986229
nSV = 184, nBSV = 128
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 128
nu = 0.880829
obj = -2.633377, rho = 0.981272
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 121
nu = 0.885417
obj = -2.633087, rho = 0.983170
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 117
nu = 0.885417
obj = -2.632295, rho = 0.979808
nSV = 185, nBSV = 146
Total nSV = 185
*
optimization finished, #iter = 123
nu = 0.885417
obj = -2.633587, rho = 0.982612
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 131
nu = 0.879581
obj = -2.602751, rho = 0.984155
nSV = 184, nBSV = 126
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 129
nu = 0.880829
obj = -3.020981, rho = 0.978496
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 123
nu = 0.885417
obj = -3.020598, rho = 0.980671
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 122
nu = 0.885417
obj = -3.019554, rho = 0.976787
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 125
nu = 0.885417
obj = -3.021257, rho = 0.980053
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 132
nu = 0.879581
obj = -2.985908, rho = 0.981776
nSV = 184, nBSV = 125
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 130
nu = 0.880829
obj = -3.465068, rho = 0.975316
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 124
nu = 0.885417
obj = -3.464563, rho = 0.977797
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 120
nu = 0.885417
obj = -3.463186, rho = 0.973313
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 126
nu = 0.885417
obj = -3.465433, rho = 0.977082
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 133
nu = 0.879581
obj = -3.424921, rho = 0.979053
nSV = 184, nBSV = 124
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 131
nu = 0.880829
obj = -3.973563, rho = 0.971639
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 128
nu = 0.885417
obj = -3.972898, rho = 0.974461
nSV = 187, nBSV = 139
Total nSV = 187
*
optimization finished, #iter = 121
nu = 0.885417
obj = -3.971080, rho = 0.969345
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 126
nu = 0.885417
obj = -3.974045, rho = 0.973674
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 135
nu = 0.879581
obj = -3.927632, rho = 0.975930
nSV = 184, nBSV = 123
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 134
nu = 0.880829
obj = -4.555513, rho = 0.967433
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 128
nu = 0.885417
obj = -4.554634, rho = 0.970664
nSV = 187, nBSV = 139
Total nSV = 187
*
optimization finished, #iter = 119
nu = 0.885417
obj = -4.552235, rho = 0.964805
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 126
nu = 0.885417
obj = -4.556148, rho = 0.969759
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 134
nu = 0.879581
obj = -4.502995, rho = 0.972366
nSV = 184, nBSV = 123
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 135
nu = 0.880829
obj = -5.221012, rho = 0.962612
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 131
nu = 0.885417
obj = -5.219856, rho = 0.966300
nSV = 187, nBSV = 138
Total nSV = 187
*
optimization finished, #iter = 124
nu = 0.885417
obj = -5.216688, rho = 0.959560
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 128
nu = 0.885417
obj = -5.221850, rho = 0.965259
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 137
nu = 0.879581
obj = -5.161009, rho = 0.968265
nSV = 184, nBSV = 123
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 137
nu = 0.880829
obj = -5.981771, rho = 0.957021
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 131
nu = 0.885417
obj = -5.980244, rho = 0.961288
nSV = 187, nBSV = 138
Total nSV = 187
*
optimization finished, #iter = 125
nu = 0.885417
obj = -5.976064, rho = 0.953537
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 129
nu = 0.885417
obj = -5.982875, rho = 0.960093
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 138
nu = 0.879581
obj = -5.913271, rho = 0.963533
nSV = 184, nBSV = 122
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 138
nu = 0.880829
obj = -6.850659, rho = 0.950620
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 134
nu = 0.885417
obj = -6.848645, rho = 0.955517
nSV = 187, nBSV = 138
Total nSV = 187
*
optimization finished, #iter = 125
nu = 0.885417
obj = -6.843128, rho = 0.946634
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 132
nu = 0.885417
obj = -6.852117, rho = 0.954166
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 139
nu = 0.879581
obj = -6.772536, rho = 0.958110
nSV = 184, nBSV = 122
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 140
nu = 0.880829
obj = -7.842039, rho = 0.943282
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 136
nu = 0.885417
obj = -7.839384, rho = 0.948880
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 126
nu = 0.885417
obj = -7.832103, rho = 0.938691
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 133
nu = 0.885417
obj = -7.843963, rho = 0.947364
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 141
nu = 0.879581
obj = -7.753044, rho = 0.951891
nSV = 184, nBSV = 122
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 143
nu = 0.880829
obj = -8.972207, rho = 0.934830
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 137
nu = 0.885417
obj = -8.968694, rho = 0.941279
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 131
nu = 0.885417
obj = -8.959094, rho = 0.929562
nSV = 186, nBSV = 143
Total nSV = 186
*
optimization finished, #iter = 137
nu = 0.885417
obj = -8.974737, rho = 0.939548
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 143
nu = 0.879581
obj = -8.870950, rho = 0.944725
nSV = 184, nBSV = 122
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 144
nu = 0.880829
obj = -10.259065, rho = 0.925142
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 141
nu = 0.885417
obj = -10.254430, rho = 0.932556
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 132
nu = 0.885417
obj = -10.241762, rho = 0.919096
nSV = 186, nBSV = 143
Total nSV = 186
*
optimization finished, #iter = 138
nu = 0.885417
obj = -10.262404, rho = 0.930560
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 144
nu = 0.879581
obj = -10.144041, rho = 0.936494
nSV = 184, nBSV = 121
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 145
nu = 0.880829
obj = -11.722121, rho = 0.914014
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 142
nu = 0.885417
obj = -11.716006, rho = 0.922522
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 134
nu = 0.885417
obj = -11.699289, rho = 0.907067
nSV = 186, nBSV = 143
Total nSV = 186
*
optimization finished, #iter = 140
nu = 0.885417
obj = -11.726527, rho = 0.920211
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 146
nu = 0.879581
obj = -11.591698, rho = 0.927059
nSV = 185, nBSV = 121
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 146
nu = 0.880829
obj = -13.382604, rho = 0.901232
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 144
nu = 0.885417
obj = -13.374535, rho = 0.911014
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 135
nu = 0.885417
obj = -13.352478, rho = 0.893260
nSV = 186, nBSV = 143
Total nSV = 186
*
optimization finished, #iter = 142
nu = 0.885417
obj = -13.388418, rho = 0.908341
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 148
nu = 0.879581
obj = -13.235037, rho = 0.916216
nSV = 185, nBSV = 121
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 147
nu = 0.880829
obj = -15.263748, rho = 0.886552
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 147
nu = 0.885417
obj = -15.253101, rho = 0.897791
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 137
nu = 0.885417
obj = -15.223997, rho = 0.877365
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 143
nu = 0.885417
obj = -15.271419, rho = 0.894728
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 150
nu = 0.879581
obj = -15.097205, rho = 0.903771
nSV = 185, nBSV = 121
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 150
nu = 0.880829
obj = -17.390070, rho = 0.869689
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 149
nu = 0.885417
obj = -17.376021, rho = 0.882570
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 140
nu = 0.885417
obj = -17.337617, rho = 0.859131
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 145
nu = 0.885417
obj = -17.400192, rho = 0.879077
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 151
nu = 0.879581
obj = -17.202675, rho = 0.889458
nSV = 185, nBSV = 121
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -19.786263, rho = 0.850314
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 148
nu = 0.885417
obj = -19.767725, rho = 0.865104
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 140
nu = 0.885417
obj = -19.717051, rho = 0.838186
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 146
nu = 0.885417
obj = -19.799619, rho = 0.861105
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 151
nu = 0.879581
obj = -19.576169, rho = 0.873022
nSV = 185, nBSV = 121
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -22.478814, rho = 0.828053
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 151
nu = 0.885417
obj = -22.454353, rho = 0.845047
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 142
nu = 0.885417
obj = -22.387486, rho = 0.814144
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 146
nu = 0.885417
obj = -22.496438, rho = 0.840448
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 159
nu = 0.879581
obj = -22.244295, rho = 0.854139
nSV = 185, nBSV = 121
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -25.491239, rho = 0.802502
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 153
nu = 0.885417
obj = -25.458964, rho = 0.822008
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 144
nu = 0.885417
obj = -25.370733, rho = 0.786492
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 148
nu = 0.885417
obj = -25.514494, rho = 0.816732
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 160
nu = 0.879581
obj = -25.230844, rho = 0.832434
nSV = 185, nBSV = 121
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 158
nu = 0.880829
obj = -28.845578, rho = 0.773141
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 153
nu = 0.885417
obj = -28.802993, rho = 0.795548
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 145
nu = 0.885417
obj = -28.686580, rho = 0.754765
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 150
nu = 0.885417
obj = -28.876261, rho = 0.789476
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 162
nu = 0.879581
obj = -28.558337, rho = 0.807515
nSV = 185, nBSV = 121
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 159
nu = 0.880829
obj = -32.561484, rho = 0.739392
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 155
nu = 0.885417
obj = -32.505289, rho = 0.765130
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 146
nu = 0.885417
obj = -32.351670, rho = 0.718280
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 150
nu = 0.885417
obj = -32.601973, rho = 0.758163
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 163
nu = 0.879581
obj = -32.247183, rho = 0.778883
nSV = 185, nBSV = 121
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 162
nu = 0.880829
obj = -36.645054, rho = 0.700627
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 159
nu = 0.885417
obj = -36.570906, rho = 0.730215
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 147
nu = 0.885417
obj = -36.368209, rho = 0.676382
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 156
nu = 0.885417
obj = -36.698478, rho = 0.722178
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 167
nu = 0.879581
obj = -36.304684, rho = 0.746011
nSV = 185, nBSV = 120
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 164
nu = 0.880829
obj = -41.093500, rho = 0.656115
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 161
nu = 0.885417
obj = -40.995664, rho = 0.690103
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 148
nu = 0.885417
obj = -40.728212, rho = 0.628265
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 158
nu = 0.885417
obj = -41.163991, rho = 0.680863
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 170
nu = 0.879581
obj = -40.729787, rho = 0.708224
nSV = 185, nBSV = 118
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 166
nu = 0.880829
obj = -45.885362, rho = 0.604982
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 161
nu = 0.885417
obj = -45.756259, rho = 0.644013
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 152
nu = 0.885417
obj = -45.403338, rho = 0.572947
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 157
nu = 0.885417
obj = -45.978379, rho = 0.633406
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 171
nu = 0.879581
obj = -45.503539, rho = 0.664834
nSV = 185, nBSV = 118
Total nSV = 185
Cross Validation Accuracy = 56.25%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -50.966909, rho = 0.546267
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 160
nu = 0.885417
obj = -50.796557, rho = 0.591075
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 151
nu = 0.885417
obj = -50.330881, rho = 0.509468
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 159
nu = 0.885417
obj = -51.089643, rho = 0.578882
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 173
nu = 0.879581
obj = -50.575783, rho = 0.614999
nSV = 185, nBSV = 118
Total nSV = 185
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -56.248342, rho = 0.478793
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 165
nu = 0.880762
obj = -56.043070, rho = 0.536287
nSV = 187, nBSV = 132
Total nSV = 187
*
optimization finished, #iter = 160
nu = 0.881296
obj = -55.423524, rho = 0.444252
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 169
nu = 0.885417
obj = -56.410296, rho = 0.516297
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 176
nu = 0.877106
obj = -55.867098, rho = 0.559828
nSV = 185, nBSV = 113
Total nSV = 185
Cross Validation Accuracy = 57.9167%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -61.580222, rho = 0.401297
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 169
nu = 0.874254
obj = -61.420911, rho = 0.476543
nSV = 187, nBSV = 129
Total nSV = 187
*
optimization finished, #iter = 160
nu = 0.874635
obj = -60.598275, rho = 0.375933
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 167
nu = 0.880310
obj = -61.824962, rho = 0.452778
nSV = 186, nBSV = 136
Total nSV = 186
*
optimization finished, #iter = 182
nu = 0.870993
obj = -61.304369, rho = 0.500062
nSV = 185, nBSV = 109
Total nSV = 185
Cross Validation Accuracy = 59.5833%
*
optimization finished, #iter = 169
nu = 0.880637
obj = -66.736886, rho = 0.312680
nSV = 189, nBSV = 141
Total nSV = 189
*
optimization finished, #iter = 173
nu = 0.868705
obj = -66.756366, rho = 0.407451
nSV = 186, nBSV = 128
Total nSV = 186
*
optimization finished, #iter = 163
nu = 0.868814
obj = -65.665574, rho = 0.297180
nSV = 186, nBSV = 139
Total nSV = 186
*
optimization finished, #iter = 173
nu = 0.874553
obj = -67.186966, rho = 0.382101
nSV = 186, nBSV = 135
Total nSV = 186
*.*
optimization finished, #iter = 191
nu = 0.865261
obj = -66.731660, rho = 0.430739
nSV = 184, nBSV = 100
Total nSV = 184
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 171
nu = 0.876046
obj = -71.428011, rho = 0.221902
nSV = 189, nBSV = 138
Total nSV = 189
*
optimization finished, #iter = 181
nu = 0.862889
obj = -71.770741, rho = 0.329568
nSV = 185, nBSV = 123
Total nSV = 185
*
optimization finished, #iter = 159
nu = 0.864583
obj = -70.325658, rho = 0.204381
nSV = 184, nBSV = 139
Total nSV = 184
*
optimization finished, #iter = 178
nu = 0.867442
obj = -72.243840, rho = 0.304272
nSV = 185, nBSV = 129
Total nSV = 185
*.*
optimization finished, #iter = 203
nu = 0.860613
obj = -71.883017, rho = 0.350601
nSV = 184, nBSV = 97
Total nSV = 184
Cross Validation Accuracy = 60.8333%
*
optimization finished, #iter = 182
nu = 0.861343
obj = -75.323916, rho = 0.144999
nSV = 189, nBSV = 124
Total nSV = 189
*.*
optimization finished, #iter = 207
nu = 0.851328
obj = -76.136200, rho = 0.246845
nSV = 185, nBSV = 97
Total nSV = 185
*
optimization finished, #iter = 178
nu = 0.849369
obj = -74.216000, rho = 0.132796
nSV = 184, nBSV = 123
Total nSV = 184
*
optimization finished, #iter = 183
nu = 0.859015
obj = -76.645637, rho = 0.218606
nSV = 185, nBSV = 125
Total nSV = 185
*.*
optimization finished, #iter = 210
nu = 0.851818
obj = -76.413521, rho = 0.263474
nSV = 183, nBSV = 91
Total nSV = 183
Cross Validation Accuracy = 65%
*.*
optimization finished, #iter = 212
nu = 0.833810
obj = -78.186374, rho = 0.087169
nSV = 189, nBSV = 106
Total nSV = 189
.*
optimization finished, #iter = 253
nu = 0.831144
obj = -79.521370, rho = 0.160477
nSV = 185, nBSV = 78
Total nSV = 185
*.*
optimization finished, #iter = 217
nu = 0.819326
obj = -77.157774, rho = 0.089129
nSV = 184, nBSV = 102
Total nSV = 184
*.*
optimization finished, #iter = 223
nu = 0.841605
obj = -79.955006, rho = 0.134580
nSV = 185, nBSV = 90
Total nSV = 185
.*
optimization finished, #iter = 243
nu = 0.832777
obj = -79.972521, rho = 0.176716
nSV = 183, nBSV = 80
Total nSV = 183
Cross Validation Accuracy = 67.5%
.*
optimization finished, #iter = 286
nu = 0.789749
obj = -79.807213, rho = 0.036860
nSV = 189, nBSV = 64
Total nSV = 189
.*
optimization finished, #iter = 306
nu = 0.791748
obj = -81.705592, rho = 0.088521
nSV = 185, nBSV = 62
Total nSV = 185
.*
optimization finished, #iter = 296
nu = 0.776553
obj = -78.960191, rho = 0.040522
nSV = 184, nBSV = 57
Total nSV = 184
.*
optimization finished, #iter = 298
nu = 0.801695
obj = -81.972178, rho = 0.063838
nSV = 185, nBSV = 63
Total nSV = 185
.*
optimization finished, #iter = 292
nu = 0.795493
obj = -82.345459, rho = 0.104087
nSV = 184, nBSV = 63
Total nSV = 184
Cross Validation Accuracy = 69.5833%
.*
optimization finished, #iter = 335
nu = 0.707470
obj = -80.523886, rho = 0.029022
nSV = 188, nBSV = 13
Total nSV = 188
.*
optimization finished, #iter = 347
nu = 0.718887
obj = -82.873096, rho = 0.063617
nSV = 185, nBSV = 15
Total nSV = 185
.*
optimization finished, #iter = 361
nu = 0.697872
obj = -79.909262, rho = 0.028393
nSV = 184, nBSV = 16
Total nSV = 184
.*
optimization finished, #iter = 360
nu = 0.724335
obj = -83.006162, rho = 0.045914
nSV = 185, nBSV = 19
Total nSV = 185
.*
optimization finished, #iter = 328
nu = 0.725525
obj = -83.685991, rho = 0.075185
nSV = 184, nBSV = 15
Total nSV = 184
Cross Validation Accuracy = 71.25%
.*
optimization finished, #iter = 346
nu = 0.624201
obj = -81.025827, rho = 0.028757
nSV = 188, nBSV = 8
Total nSV = 188
.*
optimization finished, #iter = 345
nu = 0.636919
obj = -83.806460, rho = 0.062665
nSV = 185, nBSV = 11
Total nSV = 185
.*
optimization finished, #iter = 345
nu = 0.618058
obj = -80.638893, rho = 0.025787
nSV = 184, nBSV = 11
Total nSV = 184
.*
optimization finished, #iter = 352
nu = 0.642226
obj = -83.769310, rho = 0.043107
nSV = 185, nBSV = 12
Total nSV = 185
.*
optimization finished, #iter = 341
nu = 0.643983
obj = -84.754902, rho = 0.073231
nSV = 184, nBSV = 12
Total nSV = 184
Cross Validation Accuracy = 70.8333%
.*
optimization finished, #iter = 344
nu = 0.548961
obj = -81.391865, rho = 0.030065
nSV = 188, nBSV = 6
Total nSV = 188
.*
optimization finished, #iter = 347
nu = 0.562690
obj = -84.619622, rho = 0.062169
nSV = 185, nBSV = 8
Total nSV = 185
.*
optimization finished, #iter = 344
nu = 0.544255
obj = -81.242384, rho = 0.025889
nSV = 184, nBSV = 7
Total nSV = 184
.*
optimization finished, #iter = 367
nu = 0.566816
obj = -84.356204, rho = 0.043196
nSV = 186, nBSV = 7
Total nSV = 186
.*
optimization finished, #iter = 344
nu = 0.569982
obj = -85.702769, rho = 0.073241
nSV = 184, nBSV = 10
Total nSV = 184
Cross Validation Accuracy = 70.8333%
.*
optimization finished, #iter = 345
nu = 0.481691
obj = -81.633207, rho = 0.031867
nSV = 188, nBSV = 3
Total nSV = 188
.*
optimization finished, #iter = 354
nu = 0.496400
obj = -85.324831, rho = 0.060989
nSV = 185, nBSV = 6
Total nSV = 185
.*
optimization finished, #iter = 353
nu = 0.478822
obj = -81.767641, rho = 0.025659
nSV = 183, nBSV = 5
Total nSV = 183
.*
optimization finished, #iter = 368
nu = 0.498192
obj = -84.833156, rho = 0.043783
nSV = 186, nBSV = 4
Total nSV = 186
.*
optimization finished, #iter = 351
nu = 0.503921
obj = -86.525126, rho = 0.073074
nSV = 184, nBSV = 7
Total nSV = 184
Cross Validation Accuracy = 70.8333%
.*
optimization finished, #iter = 347
nu = 0.420818
obj = -81.810913, rho = 0.032028
nSV = 188, nBSV = 2
Total nSV = 188
.*
optimization finished, #iter = 355
nu = 0.437081
obj = -85.935627, rho = 0.059816
nSV = 184, nBSV = 5
Total nSV = 184
.*
optimization finished, #iter = 347
nu = 0.419931
obj = -82.225171, rho = 0.025653
nSV = 183, nBSV = 3
Total nSV = 183
.*
optimization finished, #iter = 380
nu = 0.436926
obj = -85.235265, rho = 0.043156
nSV = 186, nBSV = 2
Total nSV = 186
.*
optimization finished, #iter = 356
nu = 0.443786
obj = -87.250654, rho = 0.072093
nSV = 184, nBSV = 5
Total nSV = 184
Cross Validation Accuracy = 70.8333%
.*
optimization finished, #iter = 356
nu = 0.367679
obj = -81.956750, rho = 0.032049
nSV = 188, nBSV = 2
Total nSV = 188
.*
optimization finished, #iter = 360
nu = 0.385361
obj = -86.417170, rho = 0.058564
nSV = 184, nBSV = 4
Total nSV = 184
.*
optimization finished, #iter = 352
nu = 0.368212
obj = -82.648797, rho = 0.025736
nSV = 182, nBSV = 3
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.382706
obj = -85.588641, rho = 0.042082
nSV = 186, nBSV = 2
Total nSV = 186
.*
optimization finished, #iter = 346
nu = 0.391313
obj = -87.882993, rho = 0.070910
nSV = 184, nBSV = 5
Total nSV = 184
Cross Validation Accuracy = 70.8333%
.*
optimization finished, #iter = 342
nu = 0.321283
obj = -82.051451, rho = 0.032557
nSV = 188, nBSV = 1
Total nSV = 188
.*
optimization finished, #iter = 375
nu = 0.339206
obj = -86.730424, rho = 0.058209
nSV = 184, nBSV = 3
Total nSV = 184
.*
optimization finished, #iter = 341
nu = 0.322973
obj = -83.016633, rho = 0.024990
nSV = 182, nBSV = 2
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.335501
obj = -85.878314, rho = 0.040854
nSV = 186, nBSV = 2
Total nSV = 186
.*
optimization finished, #iter = 349
nu = 0.344655
obj = -88.366333, rho = 0.070160
nSV = 183, nBSV = 2
Total nSV = 183
Cross Validation Accuracy = 70.8333%
.*
optimization finished, #iter = 344
nu = 0.280585
obj = -82.078580, rho = 0.033204
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 377
nu = 0.297560
obj = -86.873792, rho = 0.058936
nSV = 184, nBSV = 1
Total nSV = 184
.*
optimization finished, #iter = 349
nu = 0.282464
obj = -83.340889, rho = 0.025009
nSV = 182, nBSV = 1
Total nSV = 182
.*
optimization finished, #iter = 364
nu = 0.293351
obj = -86.101007, rho = 0.040313
nSV = 186, nBSV = 1
Total nSV = 186
.*
optimization finished, #iter = 359
nu = 0.302081
obj = -88.748045, rho = 0.070805
nSV = 183, nBSV = 1
Total nSV = 183
Cross Validation Accuracy = 70.4167%
.*
optimization finished, #iter = 353
nu = 0.244258
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.259953
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 352
nu = 0.247154
obj = -83.643084, rho = 0.025045
nSV = 182, nBSV = 1
Total nSV = 182
.*
optimization finished, #iter = 368
nu = 0.256577
obj = -86.274734, rho = 0.039764
nSV = 186, nBSV = 1
Total nSV = 186
.*
optimization finished, #iter = 355
nu = 0.264286
obj = -89.097660, rho = 0.070911
nSV = 183, nBSV = 1
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.212638
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.226302
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.216429
obj = -83.897470, rho = 0.025086
nSV = 182, nBSV = 1
Total nSV = 182
.*
optimization finished, #iter = 370
nu = 0.224570
obj = -86.366183, rho = 0.039133
nSV = 186, nBSV = 1
Total nSV = 186
.*
optimization finished, #iter = 344
nu = 0.231387
obj = -89.409833, rho = 0.071039
nSV = 183, nBSV = 1
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.185112
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.197007
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 350
nu = 0.189667
obj = -84.067332, rho = 0.025153
nSV = 182, nBSV = 1
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.195806
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 346
nu = 0.202743
obj = -89.650456, rho = 0.071185
nSV = 183, nBSV = 1
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.161151
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.171506
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.165999
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.170461
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 358
nu = 0.177816
obj = -89.771193, rho = 0.071353
nSV = 183, nBSV = 1
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.140288
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.149303
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.144509
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.148393
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.155053
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.122129
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.129976
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.125803
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.129184
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.134982
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.106319
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.113151
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.109518
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.112461
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.117509
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.092556
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.098504
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.095341
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.097903
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.102297
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.080575
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.085752
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.082999
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.085229
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.089055
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.070145
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.074652
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.072255
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.074197
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.077527
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.061064
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.064988
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.062901
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.064592
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.067491
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.053160
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.056575
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.054759
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.056231
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.058754
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.046278
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.049252
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.047670
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.048952
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.051149
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.040287
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.042876
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.041500
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.042615
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.044528
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.035072
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.037326
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.036127
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.037098
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.038763
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.030532
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.032494
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.031451
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.032296
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.033746
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.026580
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.028288
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.027379
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.028115
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.029377
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.023139
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.024626
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.023835
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.024476
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.025574
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.020144
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.021438
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.020750
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.021307
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.022264
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.017536
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.018663
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.018064
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.018549
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.019382
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.015266
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.016247
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.015725
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.016148
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.016873
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.013290
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.014144
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.013690
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.014058
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.014689
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.011570
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.012313
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.011918
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.012238
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.012787
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.010072
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.010719
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.010375
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.010654
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.011132
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.008768
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.009331
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.009032
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.009275
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.009691
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.007633
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.008124
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.007863
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.008074
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.008436
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.006645
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.007072
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.006845
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.007029
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.007344
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.005785
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.006156
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.005959
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.006119
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.006394
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.005036
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.005360
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.005187
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.005327
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.005566
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.004384
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.004666
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.004516
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.004637
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.004845
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.003817
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.004062
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.003931
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.004037
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.004218
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.003322
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.003536
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.003422
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.003514
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.003672
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.002892
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.003078
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.002979
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.003059
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.003197
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.002518
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.002680
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.002594
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.002663
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.002783
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.002192
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.002333
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.002258
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.002319
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.002423
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.001908
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.002031
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.001966
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.002019
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.002109
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.001661
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.001768
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.001711
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.001757
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.001836
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.001446
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.001539
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.001490
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.001530
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.001598
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.001259
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.001340
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.001297
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.001332
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.001391
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.001096
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.001166
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.001129
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.001159
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.001211
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.000954
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.001015
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.000983
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.001009
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.001055
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
.*
optimization finished, #iter = 353
nu = 0.000831
obj = -82.078581, rho = 0.033195
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.000884
obj = -86.901687, rho = 0.059057
nSV = 184, nBSV = 0
Total nSV = 184
.*
optimization finished, #iter = 353
nu = 0.000856
obj = -84.109032, rho = 0.025188
nSV = 182, nBSV = 0
Total nSV = 182
.*
optimization finished, #iter = 381
nu = 0.000879
obj = -86.371084, rho = 0.038964
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 361
nu = 0.000918
obj = -89.775424, rho = 0.071389
nSV = 183, nBSV = 0
Total nSV = 183
Cross Validation Accuracy = 70%
*
optimization finished, #iter = 90
nu = 0.880829
obj = -0.165927, rho = 0.998985
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165925, rho = 0.999078
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165923, rho = 0.998959
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165927, rho = 0.999136
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.163975, rho = 0.999157
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 91
nu = 0.880829
obj = -0.190590, rho = 0.998857
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190589, rho = 0.999046
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190585, rho = 0.998839
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.190590, rho = 0.998998
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 89
nu = 0.879581
obj = -0.188349, rho = 0.999108
nSV = 173, nBSV = 163
Total nSV = 173
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 94
nu = 0.880829
obj = -0.218910, rho = 0.998705
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.218908, rho = 0.998916
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218903, rho = 0.998658
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218910, rho = 0.998867
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.216336, rho = 0.998981
nSV = 177, nBSV = 159
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.251433, rho = 0.998493
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.251431, rho = 0.998733
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.251425, rho = 0.998427
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.251434, rho = 0.998688
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.248478, rho = 0.998806
nSV = 181, nBSV = 155
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.288787, rho = 0.998276
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.288783, rho = 0.998514
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.288776, rho = 0.998167
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.288788, rho = 0.998474
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.285393, rho = 0.998602
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 100
nu = 0.880829
obj = -0.331679, rho = 0.998006
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.331674, rho = 0.998277
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.331664, rho = 0.997894
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.331680, rho = 0.998231
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.327782, rho = 0.998395
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -0.380954, rho = 0.997691
nSV = 185, nBSV = 154
Total nSV = 185
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.380947, rho = 0.997989
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.380934, rho = 0.997473
nSV = 181, nBSV = 157
Total nSV = 181
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.380956, rho = 0.997892
nSV = 184, nBSV = 155
Total nSV = 184
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.376478, rho = 0.998147
nSV = 183, nBSV = 152
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -0.437520, rho = 0.997310
nSV = 186, nBSV = 152
Total nSV = 186
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.437511, rho = 0.997626
nSV = 184, nBSV = 154
Total nSV = 184
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.437493, rho = 0.997086
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.437523, rho = 0.997512
nSV = 185, nBSV = 152
Total nSV = 185
*
optimization finished, #iter = 104
nu = 0.879581
obj = -0.432381, rho = 0.997796
nSV = 184, nBSV = 149
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.502472, rho = 0.996847
nSV = 186, nBSV = 149
Total nSV = 186
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.502460, rho = 0.997193
nSV = 185, nBSV = 151
Total nSV = 185
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.502436, rho = 0.996652
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.502475, rho = 0.997110
nSV = 185, nBSV = 151
Total nSV = 185
*
optimization finished, #iter = 108
nu = 0.879581
obj = -0.496571, rho = 0.997401
nSV = 184, nBSV = 145
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.577052, rho = 0.996328
nSV = 187, nBSV = 146
Total nSV = 187
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.577037, rho = 0.996707
nSV = 185, nBSV = 148
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.577005, rho = 0.996106
nSV = 184, nBSV = 152
Total nSV = 184
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.577057, rho = 0.996597
nSV = 185, nBSV = 147
Total nSV = 185
*
optimization finished, #iter = 111
nu = 0.879581
obj = -0.570278, rho = 0.996952
nSV = 184, nBSV = 142
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -0.662687, rho = 0.995753
nSV = 187, nBSV = 145
Total nSV = 187
*
optimization finished, #iter = 109
nu = 0.885417
obj = -0.662667, rho = 0.996171
nSV = 185, nBSV = 146
Total nSV = 185
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.662623, rho = 0.995511
nSV = 184, nBSV = 151
Total nSV = 184
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.662693, rho = 0.996059
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 115
nu = 0.879581
obj = -0.654910, rho = 0.996413
nSV = 184, nBSV = 138
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -0.760981, rho = 0.995105
nSV = 187, nBSV = 144
Total nSV = 187
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.760954, rho = 0.995573
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.760897, rho = 0.994815
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 112
nu = 0.885417
obj = -0.760989, rho = 0.995439
nSV = 185, nBSV = 143
Total nSV = 185
*
optimization finished, #iter = 116
nu = 0.879581
obj = -0.752054, rho = 0.995861
nSV = 184, nBSV = 137
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -0.873822, rho = 0.994377
nSV = 187, nBSV = 144
Total nSV = 187
*
optimization finished, #iter = 114
nu = 0.885417
obj = -0.873788, rho = 0.994855
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.873712, rho = 0.994032
nSV = 185, nBSV = 149
Total nSV = 185
*
optimization finished, #iter = 114
nu = 0.885417
obj = -0.873833, rho = 0.994763
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 119
nu = 0.879581
obj = -0.863576, rho = 0.995183
nSV = 184, nBSV = 134
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -1.003358, rho = 0.993546
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.003312, rho = 0.994109
nSV = 185, nBSV = 143
Total nSV = 185
*
optimization finished, #iter = 111
nu = 0.885417
obj = -1.003213, rho = 0.993094
nSV = 185, nBSV = 146
Total nSV = 185
*
optimization finished, #iter = 115
nu = 0.885417
obj = -1.003372, rho = 0.993992
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 122
nu = 0.879581
obj = -0.991599, rho = 0.994413
nSV = 186, nBSV = 131
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -1.152011, rho = 0.992603
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 117
nu = 0.885417
obj = -1.151951, rho = 0.993189
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 113
nu = 0.885417
obj = -1.151819, rho = 0.992069
nSV = 185, nBSV = 146
Total nSV = 185
*
optimization finished, #iter = 118
nu = 0.885417
obj = -1.152030, rho = 0.993044
nSV = 186, nBSV = 139
Total nSV = 186
*
optimization finished, #iter = 123
nu = 0.879581
obj = -1.138518, rho = 0.993567
nSV = 186, nBSV = 130
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 118
nu = 0.880829
obj = -1.322593, rho = 0.991503
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 118
nu = 0.885417
obj = -1.322514, rho = 0.992181
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.322339, rho = 0.990896
nSV = 185, nBSV = 146
Total nSV = 185
*
optimization finished, #iter = 120
nu = 0.885417
obj = -1.322618, rho = 0.991995
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 125
nu = 0.879581
obj = -1.307112, rho = 0.992587
nSV = 186, nBSV = 128
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -1.518315, rho = 0.990237
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 120
nu = 0.885417
obj = -1.518210, rho = 0.991003
nSV = 187, nBSV = 139
Total nSV = 187
*
optimization finished, #iter = 115
nu = 0.885417
obj = -1.517980, rho = 0.989513
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 122
nu = 0.885417
obj = -1.518348, rho = 0.990792
nSV = 186, nBSV = 137
Total nSV = 186
*
optimization finished, #iter = 127
nu = 0.879581
obj = -1.500556, rho = 0.991457
nSV = 186, nBSV = 126
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 120
nu = 0.880829
obj = -1.742898, rho = 0.988778
nSV = 189, nBSV = 143
Total nSV = 189
*
optimization finished, #iter = 123
nu = 0.885417
obj = -1.742761, rho = 0.989649
nSV = 187, nBSV = 138
Total nSV = 187
*
optimization finished, #iter = 116
nu = 0.885417
obj = -1.742457, rho = 0.987952
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 123
nu = 0.885417
obj = -1.742943, rho = 0.989420
nSV = 186, nBSV = 137
Total nSV = 186
*
optimization finished, #iter = 131
nu = 0.879581
obj = -1.722532, rho = 0.990123
nSV = 186, nBSV = 122
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -2.000432, rho = 0.987102
nSV = 190, nBSV = 142
Total nSV = 190
*
optimization finished, #iter = 123
nu = 0.885417
obj = -2.000251, rho = 0.988083
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 118
nu = 0.885417
obj = -1.999850, rho = 0.986142
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 124
nu = 0.885417
obj = -2.000489, rho = 0.987836
nSV = 186, nBSV = 137
Total nSV = 186
*
optimization finished, #iter = 134
nu = 0.879581
obj = -1.977079, rho = 0.988622
nSV = 186, nBSV = 119
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -2.295575, rho = 0.985185
nSV = 190, nBSV = 142
Total nSV = 190
*
optimization finished, #iter = 125
nu = 0.885417
obj = -2.295335, rho = 0.986294
nSV = 187, nBSV = 135
Total nSV = 187
*
optimization finished, #iter = 120
nu = 0.885417
obj = -2.294806, rho = 0.984060
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 126
nu = 0.885417
obj = -2.295650, rho = 0.986035
nSV = 186, nBSV = 137
Total nSV = 186
*
optimization finished, #iter = 140
nu = 0.879581
obj = -2.268809, rho = 0.986889
nSV = 186, nBSV = 115
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 127
nu = 0.880829
obj = -2.634127, rho = 0.982967
nSV = 190, nBSV = 141
Total nSV = 190
*
optimization finished, #iter = 126
nu = 0.885417
obj = -2.633811, rho = 0.984235
nSV = 187, nBSV = 134
Total nSV = 187
*
optimization finished, #iter = 121
nu = 0.885417
obj = -2.633113, rho = 0.981691
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 126
nu = 0.885417
obj = -2.634227, rho = 0.983958
nSV = 186, nBSV = 137
Total nSV = 186
*
optimization finished, #iter = 142
nu = 0.879581
obj = -2.603455, rho = 0.984921
nSV = 186, nBSV = 113
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 129
nu = 0.880829
obj = -3.021971, rho = 0.980415
nSV = 190, nBSV = 140
Total nSV = 190
*
optimization finished, #iter = 127
nu = 0.885417
obj = -3.021553, rho = 0.981889
nSV = 187, nBSV = 133
Total nSV = 187
*
optimization finished, #iter = 123
nu = 0.885417
obj = -3.020633, rho = 0.978973
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 129
nu = 0.885417
obj = -3.022102, rho = 0.981552
nSV = 186, nBSV = 136
Total nSV = 186
*
optimization finished, #iter = 145
nu = 0.879581
obj = -2.986838, rho = 0.982646
nSV = 186, nBSV = 110
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 130
nu = 0.880829
obj = -3.466374, rho = 0.977498
nSV = 190, nBSV = 139
Total nSV = 190
*
optimization finished, #iter = 130
nu = 0.885417
obj = -3.465824, rho = 0.979188
nSV = 187, nBSV = 133
Total nSV = 187
*
optimization finished, #iter = 123
nu = 0.885417
obj = -3.464609, rho = 0.975846
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 131
nu = 0.885417
obj = -3.466548, rho = 0.978811
nSV = 186, nBSV = 136
Total nSV = 186
*
optimization finished, #iter = 150
nu = 0.879581
obj = -3.426149, rho = 0.980017
nSV = 187, nBSV = 106
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 131
nu = 0.880829
obj = -3.975287, rho = 0.974138
nSV = 190, nBSV = 138
Total nSV = 190
*
optimization finished, #iter = 131
nu = 0.885417
obj = -3.974562, rho = 0.976079
nSV = 187, nBSV = 132
Total nSV = 187
*
optimization finished, #iter = 124
nu = 0.885417
obj = -3.972958, rho = 0.972244
nSV = 185, nBSV = 143
Total nSV = 185
*
optimization finished, #iter = 132
nu = 0.885417
obj = -3.975516, rho = 0.975657
nSV = 186, nBSV = 136
Total nSV = 186
*
optimization finished, #iter = 154
nu = 0.879581
obj = -3.929253, rho = 0.977015
nSV = 187, nBSV = 103
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 133
nu = 0.880829
obj = -4.557788, rho = 0.970284
nSV = 190, nBSV = 138
Total nSV = 190
*
optimization finished, #iter = 134
nu = 0.885417
obj = -4.556834, rho = 0.972534
nSV = 188, nBSV = 131
Total nSV = 188
*
optimization finished, #iter = 126
nu = 0.885417
obj = -4.554714, rho = 0.968112
nSV = 185, nBSV = 143
Total nSV = 185
*
optimization finished, #iter = 133
nu = 0.885417
obj = -4.558090, rho = 0.972017
nSV = 186, nBSV = 135
Total nSV = 186
*
optimization finished, #iter = 157
nu = 0.879581
obj = -4.505135, rho = 0.973579
nSV = 188, nBSV = 101
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 136
nu = 0.880829
obj = -5.224018, rho = 0.965862
nSV = 190, nBSV = 137
Total nSV = 190
*
optimization finished, #iter = 136
nu = 0.885417
obj = -5.222755, rho = 0.968438
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 128
nu = 0.885417
obj = -5.219961, rho = 0.963362
nSV = 185, nBSV = 142
Total nSV = 185
*
optimization finished, #iter = 134
nu = 0.885417
obj = -5.224411, rho = 0.967862
nSV = 186, nBSV = 135
Total nSV = 186
*
optimization finished, #iter = 160
nu = 0.879581
obj = -5.163832, rho = 0.969638
nSV = 188, nBSV = 99
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 138
nu = 0.880829
obj = -5.985737, rho = 0.960754
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 136
nu = 0.885417
obj = -5.984069, rho = 0.963744
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 131
nu = 0.885417
obj = -5.980385, rho = 0.957898
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 134
nu = 0.885417
obj = -5.986255, rho = 0.963083
nSV = 186, nBSV = 135
Total nSV = 186
*
optimization finished, #iter = 163
nu = 0.879581
obj = -5.916997, rho = 0.965119
nSV = 188, nBSV = 98
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 141
nu = 0.880829
obj = -6.855893, rho = 0.954926
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 139
nu = 0.885417
obj = -6.853692, rho = 0.958366
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 132
nu = 0.885417
obj = -6.848831, rho = 0.951627
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 139
nu = 0.885417
obj = -6.856577, rho = 0.957575
nSV = 186, nBSV = 134
Total nSV = 186
*
optimization finished, #iter = 164
nu = 0.879581
obj = -6.777452, rho = 0.959940
nSV = 188, nBSV = 98
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 143
nu = 0.880829
obj = -7.848946, rho = 0.948236
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 139
nu = 0.885417
obj = -7.846041, rho = 0.952175
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 134
nu = 0.885417
obj = -7.839628, rho = 0.944426
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 140
nu = 0.885417
obj = -7.849849, rho = 0.951272
nSV = 186, nBSV = 134
Total nSV = 186
*
optimization finished, #iter = 165
nu = 0.879581
obj = -7.759530, rho = 0.953994
nSV = 188, nBSV = 98
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 150
nu = 0.880829
obj = -8.981311, rho = 0.940519
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 141
nu = 0.885417
obj = -8.977479, rho = 0.945067
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 136
nu = 0.885417
obj = -8.969016, rho = 0.936166
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 139
nu = 0.885417
obj = -8.982502, rho = 0.944003
nSV = 186, nBSV = 133
Total nSV = 186
*
optimization finished, #iter = 167
nu = 0.879581
obj = -8.879508, rho = 0.947141
nSV = 188, nBSV = 97
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 146
nu = 0.880829
obj = -10.271077, rho = 0.931687
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 144
nu = 0.885417
obj = -10.266022, rho = 0.936911
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 136
nu = 0.885417
obj = -10.254854, rho = 0.926673
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 139
nu = 0.885417
obj = -10.272649, rho = 0.935676
nSV = 186, nBSV = 133
Total nSV = 186
*
optimization finished, #iter = 172
nu = 0.879581
obj = -10.155336, rho = 0.939266
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -11.737973, rho = 0.921525
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 145
nu = 0.885417
obj = -11.731301, rho = 0.927519
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 139
nu = 0.885417
obj = -11.716566, rho = 0.915778
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 142
nu = 0.885417
obj = -11.740047, rho = 0.926124
nSV = 186, nBSV = 133
Total nSV = 186
*
optimization finished, #iter = 172
nu = 0.879581
obj = -11.606600, rho = 0.930234
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -13.403521, rho = 0.909891
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 148
nu = 0.885417
obj = -13.394718, rho = 0.916741
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 139
nu = 0.885417
obj = -13.375274, rho = 0.903255
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 142
nu = 0.885417
obj = -13.406257, rho = 0.915121
nSV = 186, nBSV = 133
Total nSV = 186
*
optimization finished, #iter = 171
nu = 0.879581
obj = -13.254701, rho = 0.919866
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -15.291347, rho = 0.896490
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 149
nu = 0.885417
obj = -15.279733, rho = 0.904377
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 140
nu = 0.885417
obj = -15.254076, rho = 0.888873
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 142
nu = 0.885417
obj = -15.294957, rho = 0.902500
nSV = 186, nBSV = 133
Total nSV = 186
*
optimization finished, #iter = 172
nu = 0.879581
obj = -15.123152, rho = 0.907955
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 155
nu = 0.880829
obj = -17.426489, rho = 0.881082
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 151
nu = 0.885417
obj = -17.411162, rho = 0.890144
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 140
nu = 0.885417
obj = -17.377306, rho = 0.872347
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 143
nu = 0.885417
obj = -17.431252, rho = 0.888012
nSV = 186, nBSV = 133
Total nSV = 186
*
optimization finished, #iter = 176
nu = 0.879581
obj = -17.236914, rho = 0.894265
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 151
nu = 0.880829
obj = -19.834315, rho = 0.863404
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 152
nu = 0.885417
obj = -19.814093, rho = 0.873815
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 144
nu = 0.885417
obj = -19.769422, rho = 0.853354
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 145
nu = 0.885417
obj = -19.840601, rho = 0.871360
nSV = 186, nBSV = 133
Total nSV = 186
*
optimization finished, #iter = 178
nu = 0.879581
obj = -19.621348, rho = 0.878538
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -22.542223, rho = 0.843079
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 155
nu = 0.885417
obj = -22.515539, rho = 0.855052
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 145
nu = 0.885417
obj = -22.456592, rho = 0.831540
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 155
nu = 0.885417
obj = -22.550517, rho = 0.852241
nSV = 186, nBSV = 133
Total nSV = 186
*
optimization finished, #iter = 182
nu = 0.879581
obj = -22.303910, rho = 0.860484
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 164
nu = 0.880829
obj = -25.574907, rho = 0.819747
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 159
nu = 0.885417
obj = -25.539698, rho = 0.833507
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 147
nu = 0.885417
obj = -25.461918, rho = 0.806494
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 156
nu = 0.885417
obj = -25.585850, rho = 0.830260
nSV = 186, nBSV = 133
Total nSV = 186
*
optimization finished, #iter = 188
nu = 0.879581
obj = -25.309507, rho = 0.839748
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 166
nu = 0.880829
obj = -28.955971, rho = 0.792950
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 160
nu = 0.885417
obj = -28.909516, rho = 0.808754
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 147
nu = 0.885417
obj = -28.806891, rho = 0.777727
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 148
nu = 0.885417
obj = -28.970410, rho = 0.805008
nSV = 186, nBSV = 133
Total nSV = 186
*.*
optimization finished, #iter = 192
nu = 0.879581
obj = -28.662128, rho = 0.815914
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 167
nu = 0.880829
obj = -32.707158, rho = 0.762163
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 161
nu = 0.885417
obj = -32.645857, rho = 0.780302
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 149
nu = 0.885417
obj = -32.510432, rho = 0.744664
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 150
nu = 0.885417
obj = -32.726212, rho = 0.776002
nSV = 186, nBSV = 133
Total nSV = 186
*.*
optimization finished, #iter = 194
nu = 0.879581
obj = -32.384146, rho = 0.788533
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -36.837268, rho = 0.726789
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 162
nu = 0.885417
obj = -36.756382, rho = 0.747635
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 150
nu = 0.885417
obj = -36.577692, rho = 0.706696
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 153
nu = 0.885417
obj = -36.862410, rho = 0.742706
nSV = 186, nBSV = 133
Total nSV = 186
*.*
optimization finished, #iter = 197
nu = 0.879581
obj = -36.485404, rho = 0.757100
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 166
nu = 0.880829
obj = -41.347120, rho = 0.686154
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 165
nu = 0.885417
obj = -41.240394, rho = 0.710114
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 150
nu = 0.885417
obj = -41.004618, rho = 0.663114
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 155
nu = 0.885417
obj = -41.380293, rho = 0.704467
nSV = 186, nBSV = 133
Total nSV = 186
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -40.968239, rho = 0.720989
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 166
nu = 0.880829
obj = -46.220031, rho = 0.639477
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 167
nu = 0.885417
obj = -46.079199, rho = 0.667000
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 151
nu = 0.885417
obj = -45.768075, rho = 0.613007
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 155
nu = 0.885417
obj = -46.263805, rho = 0.660514
nSV = 186, nBSV = 133
Total nSV = 186
*.*
optimization finished, #iter = 201
nu = 0.879581
obj = -45.818195, rho = 0.679492
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -51.408501, rho = 0.585877
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 172
nu = 0.885417
obj = -51.222676, rho = 0.617462
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 153
nu = 0.885417
obj = -50.812149, rho = 0.555441
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 158
nu = 0.885417
obj = -51.466261, rho = 0.610023
nSV = 186, nBSV = 133
Total nSV = 186
*.*
optimization finished, #iter = 205
nu = 0.879581
obj = -50.990970, rho = 0.631827
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 56.25%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -56.831038, rho = 0.524290
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 175
nu = 0.884590
obj = -56.586446, rho = 0.561385
nSV = 189, nBSV = 124
Total nSV = 189
*
optimization finished, #iter = 152
nu = 0.885038
obj = -56.044266, rho = 0.489962
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 162
nu = 0.885417
obj = -56.907254, rho = 0.552024
nSV = 186, nBSV = 133
Total nSV = 186
*.*
optimization finished, #iter = 208
nu = 0.879581
obj = -56.409551, rho = 0.577074
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 175
nu = 0.880829
obj = -62.349077, rho = 0.453548
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 189
nu = 0.878225
obj = -62.082138, rho = 0.501884
nSV = 189, nBSV = 103
Total nSV = 189
*
optimization finished, #iter = 160
nu = 0.878424
obj = -61.362411, rho = 0.426645
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 170
nu = 0.883766
obj = -62.452860, rho = 0.487575
nSV = 186, nBSV = 130
Total nSV = 186
*.*
optimization finished, #iter = 208
nu = 0.874303
obj = -61.973728, rho = 0.517703
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 57.5%
*
optimization finished, #iter = 177
nu = 0.880829
obj = -67.751343, rho = 0.372301
nSV = 190, nBSV = 136
Total nSV = 190
*.*
optimization finished, #iter = 208
nu = 0.872132
obj = -67.566979, rho = 0.432831
nSV = 189, nBSV = 97
Total nSV = 189
*
optimization finished, #iter = 164
nu = 0.872501
obj = -66.612612, rho = 0.354213
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 169
nu = 0.878515
obj = -67.958424, rho = 0.418872
nSV = 186, nBSV = 127
Total nSV = 186
*.*
optimization finished, #iter = 221
nu = 0.868334
obj = -67.560553, rho = 0.450453
nSV = 188, nBSV = 92
Total nSV = 188
Cross Validation Accuracy = 58.75%
*
optimization finished, #iter = 178
nu = 0.879879
obj = -72.722320, rho = 0.280860
nSV = 190, nBSV = 134
Total nSV = 190
*.*
optimization finished, #iter = 217
nu = 0.867173
obj = -72.775655, rho = 0.352977
nSV = 188, nBSV = 94
Total nSV = 188
*
optimization finished, #iter = 175
nu = 0.867318
obj = -71.509873, rho = 0.270134
nSV = 186, nBSV = 133
Total nSV = 186
*
optimization finished, #iter = 174
nu = 0.872812
obj = -73.170505, rho = 0.340149
nSV = 185, nBSV = 115
Total nSV = 185
*.*
optimization finished, #iter = 233
nu = 0.863249
obj = -72.924719, rho = 0.373084
nSV = 187, nBSV = 92
Total nSV = 187
Cross Validation Accuracy = 60%
*
optimization finished, #iter = 192
nu = 0.873758
obj = -76.870773, rho = 0.187122
nSV = 190, nBSV = 128
Total nSV = 190
*.*
optimization finished, #iter = 220
nu = 0.859770
obj = -77.330561, rho = 0.264278
nSV = 187, nBSV = 91
Total nSV = 187
*
optimization finished, #iter = 174
nu = 0.861667
obj = -75.640067, rho = 0.175361
nSV = 184, nBSV = 127
Total nSV = 184
*.*
optimization finished, #iter = 206
nu = 0.865135
obj = -77.742474, rho = 0.250802
nSV = 185, nBSV = 96
Total nSV = 185
*.*
optimization finished, #iter = 237
nu = 0.857534
obj = -77.694141, rho = 0.285464
nSV = 187, nBSV = 90
Total nSV = 187
Cross Validation Accuracy = 62.0833%
*.*
optimization finished, #iter = 204
nu = 0.851815
obj = -79.830029, rho = 0.113953
nSV = 190, nBSV = 110
Total nSV = 190
.*
optimization finished, #iter = 251
nu = 0.843593
obj = -80.845283, rho = 0.173442
nSV = 187, nBSV = 82
Total nSV = 187
*.*
optimization finished, #iter = 200
nu = 0.837686
obj = -78.637656, rho = 0.113182
nSV = 184, nBSV = 107
Total nSV = 184
*.*
optimization finished, #iter = 240
nu = 0.852186
obj = -81.202220, rho = 0.155053
nSV = 185, nBSV = 85
Total nSV = 185
.*
optimization finished, #iter = 258
nu = 0.844398
obj = -81.445730, rho = 0.193940
nSV = 187, nBSV = 82
Total nSV = 187
Cross Validation Accuracy = 65.8333%
.*
optimization finished, #iter = 294
nu = 0.809649
obj = -81.420738, rho = 0.049144
nSV = 190, nBSV = 64
Total nSV = 190
.*
optimization finished, #iter = 307
nu = 0.808369
obj = -83.026186, rho = 0.095718
nSV = 187, nBSV = 65
Total nSV = 187
.*
optimization finished, #iter = 282
nu = 0.795467
obj = -80.398150, rho = 0.050958
nSV = 184, nBSV = 60
Total nSV = 184
.*
optimization finished, #iter = 297
nu = 0.818100
obj = -83.236332, rho = 0.075653
nSV = 185, nBSV = 67
Total nSV = 185
.*
optimization finished, #iter = 314
nu = 0.813592
obj = -83.867770, rho = 0.112761
nSV = 187, nBSV = 65
Total nSV = 187
Cross Validation Accuracy = 69.1667%
.*
optimization finished, #iter = 355
nu = 0.725400
obj = -81.990813, rho = 0.036109
nSV = 190, nBSV = 10
Total nSV = 190
.*
optimization finished, #iter = 337
nu = 0.735048
obj = -84.049781, rho = 0.066801
nSV = 187, nBSV = 15
Total nSV = 187
.*
optimization finished, #iter = 341
nu = 0.714903
obj = -81.190484, rho = 0.034659
nSV = 184, nBSV = 13
Total nSV = 184
.*
optimization finished, #iter = 345
nu = 0.740345
obj = -84.113349, rho = 0.051925
nSV = 186, nBSV = 17
Total nSV = 186
.*
optimization finished, #iter = 330
nu = 0.743939
obj = -85.064593, rho = 0.078997
nSV = 187, nBSV = 16
Total nSV = 187
Cross Validation Accuracy = 68.75%
.*
optimization finished, #iter = 353
nu = 0.638184
obj = -82.360027, rho = 0.036009
nSV = 190, nBSV = 7
Total nSV = 190
.*
optimization finished, #iter = 354
nu = 0.649579
obj = -84.808620, rho = 0.065702
nSV = 187, nBSV = 10
Total nSV = 187
.*
optimization finished, #iter = 356
nu = 0.630692
obj = -81.769888, rho = 0.032893
nSV = 184, nBSV = 8
Total nSV = 184
.*
optimization finished, #iter = 354
nu = 0.654645
obj = -84.694531, rho = 0.049145
nSV = 186, nBSV = 9
Total nSV = 186
.*
optimization finished, #iter = 342
nu = 0.658510
obj = -85.949157, rho = 0.077424
nSV = 186, nBSV = 11
Total nSV = 186
Cross Validation Accuracy = 68.3333%
.*
optimization finished, #iter = 372
nu = 0.560152
obj = -82.605323, rho = 0.038106
nSV = 190, nBSV = 5
Total nSV = 190
.*
optimization finished, #iter = 354
nu = 0.572735
obj = -85.450876, rho = 0.064982
nSV = 187, nBSV = 6
Total nSV = 187
.*
optimization finished, #iter = 336
nu = 0.554265
obj = -82.257119, rho = 0.032774
nSV = 184, nBSV = 7
Total nSV = 184
.*
optimization finished, #iter = 366
nu = 0.575464
obj = -85.128927, rho = 0.050133
nSV = 186, nBSV = 4
Total nSV = 186
.*
optimization finished, #iter = 337
nu = 0.581699
obj = -86.706647, rho = 0.077518
nSV = 186, nBSV = 7
Total nSV = 186
Cross Validation Accuracy = 67.9167%
.*
optimization finished, #iter = 366
nu = 0.489390
obj = -82.769628, rho = 0.038457
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 357
nu = 0.503800
obj = -85.990624, rho = 0.063207
nSV = 186, nBSV = 5
Total nSV = 186
.*
optimization finished, #iter = 363
nu = 0.486179
obj = -82.668181, rho = 0.032295
nSV = 184, nBSV = 3
Total nSV = 184
.*
optimization finished, #iter = 371
nu = 0.504351
obj = -85.484035, rho = 0.049737
nSV = 186, nBSV = 3
Total nSV = 186
.*
optimization finished, #iter = 349
nu = 0.512024
obj = -87.356681, rho = 0.076190
nSV = 186, nBSV = 5
Total nSV = 186
Cross Validation Accuracy = 67.9167%
.*
optimization finished, #iter = 366
nu = 0.427352
obj = -82.905944, rho = 0.038502
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 346
nu = 0.443376
obj = -86.423305, rho = 0.061667
nSV = 186, nBSV = 5
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.425859
obj = -83.042866, rho = 0.032299
nSV = 184, nBSV = 3
Total nSV = 184
.*
optimization finished, #iter = 363
nu = 0.441391
obj = -85.794825, rho = 0.048692
nSV = 186, nBSV = 2
Total nSV = 186
.*
optimization finished, #iter = 346
nu = 0.450623
obj = -87.927421, rho = 0.074909
nSV = 186, nBSV = 5
Total nSV = 186
Cross Validation Accuracy = 67.9167%
.*
optimization finished, #iter = 376
nu = 0.373374
obj = -82.998073, rho = 0.038526
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.389743
obj = -86.712496, rho = 0.060823
nSV = 186, nBSV = 4
Total nSV = 186
.*
optimization finished, #iter = 363
nu = 0.373199
obj = -83.367771, rho = 0.031794
nSV = 184, nBSV = 2
Total nSV = 184
.*
optimization finished, #iter = 368
nu = 0.386532
obj = -86.054592, rho = 0.047473
nSV = 186, nBSV = 2
Total nSV = 186
.*
optimization finished, #iter = 349
nu = 0.396563
obj = -88.371485, rho = 0.073822
nSV = 186, nBSV = 4
Total nSV = 186
Cross Validation Accuracy = 67.9167%
.*
optimization finished, #iter = 383
nu = 0.326041
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 345
nu = 0.341852
obj = -86.842210, rho = 0.061123
nSV = 186, nBSV = 1
Total nSV = 186
.*
optimization finished, #iter = 354
nu = 0.326358
obj = -83.643850, rho = 0.031538
nSV = 184, nBSV = 1
Total nSV = 184
.*
optimization finished, #iter = 367
nu = 0.337938
obj = -86.248903, rho = 0.046806
nSV = 186, nBSV = 1
Total nSV = 186
.*
optimization finished, #iter = 357
nu = 0.347622
obj = -88.701945, rho = 0.073992
nSV = 186, nBSV = 1
Total nSV = 186
Cross Validation Accuracy = 67.5%
.*
optimization finished, #iter = 383
nu = 0.283837
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.298492
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 360
nu = 0.285370
obj = -83.897592, rho = 0.031469
nSV = 184, nBSV = 1
Total nSV = 184
.*
optimization finished, #iter = 360
nu = 0.295381
obj = -86.399411, rho = 0.046258
nSV = 186, nBSV = 1
Total nSV = 186
.*
optimization finished, #iter = 351
nu = 0.303944
obj = -88.993893, rho = 0.074025
nSV = 186, nBSV = 1
Total nSV = 186
Cross Validation Accuracy = 67.5%
.*
optimization finished, #iter = 383
nu = 0.247092
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.259850
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 370
nu = 0.249680
obj = -84.107524, rho = 0.031373
nSV = 184, nBSV = 1
Total nSV = 184
.*
optimization finished, #iter = 367
nu = 0.258346
obj = -86.479395, rho = 0.045628
nSV = 186, nBSV = 1
Total nSV = 186
.*
optimization finished, #iter = 333
nu = 0.265899
obj = -89.249737, rho = 0.074064
nSV = 186, nBSV = 1
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.215106
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.226212
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 352
nu = 0.218616
obj = -84.241026, rho = 0.031268
nSV = 184, nBSV = 1
Total nSV = 184
.*
optimization finished, #iter = 365
nu = 0.225214
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 330
nu = 0.232788
obj = -89.438635, rho = 0.074088
nSV = 186, nBSV = 1
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.187260
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.196929
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.191034
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.196060
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 327
nu = 0.203957
obj = -89.517120, rho = 0.074135
nSV = 186, nBSV = 1
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.163020
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.171438
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.166306
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.170681
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.177592
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.141916
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.149243
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.144776
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.148585
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.154601
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.123546
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.129925
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.126036
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.129352
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.134589
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.107553
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.113106
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.109720
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.112607
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.117166
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.093630
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.098464
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.095517
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.098030
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.101999
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.081509
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.085718
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.083152
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.085340
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.088795
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.070959
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.074622
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.072389
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.074293
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.077301
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.061773
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.064962
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.063018
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.064676
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.067294
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.053776
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.056553
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.054860
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.056304
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.058583
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.046815
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.049232
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.047758
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.049015
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.050999
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.040755
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.042859
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.041576
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.042670
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.044398
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.035479
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.037311
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.036194
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.037146
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.038650
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.030886
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.032481
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.031509
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.032338
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.033647
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.026888
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.028277
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.027430
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.028152
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.029292
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.023408
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.024616
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.023879
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.024508
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.025500
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.020377
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.021430
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.020788
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.021335
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.022199
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.017740
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.018656
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.018097
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.018573
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.019325
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.015443
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.016241
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.015754
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.016169
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.016824
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.013444
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.014138
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.013715
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.014076
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.014646
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.011704
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.012308
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.011940
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.012254
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.012750
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.010189
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.010715
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.010394
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.010668
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.011099
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.008870
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.009328
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.009049
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.009287
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.009663
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.007722
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.008120
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.007877
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.008084
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.008412
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.006722
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.007069
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.006858
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.007038
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.007323
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.005852
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.006154
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.005970
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.006127
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.006375
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.005094
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.005357
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.005197
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.005334
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.005550
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.004435
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.004664
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.004524
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.004643
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.004831
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.003861
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.004060
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.003939
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.004042
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.004206
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.003361
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.003535
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.003429
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.003519
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.003661
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.002926
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.003077
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.002985
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.003063
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.003187
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.002547
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.002679
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.002599
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.002667
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.002775
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.002217
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.002332
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.002262
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.002322
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.002416
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.001930
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.002030
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.001969
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.002021
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.002103
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.001681
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.001767
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.001714
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.001759
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.001831
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.001463
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.001539
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.001492
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.001532
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.001594
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.001274
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.001339
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.001299
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.001333
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.001387
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.001109
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.001166
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.001131
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.001161
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.001208
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.000965
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.001015
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.000985
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.001011
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.001051
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 383
nu = 0.000840
obj = -83.027506, rho = 0.039236
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 342
nu = 0.000884
obj = -86.865909, rho = 0.061098
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 350
nu = 0.000857
obj = -84.266080, rho = 0.031203
nSV = 183, nBSV = 0
Total nSV = 183
.*
optimization finished, #iter = 365
nu = 0.000880
obj = -86.484017, rho = 0.045461
nSV = 186, nBSV = 0
Total nSV = 186
.*
optimization finished, #iter = 325
nu = 0.000915
obj = -89.517186, rho = 0.074139
nSV = 186, nBSV = 0
Total nSV = 186
Cross Validation Accuracy = 67.0833%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165929, rho = 0.999056
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165928, rho = 0.999137
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165926, rho = 0.999015
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165929, rho = 0.999136
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.163977, rho = 0.999218
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.190593, rho = 0.998978
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190591, rho = 0.999117
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190589, rho = 0.998972
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190593, rho = 0.999064
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 91
nu = 0.879581
obj = -0.188352, rho = 0.999190
nSV = 175, nBSV = 161
Total nSV = 175
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 95
nu = 0.880829
obj = -0.218914, rho = 0.998838
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218911, rho = 0.999003
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.218907, rho = 0.998812
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.218913, rho = 0.998941
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 94
nu = 0.879581
obj = -0.216340, rho = 0.999067
nSV = 178, nBSV = 158
Total nSV = 178
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -0.251440, rho = 0.998660
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.251436, rho = 0.998826
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.251431, rho = 0.998618
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.251439, rho = 0.998773
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.248483, rho = 0.998896
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -0.288794, rho = 0.998461
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.288790, rho = 0.998627
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.288783, rho = 0.998374
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.288794, rho = 0.998591
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.285399, rho = 0.998732
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.331689, rho = 0.998181
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.331683, rho = 0.998398
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.331675, rho = 0.998066
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.331688, rho = 0.998381
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 100
nu = 0.879581
obj = -0.327790, rho = 0.998517
nSV = 184, nBSV = 152
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.380966, rho = 0.997910
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.380959, rho = 0.998107
nSV = 184, nBSV = 155
Total nSV = 184
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.380947, rho = 0.997705
nSV = 182, nBSV = 156
Total nSV = 182
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.380966, rho = 0.998053
nSV = 185, nBSV = 154
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.376489, rho = 0.998226
nSV = 185, nBSV = 149
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -0.437536, rho = 0.997557
nSV = 187, nBSV = 151
Total nSV = 187
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.437528, rho = 0.997754
nSV = 185, nBSV = 151
Total nSV = 185
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.437511, rho = 0.997358
nSV = 183, nBSV = 155
Total nSV = 183
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.437537, rho = 0.997690
nSV = 187, nBSV = 150
Total nSV = 187
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.432396, rho = 0.997893
nSV = 185, nBSV = 145
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.502494, rho = 0.997114
nSV = 188, nBSV = 147
Total nSV = 188
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.502482, rho = 0.997351
nSV = 185, nBSV = 148
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.502460, rho = 0.996915
nSV = 184, nBSV = 152
Total nSV = 184
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.502495, rho = 0.997267
nSV = 187, nBSV = 146
Total nSV = 187
*
optimization finished, #iter = 112
nu = 0.879581
obj = -0.496592, rho = 0.997483
nSV = 186, nBSV = 140
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 112
nu = 0.880829
obj = -0.577082, rho = 0.996641
nSV = 188, nBSV = 144
Total nSV = 188
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.577066, rho = 0.996896
nSV = 186, nBSV = 145
Total nSV = 186
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.577037, rho = 0.996422
nSV = 184, nBSV = 150
Total nSV = 184
*
optimization finished, #iter = 113
nu = 0.885417
obj = -0.577082, rho = 0.996813
nSV = 187, nBSV = 143
Total nSV = 187
*
optimization finished, #iter = 116
nu = 0.879581
obj = -0.570305, rho = 0.997066
nSV = 187, nBSV = 136
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -0.662725, rho = 0.996121
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 112
nu = 0.885417
obj = -0.662704, rho = 0.996394
nSV = 186, nBSV = 143
Total nSV = 186
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.662666, rho = 0.995864
nSV = 184, nBSV = 149
Total nSV = 184
*
optimization finished, #iter = 114
nu = 0.885417
obj = -0.662726, rho = 0.996326
nSV = 187, nBSV = 142
Total nSV = 187
*
optimization finished, #iter = 120
nu = 0.879581
obj = -0.654946, rho = 0.996560
nSV = 187, nBSV = 132
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 115
nu = 0.880829
obj = -0.761032, rho = 0.995535
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 114
nu = 0.885417
obj = -0.761004, rho = 0.995828
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 109
nu = 0.885417
obj = -0.760954, rho = 0.995225
nSV = 185, nBSV = 147
Total nSV = 185
*
optimization finished, #iter = 118
nu = 0.885417
obj = -0.761033, rho = 0.995751
nSV = 187, nBSV = 139
Total nSV = 187
*
optimization finished, #iter = 121
nu = 0.879581
obj = -0.752101, rho = 0.996035
nSV = 187, nBSV = 131
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -0.873889, rho = 0.994855
nSV = 188, nBSV = 142
Total nSV = 188
*
optimization finished, #iter = 116
nu = 0.885417
obj = -0.873853, rho = 0.995190
nSV = 187, nBSV = 140
Total nSV = 187
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.873786, rho = 0.994497
nSV = 185, nBSV = 146
Total nSV = 185
*
optimization finished, #iter = 119
nu = 0.885417
obj = -0.873891, rho = 0.995096
nSV = 187, nBSV = 138
Total nSV = 187
*
optimization finished, #iter = 123
nu = 0.879581
obj = -0.863638, rho = 0.995412
nSV = 187, nBSV = 129
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -1.003447, rho = 0.994073
nSV = 189, nBSV = 140
Total nSV = 189
*
optimization finished, #iter = 118
nu = 0.885417
obj = -1.003399, rho = 0.994452
nSV = 187, nBSV = 138
Total nSV = 187
*
optimization finished, #iter = 113
nu = 0.885417
obj = -1.003312, rho = 0.993674
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 120
nu = 0.885417
obj = -1.003449, rho = 0.994350
nSV = 187, nBSV = 137
Total nSV = 187
*
optimization finished, #iter = 126
nu = 0.879581
obj = -0.991681, rho = 0.994681
nSV = 187, nBSV = 126
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 120
nu = 0.880829
obj = -1.152128, rho = 0.993170
nSV = 189, nBSV = 139
Total nSV = 189
*
optimization finished, #iter = 120
nu = 0.885417
obj = -1.152065, rho = 0.993592
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 112
nu = 0.885417
obj = -1.151950, rho = 0.992740
nSV = 185, nBSV = 145
Total nSV = 185
*
optimization finished, #iter = 122
nu = 0.885417
obj = -1.152131, rho = 0.993479
nSV = 187, nBSV = 135
Total nSV = 187
*
optimization finished, #iter = 130
nu = 0.879581
obj = -1.138627, rho = 0.993820
nSV = 188, nBSV = 122
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -1.322748, rho = 0.992110
nSV = 189, nBSV = 137
Total nSV = 189
*
optimization finished, #iter = 122
nu = 0.885417
obj = -1.322664, rho = 0.992602
nSV = 187, nBSV = 134
Total nSV = 187
*
optimization finished, #iter = 114
nu = 0.885417
obj = -1.322512, rho = 0.991648
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 123
nu = 0.885417
obj = -1.322751, rho = 0.992500
nSV = 187, nBSV = 135
Total nSV = 187
*
optimization finished, #iter = 135
nu = 0.879581
obj = -1.307256, rho = 0.992843
nSV = 188, nBSV = 117
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 124
nu = 0.880829
obj = -1.518519, rho = 0.990924
nSV = 189, nBSV = 136
Total nSV = 189
*
optimization finished, #iter = 124
nu = 0.885417
obj = -1.518409, rho = 0.991483
nSV = 187, nBSV = 133
Total nSV = 187
*
optimization finished, #iter = 115
nu = 0.885417
obj = -1.518208, rho = 0.990403
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 125
nu = 0.885417
obj = -1.518523, rho = 0.991344
nSV = 188, nBSV = 133
Total nSV = 188
*
optimization finished, #iter = 144
nu = 0.879581
obj = -1.500749, rho = 0.991683
nSV = 188, nBSV = 108
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -1.743168, rho = 0.989576
nSV = 189, nBSV = 136
Total nSV = 189
*
optimization finished, #iter = 126
nu = 0.885417
obj = -1.743023, rho = 0.990189
nSV = 187, nBSV = 131
Total nSV = 187
*
optimization finished, #iter = 119
nu = 0.885417
obj = -1.742759, rho = 0.988970
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 126
nu = 0.885417
obj = -1.743173, rho = 0.990044
nSV = 188, nBSV = 132
Total nSV = 188
*
optimization finished, #iter = 153
nu = 0.879581
obj = -1.722788, rho = 0.990351
nSV = 188, nBSV = 99
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -2.000786, rho = 0.988026
nSV = 189, nBSV = 136
Total nSV = 189
*
optimization finished, #iter = 129
nu = 0.885417
obj = -2.000596, rho = 0.988698
nSV = 187, nBSV = 129
Total nSV = 187
*
optimization finished, #iter = 121
nu = 0.885417
obj = -2.000247, rho = 0.987307
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 128
nu = 0.885417
obj = -2.000794, rho = 0.988582
nSV = 188, nBSV = 132
Total nSV = 188
*
optimization finished, #iter = 155
nu = 0.879581
obj = -1.977417, rho = 0.988900
nSV = 188, nBSV = 97
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 128
nu = 0.880829
obj = -2.296042, rho = 0.986225
nSV = 190, nBSV = 134
Total nSV = 190
*
optimization finished, #iter = 137
nu = 0.885417
obj = -2.295793, rho = 0.986909
nSV = 188, nBSV = 121
Total nSV = 188
*
optimization finished, #iter = 121
nu = 0.885417
obj = -2.295330, rho = 0.985421
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 129
nu = 0.885417
obj = -2.296052, rho = 0.986856
nSV = 188, nBSV = 131
Total nSV = 188
*
optimization finished, #iter = 156
nu = 0.879581
obj = -2.269253, rho = 0.987242
nSV = 188, nBSV = 96
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 130
nu = 0.880829
obj = -2.634744, rho = 0.984165
nSV = 190, nBSV = 133
Total nSV = 190
*
optimization finished, #iter = 139
nu = 0.885417
obj = -2.634416, rho = 0.984937
nSV = 188, nBSV = 119
Total nSV = 188
*
optimization finished, #iter = 123
nu = 0.885417
obj = -2.633805, rho = 0.983239
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 131
nu = 0.885417
obj = -2.634757, rho = 0.984870
nSV = 188, nBSV = 129
Total nSV = 188
*
optimization finished, #iter = 159
nu = 0.879581
obj = -2.604042, rho = 0.985337
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 132
nu = 0.880829
obj = -3.022785, rho = 0.981798
nSV = 190, nBSV = 132
Total nSV = 190
*
optimization finished, #iter = 142
nu = 0.885417
obj = -3.022352, rho = 0.982664
nSV = 188, nBSV = 116
Total nSV = 188
*
optimization finished, #iter = 125
nu = 0.885417
obj = -3.021546, rho = 0.980746
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 138
nu = 0.885417
obj = -3.022804, rho = 0.982549
nSV = 189, nBSV = 123
Total nSV = 189
*
optimization finished, #iter = 159
nu = 0.879581
obj = -2.987611, rho = 0.983157
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 136
nu = 0.880829
obj = -3.467451, rho = 0.979047
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 150
nu = 0.885417
obj = -3.466879, rho = 0.980000
nSV = 190, nBSV = 109
Total nSV = 190
*
optimization finished, #iter = 126
nu = 0.885417
obj = -3.465814, rho = 0.977886
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 140
nu = 0.885417
obj = -3.467474, rho = 0.979925
nSV = 189, nBSV = 121
Total nSV = 189
*
optimization finished, #iter = 160
nu = 0.879581
obj = -3.427167, rho = 0.980659
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 137
nu = 0.880829
obj = -3.976708, rho = 0.975948
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 156
nu = 0.885417
obj = -3.975955, rho = 0.976971
nSV = 190, nBSV = 103
Total nSV = 190
*
optimization finished, #iter = 128
nu = 0.885417
obj = -3.974548, rho = 0.974587
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 144
nu = 0.885417
obj = -3.976739, rho = 0.976886
nSV = 189, nBSV = 117
Total nSV = 189
*
optimization finished, #iter = 161
nu = 0.879581
obj = -3.930596, rho = 0.977787
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 140
nu = 0.880829
obj = -4.559663, rho = 0.972377
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 159
nu = 0.885417
obj = -4.558669, rho = 0.973521
nSV = 190, nBSV = 100
Total nSV = 190
*
optimization finished, #iter = 129
nu = 0.885417
obj = -4.556812, rho = 0.970819
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 150
nu = 0.885417
obj = -4.559704, rho = 0.973390
nSV = 189, nBSV = 111
Total nSV = 189
*
optimization finished, #iter = 162
nu = 0.879581
obj = -4.506907, rho = 0.974489
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 142
nu = 0.880829
obj = -5.226488, rho = 0.968283
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 162
nu = 0.885417
obj = -5.225176, rho = 0.969580
nSV = 190, nBSV = 99
Total nSV = 190
*
optimization finished, #iter = 130
nu = 0.885417
obj = -5.222725, rho = 0.966481
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 155
nu = 0.885417
obj = -5.226543, rho = 0.969391
nSV = 189, nBSV = 106
Total nSV = 189
*
optimization finished, #iter = 167
nu = 0.879581
obj = -5.166171, rho = 0.970706
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 143
nu = 0.880829
obj = -5.988995, rho = 0.963567
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 165
nu = 0.885417
obj = -5.987265, rho = 0.965048
nSV = 190, nBSV = 97
Total nSV = 190
*
optimization finished, #iter = 131
nu = 0.885417
obj = -5.984031, rho = 0.961484
nSV = 187, nBSV = 141
Total nSV = 187
*
optimization finished, #iter = 161
nu = 0.885417
obj = -5.989070, rho = 0.964824
nSV = 190, nBSV = 104
Total nSV = 190
*
optimization finished, #iter = 168
nu = 0.879581
obj = -5.920082, rho = 0.966350
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 147
nu = 0.880829
obj = -6.860192, rho = 0.958166
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 167
nu = 0.885417
obj = -6.857909, rho = 0.959842
nSV = 190, nBSV = 96
Total nSV = 190
*
optimization finished, #iter = 132
nu = 0.885417
obj = -6.853641, rho = 0.955742
nSV = 187, nBSV = 140
Total nSV = 187
*
optimization finished, #iter = 165
nu = 0.885417
obj = -6.860291, rho = 0.959574
nSV = 190, nBSV = 102
Total nSV = 190
*
optimization finished, #iter = 172
nu = 0.879581
obj = -6.781524, rho = 0.961347
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 148
nu = 0.880829
obj = -7.854618, rho = 0.951925
nSV = 190, nBSV = 127
Total nSV = 190
*
optimization finished, #iter = 168
nu = 0.885417
obj = -7.851606, rho = 0.953869
nSV = 190, nBSV = 96
Total nSV = 190
*
optimization finished, #iter = 134
nu = 0.885417
obj = -7.845975, rho = 0.949139
nSV = 187, nBSV = 139
Total nSV = 187
*
optimization finished, #iter = 167
nu = 0.885417
obj = -7.854749, rho = 0.953545
nSV = 190, nBSV = 100
Total nSV = 190
*
optimization finished, #iter = 174
nu = 0.879581
obj = -7.764903, rho = 0.955589
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 150
nu = 0.880829
obj = -8.988796, rho = 0.944773
nSV = 190, nBSV = 127
Total nSV = 190
*
optimization finished, #iter = 168
nu = 0.885417
obj = -8.984821, rho = 0.947010
nSV = 190, nBSV = 96
Total nSV = 190
*
optimization finished, #iter = 138
nu = 0.885417
obj = -8.977392, rho = 0.941577
nSV = 187, nBSV = 138
Total nSV = 187
*
optimization finished, #iter = 168
nu = 0.885417
obj = -8.988968, rho = 0.946636
nSV = 190, nBSV = 100
Total nSV = 190
*
optimization finished, #iter = 176
nu = 0.879581
obj = -8.886599, rho = 0.948971
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 151
nu = 0.880829
obj = -10.280955, rho = 0.936564
nSV = 190, nBSV = 127
Total nSV = 190
*
optimization finished, #iter = 173
nu = 0.885417
obj = -10.275712, rho = 0.939152
nSV = 190, nBSV = 96
Total nSV = 190
*
optimization finished, #iter = 139
nu = 0.885417
obj = -10.265906, rho = 0.932891
nSV = 187, nBSV = 138
Total nSV = 187
*
optimization finished, #iter = 172
nu = 0.885417
obj = -10.281183, rho = 0.938683
nSV = 190, nBSV = 99
Total nSV = 190
*
optimization finished, #iter = 179
nu = 0.879581
obj = -10.164692, rho = 0.941381
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -11.751006, rho = 0.927135
nSV = 190, nBSV = 127
Total nSV = 190
*
optimization finished, #iter = 175
nu = 0.885417
obj = -11.744087, rho = 0.930103
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 140
nu = 0.885417
obj = -11.731149, rho = 0.922922
nSV = 187, nBSV = 138
Total nSV = 187
*
optimization finished, #iter = 175
nu = 0.885417
obj = -11.751307, rho = 0.929600
nSV = 190, nBSV = 99
Total nSV = 190
*
optimization finished, #iter = 181
nu = 0.879581
obj = -11.618946, rho = 0.932661
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -13.420717, rho = 0.916284
nSV = 190, nBSV = 126
Total nSV = 190
*
optimization finished, #iter = 180
nu = 0.885417
obj = -13.411589, rho = 0.919711
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 142
nu = 0.885417
obj = -13.394516, rho = 0.911442
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 177
nu = 0.885417
obj = -13.421115, rho = 0.919131
nSV = 190, nBSV = 99
Total nSV = 190
*
optimization finished, #iter = 185
nu = 0.879581
obj = -13.270992, rho = 0.922645
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 157
nu = 0.880829
obj = -15.314039, rho = 0.903836
nSV = 190, nBSV = 126
Total nSV = 190
*
optimization finished, #iter = 184
nu = 0.885417
obj = -15.301995, rho = 0.907758
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 143
nu = 0.885417
obj = -15.279466, rho = 0.898281
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 177
nu = 0.885417
obj = -15.314563, rho = 0.907106
nSV = 190, nBSV = 99
Total nSV = 190
*
optimization finished, #iter = 187
nu = 0.879581
obj = -15.144647, rho = 0.911149
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 158
nu = 0.880829
obj = -17.456431, rho = 0.889543
nSV = 190, nBSV = 126
Total nSV = 190
*
optimization finished, #iter = 186
nu = 0.885417
obj = -17.440539, rho = 0.894038
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 149
nu = 0.885417
obj = -17.410813, rho = 0.883145
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 183
nu = 0.885417
obj = -17.457124, rho = 0.893306
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 192
nu = 0.879581
obj = -17.265278, rho = 0.897931
nSV = 188, nBSV = 95
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 160
nu = 0.880829
obj = -19.873825, rho = 0.873103
nSV = 190, nBSV = 125
Total nSV = 190
*
optimization finished, #iter = 191
nu = 0.885417
obj = -19.852856, rho = 0.878276
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 151
nu = 0.885417
obj = -19.813632, rho = 0.865779
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 182
nu = 0.885417
obj = -19.874739, rho = 0.877437
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 194
nu = 0.879581
obj = -19.658775, rho = 0.882729
nSV = 188, nBSV = 94
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 164
nu = 0.880829
obj = -22.594358, rho = 0.854238
nSV = 190, nBSV = 125
Total nSV = 190
*.*
optimization finished, #iter = 192
nu = 0.885417
obj = -22.566688, rho = 0.860173
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 153
nu = 0.885417
obj = -22.514930, rho = 0.845816
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 184
nu = 0.885417
obj = -22.595564, rho = 0.859197
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 197
nu = 0.879581
obj = -22.353297, rho = 0.865289
nSV = 188, nBSV = 94
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 166
nu = 0.880829
obj = -25.643697, rho = 0.832558
nSV = 190, nBSV = 125
Total nSV = 190
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -25.607187, rho = 0.839386
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 157
nu = 0.885417
obj = -25.538894, rho = 0.822901
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 188
nu = 0.885417
obj = -25.645289, rho = 0.838256
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 199
nu = 0.879581
obj = -25.374671, rho = 0.845266
nSV = 188, nBSV = 94
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -29.046734, rho = 0.807657
nSV = 190, nBSV = 125
Total nSV = 190
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -28.998563, rho = 0.815495
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 157
nu = 0.885417
obj = -28.908455, rho = 0.796573
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 191
nu = 0.885417
obj = -29.048836, rho = 0.814208
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 206
nu = 0.879581
obj = -28.748108, rho = 0.822267
nSV = 188, nBSV = 94
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -32.826929, rho = 0.779048
nSV = 190, nBSV = 125
Total nSV = 190
*.*
optimization finished, #iter = 200
nu = 0.885417
obj = -32.763363, rho = 0.788062
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 158
nu = 0.885417
obj = -32.644456, rho = 0.766320
nSV = 187, nBSV = 136
Total nSV = 187
*.*
optimization finished, #iter = 196
nu = 0.885417
obj = -32.829704, rho = 0.786575
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 207
nu = 0.879581
obj = -32.497605, rho = 0.795840
nSV = 188, nBSV = 94
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -36.995303, rho = 0.746195
nSV = 190, nBSV = 125
Total nSV = 190
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -36.911430, rho = 0.756551
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 158
nu = 0.885417
obj = -36.754534, rho = 0.731587
nSV = 187, nBSV = 136
Total nSV = 187
*.*
optimization finished, #iter = 199
nu = 0.885417
obj = -36.998965, rho = 0.754863
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 209
nu = 0.879581
obj = -36.635110, rho = 0.765479
nSV = 188, nBSV = 93
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -41.555642, rho = 0.708454
nSV = 190, nBSV = 124
Total nSV = 190
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -41.444976, rho = 0.720358
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 161
nu = 0.885417
obj = -41.237955, rho = 0.691681
nSV = 187, nBSV = 136
Total nSV = 187
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -41.560474, rho = 0.718389
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 212
nu = 0.879581
obj = -41.165772, rho = 0.730613
nSV = 188, nBSV = 93
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 175
nu = 0.880829
obj = -46.495192, rho = 0.665089
nSV = 190, nBSV = 124
Total nSV = 190
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -46.349160, rho = 0.678767
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 163
nu = 0.885417
obj = -46.075981, rho = 0.645836
nSV = 187, nBSV = 136
Total nSV = 187
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -46.501568, rho = 0.676515
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 213
nu = 0.879581
obj = -46.078853, rho = 0.690555
nSV = 188, nBSV = 93
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 178
nu = 0.880829
obj = -51.771573, rho = 0.615291
nSV = 190, nBSV = 124
Total nSV = 190
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -51.578885, rho = 0.631003
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 166
nu = 0.885417
obj = -51.218429, rho = 0.593160
nSV = 187, nBSV = 136
Total nSV = 187
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -51.779987, rho = 0.628397
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 214
nu = 0.879581
obj = -51.334904, rho = 0.644543
nSV = 188, nBSV = 93
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 181
nu = 0.880829
obj = -57.310122, rho = 0.558085
nSV = 190, nBSV = 124
Total nSV = 190
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -57.055864, rho = 0.576142
nSV = 190, nBSV = 95
Total nSV = 190
*
optimization finished, #iter = 170
nu = 0.885417
obj = -56.580232, rho = 0.532646
nSV = 187, nBSV = 136
Total nSV = 187
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -57.321225, rho = 0.573135
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -56.863384, rho = 0.591682
nSV = 188, nBSV = 93
Total nSV = 188
Cross Validation Accuracy = 56.25%
*
optimization finished, #iter = 183
nu = 0.880829
obj = -62.981219, rho = 0.492377
nSV = 190, nBSV = 124
Total nSV = 190
*.*
optimization finished, #iter = 231
nu = 0.881755
obj = -62.661135, rho = 0.515444
nSV = 190, nBSV = 93
Total nSV = 190
*
optimization finished, #iter = 173
nu = 0.882023
obj = -62.030188, rho = 0.468219
nSV = 187, nBSV = 133
Total nSV = 187
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -62.995870, rho = 0.509702
nSV = 190, nBSV = 99
Total nSV = 190
*.*
optimization finished, #iter = 225
nu = 0.877326
obj = -62.546289, rho = 0.532350
nSV = 188, nBSV = 91
Total nSV = 188
Cross Validation Accuracy = 56.25%
*
optimization finished, #iter = 185
nu = 0.880829
obj = -68.585461, rho = 0.416897
nSV = 190, nBSV = 124
Total nSV = 190
*.*
optimization finished, #iter = 235
nu = 0.875544
obj = -68.274061, rho = 0.447951
nSV = 190, nBSV = 93
Total nSV = 190
*
optimization finished, #iter = 173
nu = 0.875908
obj = -67.436298, rho = 0.399140
nSV = 188, nBSV = 131
Total nSV = 188
*.*
optimization finished, #iter = 212
nu = 0.881360
obj = -68.630204, rho = 0.439850
nSV = 190, nBSV = 97
Total nSV = 190
*.*
optimization finished, #iter = 233
nu = 0.871452
obj = -68.265238, rho = 0.466909
nSV = 188, nBSV = 90
Total nSV = 188
Cross Validation Accuracy = 57.5%
*
optimization finished, #iter = 186
nu = 0.880829
obj = -73.821035, rho = 0.330202
nSV = 190, nBSV = 124
Total nSV = 190
*.*
optimization finished, #iter = 229
nu = 0.870125
obj = -73.647127, rho = 0.370403
nSV = 190, nBSV = 93
Total nSV = 190
*
optimization finished, #iter = 178
nu = 0.870592
obj = -72.533754, rho = 0.319360
nSV = 188, nBSV = 129
Total nSV = 188
*.*
optimization finished, #iter = 224
nu = 0.876672
obj = -74.000208, rho = 0.360657
nSV = 190, nBSV = 96
Total nSV = 190
.*
optimization finished, #iter = 245
nu = 0.866011
obj = -73.798010, rho = 0.391991
nSV = 188, nBSV = 90
Total nSV = 188
Cross Validation Accuracy = 58.3333%
*
optimization finished, #iter = 189
nu = 0.879065
obj = -78.258657, rho = 0.233511
nSV = 190, nBSV = 123
Total nSV = 190
*.*
optimization finished, #iter = 240
nu = 0.865379
obj = -78.400746, rho = 0.281274
nSV = 189, nBSV = 90
Total nSV = 189
*.*
optimization finished, #iter = 192
nu = 0.865956
obj = -76.922344, rho = 0.227419
nSV = 188, nBSV = 127
Total nSV = 188
*.*
optimization finished, #iter = 231
nu = 0.870133
obj = -78.737788, rho = 0.272133
nSV = 189, nBSV = 94
Total nSV = 189
.*
optimization finished, #iter = 255
nu = 0.861532
obj = -78.787186, rho = 0.305628
nSV = 187, nBSV = 89
Total nSV = 187
Cross Validation Accuracy = 60.4167%
*.*
optimization finished, #iter = 238
nu = 0.866214
obj = -81.403238, rho = 0.138446
nSV = 190, nBSV = 89
Total nSV = 190
.*
optimization finished, #iter = 266
nu = 0.853363
obj = -82.065506, rho = 0.187422
nSV = 189, nBSV = 83
Total nSV = 189
*.*
optimization finished, #iter = 226
nu = 0.852876
obj = -80.079241, rho = 0.135759
nSV = 186, nBSV = 85
Total nSV = 186
*.*
optimization finished, #iter = 239
nu = 0.860981
obj = -82.367650, rho = 0.174365
nSV = 189, nBSV = 90
Total nSV = 189
.*
optimization finished, #iter = 273
nu = 0.853054
obj = -82.744888, rho = 0.211195
nSV = 187, nBSV = 82
Total nSV = 187
Cross Validation Accuracy = 62.5%
.*
optimization finished, #iter = 301
nu = 0.827948
obj = -83.025940, rho = 0.061834
nSV = 190, nBSV = 65
Total nSV = 190
.*
optimization finished, #iter = 311
nu = 0.823094
obj = -84.277825, rho = 0.103681
nSV = 188, nBSV = 66
Total nSV = 188
.*
optimization finished, #iter = 307
nu = 0.812708
obj = -81.842016, rho = 0.062188
nSV = 186, nBSV = 66
Total nSV = 186
.*
optimization finished, #iter = 311
nu = 0.831900
obj = -84.454599, rho = 0.087963
nSV = 189, nBSV = 69
Total nSV = 189
.*
optimization finished, #iter = 316
nu = 0.828087
obj = -85.257808, rho = 0.123330
nSV = 187, nBSV = 71
Total nSV = 187
Cross Validation Accuracy = 65.8333%
.*
optimization finished, #iter = 356
nu = 0.742607
obj = -83.491942, rho = 0.043078
nSV = 190, nBSV = 9
Total nSV = 190
.*
optimization finished, #iter = 353
nu = 0.750485
obj = -85.180381, rho = 0.070141
nSV = 188, nBSV = 13
Total nSV = 188
.*
optimization finished, #iter = 340
nu = 0.731130
obj = -82.512375, rho = 0.040820
nSV = 186, nBSV = 12
Total nSV = 186
.*
optimization finished, #iter = 372
nu = 0.755255
obj = -85.210952, rho = 0.057781
nSV = 189, nBSV = 16
Total nSV = 189
.*
optimization finished, #iter = 335
nu = 0.760966
obj = -86.341420, rho = 0.083344
nSV = 187, nBSV = 15
Total nSV = 187
Cross Validation Accuracy = 67.9167%
.*
optimization finished, #iter = 372
nu = 0.652044
obj = -83.751009, rho = 0.043886
nSV = 190, nBSV = 5
Total nSV = 190
.*
optimization finished, #iter = 357
nu = 0.661685
obj = -85.786689, rho = 0.068941
nSV = 188, nBSV = 9
Total nSV = 188
.*
optimization finished, #iter = 340
nu = 0.642957
obj = -82.976580, rho = 0.039864
nSV = 186, nBSV = 7
Total nSV = 186
.*
optimization finished, #iter = 369
nu = 0.665812
obj = -85.642685, rho = 0.056238
nSV = 189, nBSV = 7
Total nSV = 189
.*
optimization finished, #iter = 341
nu = 0.672308
obj = -87.058955, rho = 0.082201
nSV = 187, nBSV = 11
Total nSV = 187
Cross Validation Accuracy = 67.9167%
.*.*
optimization finished, #iter = 390
nu = 0.570241
obj = -83.911813, rho = 0.045054
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 362
nu = 0.581976
obj = -86.279395, rho = 0.067208
nSV = 189, nBSV = 5
Total nSV = 189
.*
optimization finished, #iter = 353
nu = 0.564229
obj = -83.360558, rho = 0.039174
nSV = 185, nBSV = 4
Total nSV = 185
.*
optimization finished, #iter = 368
nu = 0.583468
obj = -85.964902, rho = 0.056468
nSV = 188, nBSV = 3
Total nSV = 188
.*
optimization finished, #iter = 351
nu = 0.591795
obj = -87.654315, rho = 0.080937
nSV = 187, nBSV = 5
Total nSV = 187
Cross Validation Accuracy = 67.5%
.*
optimization finished, #iter = 377
nu = 0.497746
obj = -84.040732, rho = 0.045089
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 357
nu = 0.511297
obj = -86.673840, rho = 0.065564
nSV = 189, nBSV = 5
Total nSV = 189
.*
optimization finished, #iter = 345
nu = 0.493890
obj = -83.694405, rho = 0.039037
nSV = 185, nBSV = 3
Total nSV = 185
.*
optimization finished, #iter = 366
nu = 0.510331
obj = -86.242111, rho = 0.055502
nSV = 188, nBSV = 2
Total nSV = 188
.*
optimization finished, #iter = 357
nu = 0.519984
obj = -88.171805, rho = 0.079595
nSV = 187, nBSV = 5
Total nSV = 187
Cross Validation Accuracy = 67.5%
.*
optimization finished, #iter = 379
nu = 0.434644
obj = -84.134433, rho = 0.045109
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 357
nu = 0.448938
obj = -86.947775, rho = 0.064496
nSV = 189, nBSV = 4
Total nSV = 189
.*
optimization finished, #iter = 346
nu = 0.432480
obj = -83.986129, rho = 0.038766
nSV = 185, nBSV = 2
Total nSV = 185
.*
optimization finished, #iter = 364
nu = 0.446498
obj = -86.479142, rho = 0.054312
nSV = 188, nBSV = 2
Total nSV = 188
.*
optimization finished, #iter = 370
nu = 0.457102
obj = -88.585325, rho = 0.078287
nSV = 187, nBSV = 4
Total nSV = 187
Cross Validation Accuracy = 67.5%
.*
optimization finished, #iter = 378
nu = 0.379614
obj = -84.171365, rho = 0.045412
nSV = 190, nBSV = 1
Total nSV = 190
.*
optimization finished, #iter = 374
nu = 0.393859
obj = -87.077999, rho = 0.064057
nSV = 188, nBSV = 2
Total nSV = 188
.*
optimization finished, #iter = 335
nu = 0.378183
obj = -84.224907, rho = 0.038251
nSV = 185, nBSV = 1
Total nSV = 185
.*
optimization finished, #iter = 365
nu = 0.390364
obj = -86.654868, rho = 0.053443
nSV = 188, nBSV = 1
Total nSV = 188
.*
optimization finished, #iter = 365
nu = 0.400930
obj = -88.884286, rho = 0.077837
nSV = 187, nBSV = 1
Total nSV = 187
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 378
nu = 0.330527
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.343805
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 344
nu = 0.330484
obj = -84.438802, rho = 0.038093
nSV = 185, nBSV = 1
Total nSV = 185
.*
optimization finished, #iter = 360
nu = 0.341010
obj = -86.789209, rho = 0.052907
nSV = 188, nBSV = 1
Total nSV = 188
.*
optimization finished, #iter = 355
nu = 0.350326
obj = -89.128777, rho = 0.077761
nSV = 187, nBSV = 1
Total nSV = 187
Cross Validation Accuracy = 67.0833%
.*
optimization finished, #iter = 378
nu = 0.287742
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.299301
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 350
nu = 0.288941
obj = -84.613180, rho = 0.037904
nSV = 185, nBSV = 1
Total nSV = 185
.*
optimization finished, #iter = 368
nu = 0.298055
obj = -86.864649, rho = 0.052294
nSV = 188, nBSV = 1
Total nSV = 188
.*
optimization finished, #iter = 364
nu = 0.306280
obj = -89.339698, rho = 0.077680
nSV = 187, nBSV = 1
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.250491
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.260554
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 354
nu = 0.252780
obj = -84.719383, rho = 0.037681
nSV = 185, nBSV = 1
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.259872
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 360
nu = 0.267932
obj = -89.489722, rho = 0.077589
nSV = 187, nBSV = 1
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.218065
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.226825
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.220660
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.226231
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.234396
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.189837
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.197462
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.192096
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.196946
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.204053
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.165264
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.171902
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.167230
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.171452
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.177640
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.143869
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.149648
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.145581
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.149256
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.154643
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.125246
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.130277
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.126736
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.129936
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.134625
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.109033
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.113413
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.110330
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.113116
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.117198
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.094918
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.098731
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.096048
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.098473
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.102027
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.082631
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.085950
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.083614
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.085725
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.088819
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.071935
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.074825
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.072791
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.074629
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.077322
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.062623
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.065138
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.063368
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.064968
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.067313
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.054516
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.056706
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.055165
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.056558
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.058599
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.047459
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.049366
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.048024
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.049236
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.051013
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.041316
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.042975
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.041807
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.042863
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.044410
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.035967
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.037412
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.036395
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.037314
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.038661
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.031311
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.032569
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.031684
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.032484
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.033656
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.027258
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.028353
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.027583
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.028279
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.029300
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.023730
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.024683
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.024012
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.024618
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.025507
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.020658
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.021488
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.020904
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.021431
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.022205
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.017984
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.018706
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.018198
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.018657
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.019330
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.015656
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.016285
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.015842
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.016242
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.016828
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.013629
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.014177
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.013791
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.014139
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.014650
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.011865
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.012341
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.012006
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.012309
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.012753
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.010329
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.010744
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.010452
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.010716
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.011102
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.008992
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.009353
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.009099
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.009329
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.009665
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.007828
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.008142
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.007921
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.008121
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.008414
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.006815
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.007088
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.006896
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.007070
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.007325
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.005932
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.006171
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.006003
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.006155
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.006377
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.005164
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.005372
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.005226
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.005358
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.005551
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.004496
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.004677
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.004549
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.004664
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.004833
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.003914
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.004071
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.003961
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.004060
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.004207
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.003407
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.003544
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.003448
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.003535
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.003662
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.002966
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.003085
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.003002
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.003077
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.003188
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.002582
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.002686
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.002613
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.002679
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.002776
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.002248
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.002338
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.002275
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.002332
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.002416
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.001957
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.002036
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.001980
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.002030
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.002104
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.001704
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.001772
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.001724
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.001767
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.001831
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.001483
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.001543
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.001501
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.001539
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.001594
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.001291
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.001343
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.001306
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.001339
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.001388
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.001124
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.001169
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.001137
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.001166
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.001208
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.000978
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.001018
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.000990
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.001015
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.001052
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
.*
optimization finished, #iter = 378
nu = 0.000852
obj = -84.171463, rho = 0.045463
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.000886
obj = -87.100485, rho = 0.063913
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 352
nu = 0.000862
obj = -84.734893, rho = 0.037561
nSV = 185, nBSV = 0
Total nSV = 185
.*
optimization finished, #iter = 374
nu = 0.000884
obj = -86.871211, rho = 0.052056
nSV = 188, nBSV = 0
Total nSV = 188
.*
optimization finished, #iter = 361
nu = 0.000916
obj = -89.541083, rho = 0.077494
nSV = 187, nBSV = 0
Total nSV = 187
Cross Validation Accuracy = 66.6667%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165931, rho = 0.999121
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165929, rho = 0.999180
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165927, rho = 0.999081
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165930, rho = 0.999203
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.163978, rho = 0.999250
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.190595, rho = 0.999077
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190594, rho = 0.999187
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190591, rho = 0.999075
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190595, rho = 0.999160
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 92
nu = 0.879581
obj = -0.188354, rho = 0.999248
nSV = 176, nBSV = 160
Total nSV = 176
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.218917, rho = 0.998964
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.218915, rho = 0.999094
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.218911, rho = 0.998917
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218916, rho = 0.999028
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.879581
obj = -0.216343, rho = 0.999131
nSV = 181, nBSV = 155
Total nSV = 181
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.251443, rho = 0.998810
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.251440, rho = 0.998944
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.251436, rho = 0.998727
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.251443, rho = 0.998886
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.248487, rho = 0.998987
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -0.288800, rho = 0.998609
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.288795, rho = 0.998735
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.288790, rho = 0.998508
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.288799, rho = 0.998720
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 100
nu = 0.879581
obj = -0.285405, rho = 0.998816
nSV = 184, nBSV = 152
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -0.331696, rho = 0.998367
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.331691, rho = 0.998482
nSV = 184, nBSV = 155
Total nSV = 184
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.331684, rho = 0.998252
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.331695, rho = 0.998464
nSV = 185, nBSV = 154
Total nSV = 185
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.327797, rho = 0.998618
nSV = 185, nBSV = 151
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.380976, rho = 0.998101
nSV = 186, nBSV = 153
Total nSV = 186
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.380970, rho = 0.998168
nSV = 186, nBSV = 150
Total nSV = 186
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.380960, rho = 0.997959
nSV = 184, nBSV = 155
Total nSV = 184
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.380975, rho = 0.998144
nSV = 187, nBSV = 150
Total nSV = 187
*
optimization finished, #iter = 106
nu = 0.879581
obj = -0.376499, rho = 0.998312
nSV = 187, nBSV = 146
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.437550, rho = 0.997747
nSV = 188, nBSV = 149
Total nSV = 188
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.437541, rho = 0.997860
nSV = 186, nBSV = 148
Total nSV = 186
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.437527, rho = 0.997655
nSV = 184, nBSV = 155
Total nSV = 184
*
optimization finished, #iter = 109
nu = 0.885417
obj = -0.437549, rho = 0.997791
nSV = 187, nBSV = 146
Total nSV = 187
*
optimization finished, #iter = 110
nu = 0.879581
obj = -0.432408, rho = 0.997994
nSV = 187, nBSV = 142
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -0.502512, rho = 0.997322
nSV = 188, nBSV = 144
Total nSV = 188
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.502500, rho = 0.997476
nSV = 186, nBSV = 145
Total nSV = 186
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.502481, rho = 0.997226
nSV = 184, nBSV = 152
Total nSV = 184
*
optimization finished, #iter = 111
nu = 0.885417
obj = -0.502510, rho = 0.997429
nSV = 188, nBSV = 144
Total nSV = 188
*
optimization finished, #iter = 116
nu = 0.879581
obj = -0.496608, rho = 0.997589
nSV = 187, nBSV = 136
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -0.577105, rho = 0.996901
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 112
nu = 0.885417
obj = -0.577089, rho = 0.997072
nSV = 186, nBSV = 143
Total nSV = 186
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.577065, rho = 0.996725
nSV = 184, nBSV = 148
Total nSV = 184
*
optimization finished, #iter = 114
nu = 0.885417
obj = -0.577103, rho = 0.997018
nSV = 188, nBSV = 142
Total nSV = 188
*
optimization finished, #iter = 121
nu = 0.879581
obj = -0.570327, rho = 0.997159
nSV = 187, nBSV = 131
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -0.662757, rho = 0.996385
nSV = 189, nBSV = 140
Total nSV = 189
*
optimization finished, #iter = 116
nu = 0.885417
obj = -0.662735, rho = 0.996570
nSV = 187, nBSV = 139
Total nSV = 187
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.662703, rho = 0.996211
nSV = 184, nBSV = 147
Total nSV = 184
*
optimization finished, #iter = 117
nu = 0.885417
obj = -0.662753, rho = 0.996527
nSV = 188, nBSV = 139
Total nSV = 188
*
optimization finished, #iter = 123
nu = 0.879581
obj = -0.654975, rho = 0.996704
nSV = 187, nBSV = 129
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -0.761073, rho = 0.995819
nSV = 189, nBSV = 138
Total nSV = 189
*
optimization finished, #iter = 118
nu = 0.885417
obj = -0.761045, rho = 0.996024
nSV = 187, nBSV = 137
Total nSV = 187
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.761002, rho = 0.995612
nSV = 184, nBSV = 145
Total nSV = 184
*
optimization finished, #iter = 121
nu = 0.885417
obj = -0.761070, rho = 0.995982
nSV = 189, nBSV = 136
Total nSV = 189
*
optimization finished, #iter = 125
nu = 0.879581
obj = -0.752139, rho = 0.996180
nSV = 187, nBSV = 127
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 121
nu = 0.880829
obj = -0.873944, rho = 0.995176
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 119
nu = 0.885417
obj = -0.873906, rho = 0.995417
nSV = 187, nBSV = 136
Total nSV = 187
*
optimization finished, #iter = 112
nu = 0.885417
obj = -0.873850, rho = 0.994942
nSV = 185, nBSV = 144
Total nSV = 185
*
optimization finished, #iter = 123
nu = 0.885417
obj = -0.873939, rho = 0.995356
nSV = 190, nBSV = 134
Total nSV = 190
*
optimization finished, #iter = 130
nu = 0.879581
obj = -0.863689, rho = 0.995533
nSV = 188, nBSV = 122
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -1.003519, rho = 0.994455
nSV = 190, nBSV = 135
Total nSV = 190
*
optimization finished, #iter = 123
nu = 0.885417
obj = -1.003470, rho = 0.994668
nSV = 187, nBSV = 132
Total nSV = 187
*
optimization finished, #iter = 113
nu = 0.885417
obj = -1.003395, rho = 0.994170
nSV = 186, nBSV = 143
Total nSV = 186
*
optimization finished, #iter = 125
nu = 0.885417
obj = -1.003512, rho = 0.994633
nSV = 190, nBSV = 132
Total nSV = 190
*
optimization finished, #iter = 141
nu = 0.879581
obj = -0.991751, rho = 0.994738
nSV = 188, nBSV = 111
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 125
nu = 0.880829
obj = -1.152224, rho = 0.993585
nSV = 189, nBSV = 133
Total nSV = 189
*
optimization finished, #iter = 127
nu = 0.885417
obj = -1.152159, rho = 0.993811
nSV = 187, nBSV = 128
Total nSV = 187
*
optimization finished, #iter = 115
nu = 0.885417
obj = -1.152060, rho = 0.993271
nSV = 186, nBSV = 141
Total nSV = 186
*
optimization finished, #iter = 128
nu = 0.885417
obj = -1.152215, rho = 0.993765
nSV = 190, nBSV = 129
Total nSV = 190
*
optimization finished, #iter = 148
nu = 0.879581
obj = -1.138720, rho = 0.993889
nSV = 188, nBSV = 104
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 128
nu = 0.880829
obj = -1.322874, rho = 0.992589
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 135
nu = 0.885417
obj = -1.322791, rho = 0.992794
nSV = 190, nBSV = 121
Total nSV = 190
*
optimization finished, #iter = 116
nu = 0.885417
obj = -1.322657, rho = 0.992248
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 128
nu = 0.885417
obj = -1.322862, rho = 0.992838
nSV = 190, nBSV = 129
Total nSV = 190
*
optimization finished, #iter = 154
nu = 0.879581
obj = -1.307379, rho = 0.992922
nSV = 189, nBSV = 98
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 130
nu = 0.880829
obj = -1.518686, rho = 0.991451
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 139
nu = 0.885417
obj = -1.518577, rho = 0.991679
nSV = 190, nBSV = 117
Total nSV = 190
*
optimization finished, #iter = 118
nu = 0.885417
obj = -1.518400, rho = 0.991079
nSV = 186, nBSV = 139
Total nSV = 186
*
optimization finished, #iter = 133
nu = 0.885417
obj = -1.518670, rho = 0.991698
nSV = 190, nBSV = 124
Total nSV = 190
*
optimization finished, #iter = 156
nu = 0.879581
obj = -1.500910, rho = 0.991858
nSV = 189, nBSV = 96
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 130
nu = 0.880829
obj = -1.743388, rho = 0.990179
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 149
nu = 0.885417
obj = -1.743246, rho = 0.990340
nSV = 190, nBSV = 107
Total nSV = 190
*
optimization finished, #iter = 120
nu = 0.885417
obj = -1.743011, rho = 0.989716
nSV = 186, nBSV = 137
Total nSV = 186
*
optimization finished, #iter = 139
nu = 0.885417
obj = -1.743369, rho = 0.990381
nSV = 190, nBSV = 118
Total nSV = 190
*
optimization finished, #iter = 158
nu = 0.879581
obj = -1.722997, rho = 0.990632
nSV = 189, nBSV = 94
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 133
nu = 0.880829
obj = -2.001078, rho = 0.988677
nSV = 190, nBSV = 125
Total nSV = 190
*
optimization finished, #iter = 156
nu = 0.885417
obj = -2.000892, rho = 0.988823
nSV = 190, nBSV = 100
Total nSV = 190
*
optimization finished, #iter = 122
nu = 0.885417
obj = -2.000580, rho = 0.988189
nSV = 188, nBSV = 137
Total nSV = 188
*
optimization finished, #iter = 151
nu = 0.885417
obj = -2.001055, rho = 0.988827
nSV = 190, nBSV = 107
Total nSV = 190
*
optimization finished, #iter = 159
nu = 0.879581
obj = -1.977693, rho = 0.989233
nSV = 189, nBSV = 93
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 136
nu = 0.880829
obj = -2.296427, rho = 0.986971
nSV = 190, nBSV = 123
Total nSV = 190
*
optimization finished, #iter = 163
nu = 0.885417
obj = -2.296183, rho = 0.987129
nSV = 191, nBSV = 96
Total nSV = 191
*
optimization finished, #iter = 124
nu = 0.885417
obj = -2.295769, rho = 0.986414
nSV = 188, nBSV = 136
Total nSV = 188
*
optimization finished, #iter = 160
nu = 0.885417
obj = -2.296398, rho = 0.987096
nSV = 190, nBSV = 99
Total nSV = 190
*
optimization finished, #iter = 160
nu = 0.879581
obj = -2.269617, rho = 0.987627
nSV = 189, nBSV = 92
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 140
nu = 0.880829
obj = -2.635253, rho = 0.984978
nSV = 190, nBSV = 119
Total nSV = 190
*
optimization finished, #iter = 165
nu = 0.885417
obj = -2.634931, rho = 0.985213
nSV = 191, nBSV = 95
Total nSV = 191
*
optimization finished, #iter = 127
nu = 0.885417
obj = -2.634385, rho = 0.984378
nSV = 188, nBSV = 134
Total nSV = 188
*
optimization finished, #iter = 161
nu = 0.885417
obj = -2.635214, rho = 0.985169
nSV = 190, nBSV = 98
Total nSV = 190
*
optimization finished, #iter = 161
nu = 0.879581
obj = -2.604522, rho = 0.985789
nSV = 189, nBSV = 92
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 148
nu = 0.880829
obj = -3.023459, rho = 0.982670
nSV = 191, nBSV = 112
Total nSV = 191
*
optimization finished, #iter = 166
nu = 0.885417
obj = -3.023030, rho = 0.983016
nSV = 191, nBSV = 95
Total nSV = 191
*
optimization finished, #iter = 129
nu = 0.885417
obj = -3.022310, rho = 0.982064
nSV = 189, nBSV = 133
Total nSV = 189
*
optimization finished, #iter = 162
nu = 0.885417
obj = -3.023405, rho = 0.982968
nSV = 190, nBSV = 98
Total nSV = 190
*
optimization finished, #iter = 164
nu = 0.879581
obj = -2.988245, rho = 0.983674
nSV = 189, nBSV = 91
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 157
nu = 0.880829
obj = -3.468341, rho = 0.979999
nSV = 191, nBSV = 103
Total nSV = 191
*
optimization finished, #iter = 167
nu = 0.885417
obj = -3.467772, rho = 0.980484
nSV = 191, nBSV = 94
Total nSV = 191
*
optimization finished, #iter = 131
nu = 0.885417
obj = -3.466825, rho = 0.979384
nSV = 189, nBSV = 132
Total nSV = 189
*
optimization finished, #iter = 163
nu = 0.885417
obj = -3.468266, rho = 0.980438
nSV = 190, nBSV = 98
Total nSV = 190
*
optimization finished, #iter = 167
nu = 0.879581
obj = -3.428005, rho = 0.981241
nSV = 189, nBSV = 91
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 162
nu = 0.880829
obj = -3.977884, rho = 0.976997
nSV = 191, nBSV = 101
Total nSV = 191
*
optimization finished, #iter = 171
nu = 0.885417
obj = -3.977133, rho = 0.977588
nSV = 191, nBSV = 94
Total nSV = 191
*
optimization finished, #iter = 132
nu = 0.885417
obj = -3.975882, rho = 0.976294
nSV = 189, nBSV = 131
Total nSV = 189
*
optimization finished, #iter = 164
nu = 0.885417
obj = -3.977784, rho = 0.977526
nSV = 190, nBSV = 97
Total nSV = 190
*
optimization finished, #iter = 171
nu = 0.879581
obj = -3.931702, rho = 0.978452
nSV = 189, nBSV = 91
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 165
nu = 0.880829
obj = -4.561214, rho = 0.973583
nSV = 191, nBSV = 100
Total nSV = 191
*
optimization finished, #iter = 172
nu = 0.885417
obj = -4.560223, rho = 0.974260
nSV = 191, nBSV = 94
Total nSV = 191
*
optimization finished, #iter = 132
nu = 0.885417
obj = -4.558572, rho = 0.972768
nSV = 189, nBSV = 131
Total nSV = 189
*
optimization finished, #iter = 166
nu = 0.885417
obj = -4.561082, rho = 0.974183
nSV = 190, nBSV = 96
Total nSV = 190
*
optimization finished, #iter = 171
nu = 0.879581
obj = -4.508366, rho = 0.975244
nSV = 189, nBSV = 91
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 166
nu = 0.880829
obj = -5.228534, rho = 0.969647
nSV = 191, nBSV = 99
Total nSV = 191
*
optimization finished, #iter = 172
nu = 0.885417
obj = -5.227226, rho = 0.970433
nSV = 191, nBSV = 94
Total nSV = 191
*
optimization finished, #iter = 135
nu = 0.885417
obj = -5.225049, rho = 0.968722
nSV = 189, nBSV = 131
Total nSV = 189
*
optimization finished, #iter = 169
nu = 0.885417
obj = -5.228361, rho = 0.970345
nSV = 190, nBSV = 96
Total nSV = 190
*
optimization finished, #iter = 173
nu = 0.879581
obj = -5.168096, rho = 0.971556
nSV = 189, nBSV = 90
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -5.991696, rho = 0.965127
nSV = 191, nBSV = 98
Total nSV = 191
*
optimization finished, #iter = 175
nu = 0.885417
obj = -5.989970, rho = 0.966037
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 136
nu = 0.885417
obj = -5.987096, rho = 0.964071
nSV = 189, nBSV = 131
Total nSV = 189
*
optimization finished, #iter = 173
nu = 0.885417
obj = -5.991468, rho = 0.965948
nSV = 190, nBSV = 96
Total nSV = 190
*
optimization finished, #iter = 178
nu = 0.879581
obj = -5.922623, rho = 0.967318
nSV = 189, nBSV = 90
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -6.863755, rho = 0.959945
nSV = 191, nBSV = 98
Total nSV = 191
*
optimization finished, #iter = 179
nu = 0.885417
obj = -6.861479, rho = 0.960978
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 137
nu = 0.885417
obj = -6.857686, rho = 0.958720
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 178
nu = 0.885417
obj = -6.863455, rho = 0.960888
nSV = 190, nBSV = 96
Total nSV = 190
*
optimization finished, #iter = 184
nu = 0.879581
obj = -6.784877, rho = 0.962447
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -7.859320, rho = 0.953990
nSV = 191, nBSV = 98
Total nSV = 191
*
optimization finished, #iter = 184
nu = 0.885417
obj = -7.856317, rho = 0.955161
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 140
nu = 0.885417
obj = -7.851313, rho = 0.952585
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 181
nu = 0.885417
obj = -7.858925, rho = 0.955062
nSV = 190, nBSV = 96
Total nSV = 190
*.*
optimization finished, #iter = 191
nu = 0.879581
obj = -7.769329, rho = 0.956872
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -8.994999, rho = 0.947151
nSV = 191, nBSV = 98
Total nSV = 191
*
optimization finished, #iter = 189
nu = 0.885417
obj = -8.991038, rho = 0.948495
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 144
nu = 0.885417
obj = -8.984435, rho = 0.945519
nSV = 189, nBSV = 128
Total nSV = 189
*
optimization finished, #iter = 186
nu = 0.885417
obj = -8.994479, rho = 0.948363
nSV = 190, nBSV = 95
Total nSV = 190
*.*
optimization finished, #iter = 194
nu = 0.879581
obj = -8.892438, rho = 0.950460
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 175
nu = 0.880829
obj = -10.289140, rho = 0.939291
nSV = 191, nBSV = 98
Total nSV = 191
*
optimization finished, #iter = 191
nu = 0.885417
obj = -10.283914, rho = 0.940829
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 144
nu = 0.885417
obj = -10.275199, rho = 0.937417
nSV = 189, nBSV = 128
Total nSV = 189
*
optimization finished, #iter = 186
nu = 0.885417
obj = -10.288453, rho = 0.940684
nSV = 190, nBSV = 95
Total nSV = 190
*.*
optimization finished, #iter = 197
nu = 0.879581
obj = -10.172397, rho = 0.943093
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 177
nu = 0.880829
obj = -11.761807, rho = 0.930274
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 195
nu = 0.885417
obj = -11.754911, rho = 0.932034
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 145
nu = 0.885417
obj = -11.743411, rho = 0.928113
nSV = 189, nBSV = 128
Total nSV = 189
*
optimization finished, #iter = 187
nu = 0.885417
obj = -11.760900, rho = 0.931869
nSV = 190, nBSV = 96
Total nSV = 190
*.*
optimization finished, #iter = 201
nu = 0.879581
obj = -11.629114, rho = 0.934631
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 179
nu = 0.880829
obj = -13.434969, rho = 0.919909
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -13.425870, rho = 0.921936
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 148
nu = 0.885417
obj = -13.410697, rho = 0.917422
nSV = 189, nBSV = 128
Total nSV = 189
*
optimization finished, #iter = 189
nu = 0.885417
obj = -13.433773, rho = 0.921729
nSV = 190, nBSV = 95
Total nSV = 190
*.*
optimization finished, #iter = 204
nu = 0.879581
obj = -13.284407, rho = 0.924906
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 180
nu = 0.880829
obj = -15.332844, rho = 0.908001
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -15.320840, rho = 0.910322
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 151
nu = 0.885417
obj = -15.300816, rho = 0.905142
nSV = 189, nBSV = 128
Total nSV = 189
*.*
optimization finished, #iter = 196
nu = 0.885417
obj = -15.331267, rho = 0.910085
nSV = 190, nBSV = 94
Total nSV = 190
*.*
optimization finished, #iter = 207
nu = 0.879581
obj = -15.162350, rho = 0.913738
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 183
nu = 0.880829
obj = -17.481245, rho = 0.894311
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -17.465406, rho = 0.896983
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 153
nu = 0.885417
obj = -17.438984, rho = 0.891037
nSV = 189, nBSV = 128
Total nSV = 189
*.*
optimization finished, #iter = 201
nu = 0.885417
obj = -17.479166, rho = 0.896707
nSV = 190, nBSV = 94
Total nSV = 190
*.*
optimization finished, #iter = 211
nu = 0.879581
obj = -17.288636, rho = 0.900910
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 189
nu = 0.880829
obj = -19.906568, rho = 0.878612
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -19.885667, rho = 0.881681
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 154
nu = 0.885417
obj = -19.850803, rho = 0.874840
nSV = 189, nBSV = 128
Total nSV = 189
*.*
optimization finished, #iter = 204
nu = 0.885417
obj = -19.903824, rho = 0.881348
nSV = 190, nBSV = 94
Total nSV = 190
*.*
optimization finished, #iter = 212
nu = 0.879581
obj = -19.689594, rho = 0.886178
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 191
nu = 0.880829
obj = -22.637564, rho = 0.860555
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -22.609984, rho = 0.864085
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 157
nu = 0.885417
obj = -22.563980, rho = 0.856202
nSV = 189, nBSV = 127
Total nSV = 189
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -22.633945, rho = 0.863700
nSV = 190, nBSV = 94
Total nSV = 190
*.*
optimization finished, #iter = 213
nu = 0.879581
obj = -22.393964, rho = 0.869252
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 196
nu = 0.880829
obj = -25.700708, rho = 0.839818
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -25.664316, rho = 0.843877
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 159
nu = 0.885417
obj = -25.603613, rho = 0.834814
nSV = 189, nBSV = 126
Total nSV = 189
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -25.695932, rho = 0.843436
nSV = 190, nBSV = 94
Total nSV = 190
*.*
optimization finished, #iter = 217
nu = 0.879581
obj = -25.428331, rho = 0.849808
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 199
nu = 0.880829
obj = -29.121956, rho = 0.815988
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -29.073939, rho = 0.820681
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 162
nu = 0.885417
obj = -28.993847, rho = 0.810262
nSV = 189, nBSV = 126
Total nSV = 189
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -29.115656, rho = 0.820149
nSV = 190, nBSV = 93
Total nSV = 190
*.*
optimization finished, #iter = 221
nu = 0.879581
obj = -28.818906, rho = 0.827482
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 201
nu = 0.880829
obj = -32.926192, rho = 0.788614
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -32.862831, rho = 0.794000
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 169
nu = 0.885417
obj = -32.757140, rho = 0.782045
nSV = 189, nBSV = 126
Total nSV = 189
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -32.917878, rho = 0.793398
nSV = 190, nBSV = 93
Total nSV = 190
*.*
optimization finished, #iter = 224
nu = 0.879581
obj = -32.591031, rho = 0.801834
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -37.126280, rho = 0.757192
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -37.042675, rho = 0.763370
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 167
nu = 0.885417
obj = -36.903218, rho = 0.749605
nSV = 189, nBSV = 125
Total nSV = 189
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -37.115309, rho = 0.762678
nSV = 190, nBSV = 93
Total nSV = 190
*.*
optimization finished, #iter = 226
nu = 0.879581
obj = -36.758384, rho = 0.772370
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -41.728461, rho = 0.721093
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -41.618147, rho = 0.728193
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 169
nu = 0.885417
obj = -41.434138, rho = 0.712376
nSV = 189, nBSV = 125
Total nSV = 189
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -41.713985, rho = 0.727393
nSV = 190, nBSV = 93
Total nSV = 190
*.*
optimization finished, #iter = 229
nu = 0.879581
obj = -41.328428, rho = 0.738525
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 211
nu = 0.880829
obj = -46.723241, rho = 0.679614
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -46.577672, rho = 0.687767
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 171
nu = 0.885417
obj = -46.334859, rho = 0.669602
nSV = 189, nBSV = 125
Total nSV = 189
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -46.704137, rho = 0.686860
nSV = 190, nBSV = 93
Total nSV = 190
*.*
optimization finished, #iter = 231
nu = 0.879581
obj = -46.293492, rho = 0.699640
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 212
nu = 0.880829
obj = -52.072480, rho = 0.631975
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -51.880405, rho = 0.641340
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 171
nu = 0.885417
obj = -51.560015, rho = 0.620475
nSV = 189, nBSV = 125
Total nSV = 189
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -52.047274, rho = 0.640300
nSV = 190, nBSV = 93
Total nSV = 190
*.*
optimization finished, #iter = 234
nu = 0.879581
obj = -51.618119, rho = 0.654977
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 216
nu = 0.880829
obj = -57.707179, rho = 0.577243
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -57.453729, rho = 0.588008
nSV = 191, nBSV = 93
Total nSV = 191
*
optimization finished, #iter = 175
nu = 0.885417
obj = -57.030966, rho = 0.564016
nSV = 189, nBSV = 124
Total nSV = 189
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -57.673917, rho = 0.586809
nSV = 190, nBSV = 93
Total nSV = 190
*.*
optimization finished, #iter = 235
nu = 0.879581
obj = -57.237093, rho = 0.603669
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 56.25%
*.*
optimization finished, #iter = 219
nu = 0.880829
obj = -63.505128, rho = 0.514386
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 231
nu = 0.884781
obj = -63.171165, rho = 0.527135
nSV = 191, nBSV = 92
Total nSV = 191
*
optimization finished, #iter = 178
nu = 0.885237
obj = -62.612913, rho = 0.499418
nSV = 189, nBSV = 123
Total nSV = 189
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -63.461238, rho = 0.525374
nSV = 190, nBSV = 93
Total nSV = 190
.*
optimization finished, #iter = 237
nu = 0.879581
obj = -63.033544, rho = 0.544710
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 56.25%
*.*
optimization finished, #iter = 220
nu = 0.880829
obj = -69.276765, rho = 0.442181
nSV = 191, nBSV = 98
Total nSV = 191
*.*
optimization finished, #iter = 240
nu = 0.878767
obj = -68.893908, rho = 0.460952
nSV = 191, nBSV = 90
Total nSV = 191
*.*
optimization finished, #iter = 214
nu = 0.879044
obj = -68.152097, rho = 0.430198
nSV = 189, nBSV = 97
Total nSV = 189
*.*
optimization finished, #iter = 243
nu = 0.883870
obj = -69.222548, rho = 0.455857
nSV = 190, nBSV = 92
Total nSV = 190
.*
optimization finished, #iter = 244
nu = 0.874386
obj = -68.862005, rho = 0.480428
nSV = 190, nBSV = 88
Total nSV = 190
Cross Validation Accuracy = 56.25%
*.*
optimization finished, #iter = 221
nu = 0.880829
obj = -74.733203, rho = 0.359248
nSV = 191, nBSV = 98
Total nSV = 191
.*
optimization finished, #iter = 246
nu = 0.873239
obj = -74.405340, rho = 0.385141
nSV = 191, nBSV = 90
Total nSV = 191
*.*
optimization finished, #iter = 222
nu = 0.873519
obj = -73.421157, rho = 0.350414
nSV = 189, nBSV = 97
Total nSV = 189
.*
optimization finished, #iter = 248
nu = 0.879232
obj = -74.734529, rho = 0.378647
nSV = 190, nBSV = 92
Total nSV = 190
.*
optimization finished, #iter = 263
nu = 0.868827
obj = -74.531481, rho = 0.407370
nSV = 190, nBSV = 88
Total nSV = 190
Cross Validation Accuracy = 57.5%
*.*
optimization finished, #iter = 232
nu = 0.880829
obj = -79.453729, rho = 0.263984
nSV = 191, nBSV = 98
Total nSV = 191
.*
optimization finished, #iter = 260
nu = 0.868421
obj = -79.336764, rho = 0.298002
nSV = 191, nBSV = 89
Total nSV = 191
*.*
optimization finished, #iter = 230
nu = 0.868723
obj = -78.031715, rho = 0.258659
nSV = 189, nBSV = 94
Total nSV = 189
.*
optimization finished, #iter = 250
nu = 0.874498
obj = -79.638566, rho = 0.290531
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 259
nu = 0.863980
obj = -79.696541, rho = 0.323414
nSV = 190, nBSV = 88
Total nSV = 190
Cross Validation Accuracy = 58.75%
*.*
optimization finished, #iter = 245
nu = 0.876138
obj = -82.866354, rho = 0.159802
nSV = 191, nBSV = 89
Total nSV = 191
.*
optimization finished, #iter = 274
nu = 0.860891
obj = -83.170791, rho = 0.201334
nSV = 190, nBSV = 84
Total nSV = 190
.*
optimization finished, #iter = 248
nu = 0.862024
obj = -81.433538, rho = 0.156024
nSV = 189, nBSV = 87
Total nSV = 189
.*
optimization finished, #iter = 278
nu = 0.866782
obj = -83.438377, rho = 0.193068
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 280
nu = 0.858144
obj = -83.856998, rho = 0.228639
nSV = 189, nBSV = 85
Total nSV = 189
Cross Validation Accuracy = 61.6667%
.*
optimization finished, #iter = 312
nu = 0.843660
obj = -84.577028, rho = 0.074842
nSV = 191, nBSV = 68
Total nSV = 191
.*
optimization finished, #iter = 325
nu = 0.836227
obj = -85.445368, rho = 0.111336
nSV = 190, nBSV = 68
Total nSV = 190
.*
optimization finished, #iter = 309
nu = 0.827507
obj = -83.245015, rho = 0.073796
nSV = 188, nBSV = 64
Total nSV = 188
.*
optimization finished, #iter = 328
nu = 0.843027
obj = -85.610594, rho = 0.100599
nSV = 190, nBSV = 70
Total nSV = 190
.*
optimization finished, #iter = 315
nu = 0.839315
obj = -86.483789, rho = 0.135394
nSV = 189, nBSV = 75
Total nSV = 189
Cross Validation Accuracy = 64.1667%
.*
optimization finished, #iter = 359
nu = 0.759185
obj = -84.973192, rho = 0.050200
nSV = 191, nBSV = 8
Total nSV = 191
.*
optimization finished, #iter = 380
nu = 0.764619
obj = -86.250251, rho = 0.073560
nSV = 190, nBSV = 12
Total nSV = 190
.*
optimization finished, #iter = 347
nu = 0.746613
obj = -83.825922, rho = 0.047334
nSV = 188, nBSV = 9
Total nSV = 188
.*
optimization finished, #iter = 364
nu = 0.769481
obj = -86.278642, rho = 0.063929
nSV = 190, nBSV = 15
Total nSV = 190
.*
optimization finished, #iter = 352
nu = 0.776417
obj = -87.488140, rho = 0.088003
nSV = 189, nBSV = 15
Total nSV = 189
Cross Validation Accuracy = 65.8333%
.*
optimization finished, #iter = 369
nu = 0.664968
obj = -85.144756, rho = 0.051703
nSV = 191, nBSV = 2
Total nSV = 191
.*
optimization finished, #iter = 368
nu = 0.672699
obj = -86.723017, rho = 0.072163
nSV = 190, nBSV = 6
Total nSV = 190
.*
optimization finished, #iter = 352
nu = 0.655189
obj = -84.197458, rho = 0.046592
nSV = 188, nBSV = 5
Total nSV = 188
.*
optimization finished, #iter = 369
nu = 0.675963
obj = -86.594087, rho = 0.063246
nSV = 190, nBSV = 4
Total nSV = 190
.*
optimization finished, #iter = 376
nu = 0.684067
obj = -88.055954, rho = 0.086793
nSV = 189, nBSV = 6
Total nSV = 189
Cross Validation Accuracy = 65.8333%
.*
optimization finished, #iter = 371
nu = 0.580209
obj = -85.267414, rho = 0.051716
nSV = 191, nBSV = 2
Total nSV = 191
.*
optimization finished, #iter = 368
nu = 0.590587
obj = -87.092242, rho = 0.070052
nSV = 190, nBSV = 5
Total nSV = 190
.*
optimization finished, #iter = 359
nu = 0.573661
obj = -84.501674, rho = 0.045911
nSV = 188, nBSV = 3
Total nSV = 188
.*
optimization finished, #iter = 380
nu = 0.590990
obj = -86.844586, rho = 0.062428
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 352
nu = 0.600673
obj = -88.532057, rho = 0.084931
nSV = 189, nBSV = 5
Total nSV = 189
Cross Validation Accuracy = 65%
.*
optimization finished, #iter = 365
nu = 0.506414
obj = -85.362686, rho = 0.051734
nSV = 191, nBSV = 2
Total nSV = 191
.*
optimization finished, #iter = 357
nu = 0.518080
obj = -87.356742, rho = 0.068681
nSV = 190, nBSV = 4
Total nSV = 190
.*
optimization finished, #iter = 353
nu = 0.501968
obj = -84.766838, rho = 0.045738
nSV = 188, nBSV = 3
Total nSV = 188
.*
optimization finished, #iter = 375
nu = 0.516641
obj = -87.062721, rho = 0.061282
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 367
nu = 0.527569
obj = -88.921610, rho = 0.083388
nSV = 189, nBSV = 4
Total nSV = 189
Cross Validation Accuracy = 65%
.*
optimization finished, #iter = 375
nu = 0.442220
obj = -85.411908, rho = 0.051745
nSV = 191, nBSV = 2
Total nSV = 191
.*
optimization finished, #iter = 380
nu = 0.454371
obj = -87.498340, rho = 0.067680
nSV = 190, nBSV = 3
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.438982
obj = -84.978733, rho = 0.045013
nSV = 188, nBSV = 1
Total nSV = 188
.*
optimization finished, #iter = 370
nu = 0.451700
obj = -87.227636, rho = 0.060183
nSV = 190, nBSV = 1
Total nSV = 190
.*
optimization finished, #iter = 350
nu = 0.462630
obj = -89.203818, rho = 0.082574
nSV = 189, nBSV = 2
Total nSV = 189
Cross Validation Accuracy = 65%
.*
optimization finished, #iter = 378
nu = 0.385280
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 387
nu = 0.396842
obj = -87.523944, rho = 0.067298
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 374
nu = 0.383375
obj = -85.160322, rho = 0.044761
nSV = 188, nBSV = 1
Total nSV = 188
.*
optimization finished, #iter = 362
nu = 0.394382
obj = -87.349636, rho = 0.059627
nSV = 190, nBSV = 1
Total nSV = 190
.*
optimization finished, #iter = 360
nu = 0.404345
obj = -89.412313, rho = 0.082179
nSV = 189, nBSV = 1
Total nSV = 189
Cross Validation Accuracy = 65%
.*
optimization finished, #iter = 378
nu = 0.335408
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.345469
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.334978
obj = -85.307596, rho = 0.044470
nSV = 188, nBSV = 1
Total nSV = 188
.*
optimization finished, #iter = 370
nu = 0.344487
obj = -87.423714, rho = 0.059020
nSV = 190, nBSV = 1
Total nSV = 190
.*
optimization finished, #iter = 357
nu = 0.353277
obj = -89.587890, rho = 0.081990
nSV = 189, nBSV = 1
Total nSV = 189
Cross Validation Accuracy = 65%
.*
optimization finished, #iter = 378
nu = 0.291991
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.300750
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 375
nu = 0.292841
obj = -85.395877, rho = 0.044140
nSV = 188, nBSV = 1
Total nSV = 188
.*
optimization finished, #iter = 375
nu = 0.300449
obj = -87.434351, rho = 0.058674
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 351
nu = 0.308821
obj = -89.709696, rho = 0.081794
nSV = 189, nBSV = 1
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.254191
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.261815
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.255488
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.261554
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.269875
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.221286
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.227923
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.222415
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.227696
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.234940
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.192640
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.198419
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.193624
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.198221
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.204527
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.167704
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.172735
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.168560
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.172562
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.178052
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.145993
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.150373
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.146739
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.150223
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.155002
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.127095
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.130908
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.127744
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.130777
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.134938
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.110643
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.113962
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.111208
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.113848
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.117470
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.096320
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.099209
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.096812
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.099110
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.102263
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.083851
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.086367
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.084279
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.086280
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.089025
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.072997
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.075187
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.073370
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.075112
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.077501
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.063548
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.065454
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.063872
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.065389
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.067469
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.055321
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.056981
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.055604
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.056924
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.058735
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.048160
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.049605
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.048406
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.049555
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.051132
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.041926
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.043183
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.042140
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.043140
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.044513
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.036498
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.037593
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.036685
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.037556
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.038751
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.031774
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.032727
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.031936
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.032694
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.033734
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.027661
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.028490
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.027802
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.028462
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.029367
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.024080
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.024802
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.024203
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.024778
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.025566
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.020963
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.021592
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.021070
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.021570
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.022256
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.018249
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.018797
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.018342
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.018778
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.019375
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.015887
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.016363
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.015968
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.016347
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.016867
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.013830
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.014245
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.013901
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.014231
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.014684
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.012040
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.012401
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.012101
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.012389
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.012783
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.010481
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.010796
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.010535
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.010785
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.011128
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.009125
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.009398
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.009171
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.009389
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.009688
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.007943
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.008182
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.007984
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.008174
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.008434
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.006915
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.007123
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.006950
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.007116
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.007342
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.006020
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.006201
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.006051
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.006194
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.006391
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.005241
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.005398
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.005267
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.005393
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.005564
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.004562
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.004699
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.004586
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.004694
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.004844
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.003972
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.004091
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.003992
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.004087
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.004217
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.003458
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.003561
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.003475
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.003558
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.003671
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.003010
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.003100
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.003025
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.003097
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.003196
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.002620
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.002699
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.002634
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.002696
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.002782
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.002281
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.002350
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.002293
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.002347
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.002422
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.001986
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.002045
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.001996
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.002043
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.002108
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.001729
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.001781
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.001738
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.001779
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.001835
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.001505
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.001550
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.001513
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.001549
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.001598
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.001310
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.001349
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.001317
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.001348
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.001391
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.001141
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.001175
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.001146
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.001174
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.001211
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.000993
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.001023
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.000998
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.001022
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.001054
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.000864
obj = -85.414165, rho = 0.051776
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 386
nu = 0.000890
obj = -87.523943, rho = 0.067296
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 370
nu = 0.000869
obj = -85.407596, rho = 0.043973
nSV = 187, nBSV = 0
Total nSV = 187
.*
optimization finished, #iter = 374
nu = 0.000889
obj = -87.434354, rho = 0.058677
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 365
nu = 0.000918
obj = -89.746325, rho = 0.081595
nSV = 189, nBSV = 0
Total nSV = 189
Cross Validation Accuracy = 64.5833%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.165931, rho = 0.999073
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165930, rho = 0.999222
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165929, rho = 0.999262
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165931, rho = 0.999261
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.879581
obj = -0.163980, rho = 0.999300
nSV = 170, nBSV = 166
Total nSV = 170
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.190597, rho = 0.999195
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190595, rho = 0.999244
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190593, rho = 0.999168
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190597, rho = 0.999227
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 93
nu = 0.879581
obj = -0.188355, rho = 0.999309
nSV = 177, nBSV = 159
Total nSV = 177
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.218920, rho = 0.999057
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.218917, rho = 0.999125
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218915, rho = 0.999002
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.218919, rho = 0.999117
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.216345, rho = 0.999182
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.251447, rho = 0.998908
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.251443, rho = 0.998977
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.251440, rho = 0.998854
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.251445, rho = 0.998986
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.248490, rho = 0.999060
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -0.288805, rho = 0.998699
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.288800, rho = 0.998796
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.288796, rho = 0.998637
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.288803, rho = 0.998792
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 100
nu = 0.879581
obj = -0.285408, rho = 0.998898
nSV = 184, nBSV = 152
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -0.331703, rho = 0.998464
nSV = 188, nBSV = 151
Total nSV = 188
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.331696, rho = 0.998602
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.331691, rho = 0.998386
nSV = 184, nBSV = 155
Total nSV = 184
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.331701, rho = 0.998560
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 104
nu = 0.879581
obj = -0.327802, rho = 0.998662
nSV = 187, nBSV = 148
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.380985, rho = 0.998207
nSV = 188, nBSV = 149
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.380977, rho = 0.998281
nSV = 187, nBSV = 150
Total nSV = 187
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.380969, rho = 0.998146
nSV = 184, nBSV = 155
Total nSV = 184
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.380982, rho = 0.998278
nSV = 188, nBSV = 150
Total nSV = 188
*
optimization finished, #iter = 108
nu = 0.879581
obj = -0.376506, rho = 0.998388
nSV = 187, nBSV = 144
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.437561, rho = 0.997892
nSV = 189, nBSV = 147
Total nSV = 189
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.437551, rho = 0.997997
nSV = 187, nBSV = 148
Total nSV = 187
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.437540, rho = 0.997797
nSV = 184, nBSV = 152
Total nSV = 184
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.437558, rho = 0.997924
nSV = 188, nBSV = 145
Total nSV = 188
*
optimization finished, #iter = 115
nu = 0.879581
obj = -0.432419, rho = 0.998030
nSV = 187, nBSV = 137
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -0.502527, rho = 0.997492
nSV = 189, nBSV = 142
Total nSV = 189
*
optimization finished, #iter = 112
nu = 0.885417
obj = -0.502513, rho = 0.997598
nSV = 187, nBSV = 143
Total nSV = 187
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.502499, rho = 0.997381
nSV = 184, nBSV = 148
Total nSV = 184
*
optimization finished, #iter = 114
nu = 0.885417
obj = -0.502523, rho = 0.997545
nSV = 188, nBSV = 141
Total nSV = 188
*
optimization finished, #iter = 123
nu = 0.879581
obj = -0.496623, rho = 0.997621
nSV = 188, nBSV = 129
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 117
nu = 0.880829
obj = -0.577125, rho = 0.997054
nSV = 189, nBSV = 138
Total nSV = 189
*
optimization finished, #iter = 117
nu = 0.885417
obj = -0.577108, rho = 0.997162
nSV = 188, nBSV = 138
Total nSV = 188
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.577088, rho = 0.996929
nSV = 186, nBSV = 145
Total nSV = 186
*
optimization finished, #iter = 121
nu = 0.885417
obj = -0.577121, rho = 0.997095
nSV = 190, nBSV = 134
Total nSV = 190
*
optimization finished, #iter = 126
nu = 0.879581
obj = -0.570345, rho = 0.997227
nSV = 188, nBSV = 126
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 121
nu = 0.880829
obj = -0.662782, rho = 0.996574
nSV = 190, nBSV = 135
Total nSV = 190
*
optimization finished, #iter = 120
nu = 0.885417
obj = -0.662760, rho = 0.996710
nSV = 189, nBSV = 136
Total nSV = 189
*
optimization finished, #iter = 111
nu = 0.885417
obj = -0.662733, rho = 0.996450
nSV = 186, nBSV = 144
Total nSV = 186
*
optimization finished, #iter = 123
nu = 0.885417
obj = -0.662777, rho = 0.996639
nSV = 190, nBSV = 132
Total nSV = 190
*
optimization finished, #iter = 127
nu = 0.879581
obj = -0.654998, rho = 0.996799
nSV = 188, nBSV = 125
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 124
nu = 0.880829
obj = -0.761108, rho = 0.996033
nSV = 190, nBSV = 133
Total nSV = 190
*
optimization finished, #iter = 127
nu = 0.885417
obj = -0.761080, rho = 0.996120
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 113
nu = 0.885417
obj = -0.761042, rho = 0.995922
nSV = 186, nBSV = 143
Total nSV = 186
*
optimization finished, #iter = 125
nu = 0.885417
obj = -0.761100, rho = 0.996101
nSV = 190, nBSV = 130
Total nSV = 190
*
optimization finished, #iter = 134
nu = 0.879581
obj = -0.752172, rho = 0.996217
nSV = 189, nBSV = 118
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 127
nu = 0.880829
obj = -0.873990, rho = 0.995396
nSV = 190, nBSV = 130
Total nSV = 190
*
optimization finished, #iter = 130
nu = 0.885417
obj = -0.873953, rho = 0.995499
nSV = 190, nBSV = 127
Total nSV = 190
*
optimization finished, #iter = 114
nu = 0.885417
obj = -0.873903, rho = 0.995295
nSV = 186, nBSV = 142
Total nSV = 186
*
optimization finished, #iter = 127
nu = 0.885417
obj = -0.873979, rho = 0.995485
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 141
nu = 0.879581
obj = -0.863733, rho = 0.995570
nSV = 190, nBSV = 111
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 130
nu = 0.880829
obj = -1.003579, rho = 0.994663
nSV = 190, nBSV = 127
Total nSV = 190
*
optimization finished, #iter = 133
nu = 0.885417
obj = -1.003531, rho = 0.994778
nSV = 191, nBSV = 124
Total nSV = 191
*
optimization finished, #iter = 118
nu = 0.885417
obj = -1.003465, rho = 0.994504
nSV = 186, nBSV = 138
Total nSV = 186
*
optimization finished, #iter = 129
nu = 0.885417
obj = -1.003565, rho = 0.994785
nSV = 190, nBSV = 126
Total nSV = 190
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.991809, rho = 0.994792
nSV = 190, nBSV = 99
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 133
nu = 0.880829
obj = -1.152303, rho = 0.993825
nSV = 190, nBSV = 124
Total nSV = 190
*
optimization finished, #iter = 145
nu = 0.885417
obj = -1.152242, rho = 0.993872
nSV = 191, nBSV = 113
Total nSV = 191
*
optimization finished, #iter = 121
nu = 0.885417
obj = -1.152152, rho = 0.993636
nSV = 187, nBSV = 135
Total nSV = 187
*
optimization finished, #iter = 133
nu = 0.885417
obj = -1.152285, rho = 0.993946
nSV = 190, nBSV = 122
Total nSV = 190
*
optimization finished, #iter = 156
nu = 0.879581
obj = -1.138795, rho = 0.993993
nSV = 190, nBSV = 96
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 136
nu = 0.880829
obj = -1.322979, rho = 0.992872
nSV = 190, nBSV = 121
Total nSV = 190
*
optimization finished, #iter = 156
nu = 0.885417
obj = -1.322900, rho = 0.992856
nSV = 191, nBSV = 102
Total nSV = 191
*
optimization finished, #iter = 123
nu = 0.885417
obj = -1.322779, rho = 0.992659
nSV = 188, nBSV = 133
Total nSV = 188
*
optimization finished, #iter = 155
nu = 0.885417
obj = -1.322961, rho = 0.992833
nSV = 190, nBSV = 101
Total nSV = 190
*
optimization finished, #iter = 158
nu = 0.879581
obj = -1.307477, rho = 0.993086
nSV = 190, nBSV = 94
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 142
nu = 0.880829
obj = -1.518826, rho = 0.991724
nSV = 191, nBSV = 115
Total nSV = 191
*
optimization finished, #iter = 163
nu = 0.885417
obj = -1.518722, rho = 0.991736
nSV = 191, nBSV = 95
Total nSV = 191
*
optimization finished, #iter = 125
nu = 0.885417
obj = -1.518561, rho = 0.991526
nSV = 188, nBSV = 131
Total nSV = 188
*
optimization finished, #iter = 159
nu = 0.885417
obj = -1.518801, rho = 0.991745
nSV = 190, nBSV = 98
Total nSV = 190
*
optimization finished, #iter = 160
nu = 0.879581
obj = -1.501039, rho = 0.992045
nSV = 190, nBSV = 92
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 158
nu = 0.880829
obj = -1.743577, rho = 0.990339
nSV = 191, nBSV = 100
Total nSV = 191
*
optimization finished, #iter = 165
nu = 0.885417
obj = -1.743436, rho = 0.990504
nSV = 191, nBSV = 94
Total nSV = 191
*
optimization finished, #iter = 126
nu = 0.885417
obj = -1.743223, rho = 0.990252
nSV = 188, nBSV = 130
Total nSV = 188
*
optimization finished, #iter = 161
nu = 0.885417
obj = -1.743540, rho = 0.990505
nSV = 190, nBSV = 96
Total nSV = 190
*
optimization finished, #iter = 161
nu = 0.879581
obj = -1.723167, rho = 0.990867
nSV = 190, nBSV = 92
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 160
nu = 0.880829
obj = -2.001327, rho = 0.988886
nSV = 191, nBSV = 98
Total nSV = 191
*
optimization finished, #iter = 165
nu = 0.885417
obj = -2.001140, rho = 0.989092
nSV = 191, nBSV = 94
Total nSV = 191
*
optimization finished, #iter = 128
nu = 0.885417
obj = -2.000860, rho = 0.988786
nSV = 188, nBSV = 128
Total nSV = 188
*
optimization finished, #iter = 164
nu = 0.885417
obj = -2.001279, rho = 0.989071
nSV = 190, nBSV = 93
Total nSV = 190
*
optimization finished, #iter = 163
nu = 0.879581
obj = -1.977918, rho = 0.989511
nSV = 190, nBSV = 91
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 162
nu = 0.880829
obj = -2.296756, rho = 0.987232
nSV = 191, nBSV = 97
Total nSV = 191
*
optimization finished, #iter = 169
nu = 0.885417
obj = -2.296510, rho = 0.987448
nSV = 191, nBSV = 91
Total nSV = 191
*
optimization finished, #iter = 136
nu = 0.885417
obj = -2.296140, rho = 0.987008
nSV = 188, nBSV = 120
Total nSV = 188
*
optimization finished, #iter = 165
nu = 0.885417
obj = -2.296691, rho = 0.987441
nSV = 190, nBSV = 92
Total nSV = 190
*
optimization finished, #iter = 167
nu = 0.879581
obj = -2.269914, rho = 0.987945
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 167
nu = 0.880829
obj = -2.635687, rho = 0.985315
nSV = 192, nBSV = 94
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -2.635362, rho = 0.985585
nSV = 191, nBSV = 91
Total nSV = 191
*
optimization finished, #iter = 141
nu = 0.885417
obj = -2.634875, rho = 0.985016
nSV = 188, nBSV = 115
Total nSV = 188
*
optimization finished, #iter = 165
nu = 0.885417
obj = -2.635600, rho = 0.985574
nSV = 190, nBSV = 92
Total nSV = 190
*
optimization finished, #iter = 175
nu = 0.879581
obj = -2.604916, rho = 0.986152
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -3.024029, rho = 0.983126
nSV = 192, nBSV = 93
Total nSV = 192
*
optimization finished, #iter = 174
nu = 0.885417
obj = -3.023600, rho = 0.983437
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -3.022961, rho = 0.982687
nSV = 189, nBSV = 106
Total nSV = 189
*
optimization finished, #iter = 169
nu = 0.885417
obj = -3.023915, rho = 0.983431
nSV = 190, nBSV = 91
Total nSV = 190
*
optimization finished, #iter = 182
nu = 0.879581
obj = -2.988766, rho = 0.984087
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -3.469090, rho = 0.980626
nSV = 192, nBSV = 93
Total nSV = 192
*
optimization finished, #iter = 176
nu = 0.885417
obj = -3.468524, rho = 0.980974
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 160
nu = 0.885417
obj = -3.467685, rho = 0.980057
nSV = 189, nBSV = 99
Total nSV = 189
*
optimization finished, #iter = 173
nu = 0.885417
obj = -3.468941, rho = 0.980970
nSV = 190, nBSV = 91
Total nSV = 190
*
optimization finished, #iter = 185
nu = 0.879581
obj = -3.428692, rho = 0.981719
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -3.978871, rho = 0.977740
nSV = 192, nBSV = 92
Total nSV = 192
*
optimization finished, #iter = 179
nu = 0.885417
obj = -3.978125, rho = 0.978143
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 162
nu = 0.885417
obj = -3.977017, rho = 0.977080
nSV = 189, nBSV = 98
Total nSV = 189
*
optimization finished, #iter = 175
nu = 0.885417
obj = -3.978674, rho = 0.978138
nSV = 190, nBSV = 91
Total nSV = 190
*
optimization finished, #iter = 186
nu = 0.879581
obj = -3.932608, rho = 0.979001
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 172
nu = 0.880829
obj = -4.562516, rho = 0.974431
nSV = 192, nBSV = 92
Total nSV = 192
*
optimization finished, #iter = 178
nu = 0.885417
obj = -4.561533, rho = 0.974888
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.885417
obj = -4.560071, rho = 0.973662
nSV = 189, nBSV = 97
Total nSV = 189
*
optimization finished, #iter = 177
nu = 0.885417
obj = -4.562257, rho = 0.974868
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 188
nu = 0.879581
obj = -4.509562, rho = 0.975868
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 173
nu = 0.880829
obj = -5.230252, rho = 0.970630
nSV = 192, nBSV = 92
Total nSV = 192
*
optimization finished, #iter = 181
nu = 0.885417
obj = -5.228955, rho = 0.971146
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -5.227026, rho = 0.969743
nSV = 189, nBSV = 96
Total nSV = 189
*
optimization finished, #iter = 178
nu = 0.885417
obj = -5.229910, rho = 0.971139
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 188
nu = 0.879581
obj = -5.169673, rho = 0.972280
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 178
nu = 0.880829
obj = -5.993964, rho = 0.966267
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 183
nu = 0.885417
obj = -5.992251, rho = 0.966849
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -5.989706, rho = 0.965243
nSV = 189, nBSV = 95
Total nSV = 189
*
optimization finished, #iter = 179
nu = 0.885417
obj = -5.993511, rho = 0.966839
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -5.924705, rho = 0.968143
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 182
nu = 0.880829
obj = -6.866749, rho = 0.961245
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 185
nu = 0.885417
obj = -6.864488, rho = 0.961918
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -6.861129, rho = 0.960075
nSV = 189, nBSV = 95
Total nSV = 189
*
optimization finished, #iter = 187
nu = 0.885417
obj = -6.866151, rho = 0.961905
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 205
nu = 0.879581
obj = -6.787625, rho = 0.963408
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 184
nu = 0.880829
obj = -7.863270, rho = 0.955475
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 187
nu = 0.885417
obj = -7.860287, rho = 0.956254
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -7.855854, rho = 0.954143
nSV = 189, nBSV = 95
Total nSV = 189
*
optimization finished, #iter = 191
nu = 0.885417
obj = -7.862482, rho = 0.956231
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 211
nu = 0.879581
obj = -7.772955, rho = 0.957969
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 189
nu = 0.880829
obj = -9.000213, rho = 0.948840
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 190
nu = 0.885417
obj = -8.996276, rho = 0.949750
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 172
nu = 0.885417
obj = -8.990427, rho = 0.947327
nSV = 189, nBSV = 95
Total nSV = 189
*.*
optimization finished, #iter = 201
nu = 0.885417
obj = -8.999175, rho = 0.949719
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -8.897223, rho = 0.951723
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 189
nu = 0.880829
obj = -10.296019, rho = 0.941232
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 193
nu = 0.885417
obj = -10.290825, rho = 0.942275
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 173
nu = 0.885417
obj = -10.283106, rho = 0.939492
nSV = 189, nBSV = 95
Total nSV = 189
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -10.294652, rho = 0.942230
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 219
nu = 0.879581
obj = -10.178710, rho = 0.944542
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 191
nu = 0.880829
obj = -11.770884, rho = 0.932494
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 200
nu = 0.885417
obj = -11.764032, rho = 0.933687
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 176
nu = 0.885417
obj = -11.753845, rho = 0.930502
nSV = 189, nBSV = 95
Total nSV = 189
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -11.769080, rho = 0.933642
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 219
nu = 0.879581
obj = -11.637444, rho = 0.936301
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 196
nu = 0.880829
obj = -13.446947, rho = 0.922459
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -13.437907, rho = 0.923830
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 177
nu = 0.885417
obj = -13.424463, rho = 0.920168
nSV = 189, nBSV = 95
Total nSV = 189
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -13.444566, rho = 0.923769
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 221
nu = 0.879581
obj = -13.295399, rho = 0.926829
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -15.348652, rho = 0.910935
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -15.336720, rho = 0.912503
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 180
nu = 0.885417
obj = -15.318981, rho = 0.908303
nSV = 189, nBSV = 95
Total nSV = 189
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -15.345508, rho = 0.912433
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 225
nu = 0.879581
obj = -15.176853, rho = 0.915950
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 210
nu = 0.880829
obj = -17.502105, rho = 0.897691
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -17.486360, rho = 0.899491
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 185
nu = 0.885417
obj = -17.462954, rho = 0.894658
nSV = 189, nBSV = 95
Total nSV = 189
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -17.497957, rho = 0.899407
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 226
nu = 0.879581
obj = -17.307775, rho = 0.903450
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 212
nu = 0.880829
obj = -19.934090, rho = 0.882483
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -19.913316, rho = 0.884535
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 191
nu = 0.885417
obj = -19.882433, rho = 0.878977
nSV = 189, nBSV = 94
Total nSV = 189
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -19.928617, rho = 0.884456
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 230
nu = 0.879581
obj = -19.714848, rho = 0.889104
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 218
nu = 0.880829
obj = -22.673883, rho = 0.865010
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -22.646469, rho = 0.867368
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 195
nu = 0.885417
obj = -22.605717, rho = 0.860962
nSV = 189, nBSV = 92
Total nSV = 189
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -22.666660, rho = 0.867270
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 232
nu = 0.879581
obj = -22.427288, rho = 0.872615
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 220
nu = 0.880829
obj = -25.748629, rho = 0.844942
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -25.712457, rho = 0.847663
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 193
nu = 0.885417
obj = -25.658686, rho = 0.840288
nSV = 189, nBSV = 92
Total nSV = 189
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -25.739098, rho = 0.847536
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 237
nu = 0.879581
obj = -25.472300, rho = 0.853670
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 221
nu = 0.880829
obj = -29.185184, rho = 0.821887
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -29.137457, rho = 0.825006
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 196
nu = 0.885417
obj = -29.066511, rho = 0.816550
nSV = 189, nBSV = 92
Total nSV = 189
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -29.172608, rho = 0.824871
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 240
nu = 0.879581
obj = -28.876920, rho = 0.831911
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 225
nu = 0.880829
obj = -33.009629, rho = 0.795392
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -32.946649, rho = 0.798987
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 201
nu = 0.885417
obj = -32.853028, rho = 0.789258
nSV = 189, nBSV = 92
Total nSV = 189
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -32.993033, rho = 0.798837
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 243
nu = 0.879581
obj = -32.667586, rho = 0.806907
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 227
nu = 0.880829
obj = -37.236372, rho = 0.764974
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -37.153271, rho = 0.769108
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 203
nu = 0.885417
obj = -37.029741, rho = 0.757925
nSV = 189, nBSV = 92
Total nSV = 189
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -37.214474, rho = 0.768927
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 243
nu = 0.879581
obj = -36.859395, rho = 0.778197
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 229
nu = 0.880829
obj = -41.873724, rho = 0.730033
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -41.764077, rho = 0.734782
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -41.601081, rho = 0.721931
nSV = 189, nBSV = 92
Total nSV = 189
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -41.844830, rho = 0.734559
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 246
nu = 0.879581
obj = -41.461709, rho = 0.745215
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 231
nu = 0.880829
obj = -46.914925, rho = 0.689882
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -46.770237, rho = 0.695337
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -46.555153, rho = 0.680577
nSV = 189, nBSV = 92
Total nSV = 189
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -46.876797, rho = 0.695090
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 250
nu = 0.879581
obj = -46.469366, rho = 0.707313
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -52.325406, rho = 0.643770
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -52.134491, rho = 0.650028
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -51.850692, rho = 0.633089
nSV = 189, nBSV = 92
Total nSV = 189
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -52.275097, rho = 0.649742
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 258
nu = 0.879581
obj = -51.850184, rho = 0.663798
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 237
nu = 0.880829
obj = -58.040922, rho = 0.590809
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -57.789004, rho = 0.597994
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -57.414523, rho = 0.578536
nSV = 189, nBSV = 92
Total nSV = 189
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -57.974537, rho = 0.597649
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 265
nu = 0.879581
obj = -57.543313, rho = 0.613788
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 238
nu = 0.880829
obj = -63.945493, rho = 0.529967
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -63.613095, rho = 0.538207
nSV = 192, nBSV = 91
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -63.118974, rho = 0.515860
nSV = 189, nBSV = 92
Total nSV = 189
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -63.857900, rho = 0.537830
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 269
nu = 0.879581
obj = -63.437595, rho = 0.556363
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 56.25%
*.*
optimization finished, #iter = 239
nu = 0.880829
obj = -69.857833, rho = 0.460072
nSV = 192, nBSV = 91
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.881839
obj = -69.436001, rho = 0.471859
nSV = 192, nBSV = 88
Total nSV = 192
*.*
optimization finished, #iter = 237
nu = 0.881874
obj = -68.783164, rho = 0.446324
nSV = 189, nBSV = 90
Total nSV = 189
.*
optimization finished, #iter = 251
nu = 0.885417
obj = -69.742249, rho = 0.469109
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 278
nu = 0.877208
obj = -69.366586, rho = 0.491886
nSV = 190, nBSV = 87
Total nSV = 190
Cross Validation Accuracy = 56.25%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -75.499916, rho = 0.379789
nSV = 192, nBSV = 91
Total nSV = 192
.*
optimization finished, #iter = 249
nu = 0.876175
obj = -75.064009, rho = 0.397550
nSV = 192, nBSV = 88
Total nSV = 192
*.*
optimization finished, #iter = 237
nu = 0.876213
obj = -74.201922, rho = 0.368474
nSV = 189, nBSV = 90
Total nSV = 189
.*
optimization finished, #iter = 248
nu = 0.881456
obj = -75.379212, rho = 0.393091
nSV = 190, nBSV = 89
Total nSV = 190
.*
optimization finished, #iter = 281
nu = 0.871509
obj = -75.145646, rho = 0.420445
nSV = 190, nBSV = 87
Total nSV = 190
Cross Validation Accuracy = 56.6667%
.*
optimization finished, #iter = 247
nu = 0.880829
obj = -80.465436, rho = 0.287544
nSV = 192, nBSV = 91
Total nSV = 192
.*
optimization finished, #iter = 265
nu = 0.871245
obj = -80.143537, rho = 0.312188
nSV = 192, nBSV = 88
Total nSV = 192
*.*
optimization finished, #iter = 241
nu = 0.871282
obj = -79.005120, rho = 0.278955
nSV = 189, nBSV = 88
Total nSV = 189
.*
optimization finished, #iter = 278
nu = 0.876939
obj = -80.438303, rho = 0.306689
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 269
nu = 0.866549
obj = -80.450313, rho = 0.338355
nSV = 190, nBSV = 87
Total nSV = 190
Cross Validation Accuracy = 57.0833%
.*
optimization finished, #iter = 264
nu = 0.879998
obj = -84.170729, rho = 0.182416
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 258
nu = 0.866268
obj = -84.151197, rho = 0.214769
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.866269
obj = -82.649743, rho = 0.176915
nSV = 189, nBSV = 86
Total nSV = 189
.*
optimization finished, #iter = 273
nu = 0.871031
obj = -84.408196, rho = 0.209388
nSV = 190, nBSV = 86
Total nSV = 190
.*
optimization finished, #iter = 271
nu = 0.861797
obj = -84.784153, rho = 0.244544
nSV = 190, nBSV = 85
Total nSV = 190
Cross Validation Accuracy = 60.4167%
.*
optimization finished, #iter = 326
nu = 0.856833
obj = -86.028283, rho = 0.087007
nSV = 192, nBSV = 67
Total nSV = 192
.*
optimization finished, #iter = 318
nu = 0.847279
obj = -86.513206, rho = 0.119326
nSV = 192, nBSV = 71
Total nSV = 192
.*
optimization finished, #iter = 314
nu = 0.841182
obj = -84.571123, rho = 0.083856
nSV = 189, nBSV = 63
Total nSV = 189
.*
optimization finished, #iter = 334
nu = 0.853145
obj = -86.689416, rho = 0.111754
nSV = 190, nBSV = 73
Total nSV = 190
.*
optimization finished, #iter = 331
nu = 0.848276
obj = -87.536108, rho = 0.146990
nSV = 190, nBSV = 77
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*
optimization finished, #iter = 373
nu = 0.774389
obj = -86.381689, rho = 0.057659
nSV = 192, nBSV = 6
Total nSV = 192
.*
optimization finished, #iter = 373
nu = 0.777462
obj = -87.241926, rho = 0.077204
nSV = 192, nBSV = 10
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.760735
obj = -85.088602, rho = 0.053906
nSV = 189, nBSV = 8
Total nSV = 189
.*.*
optimization finished, #iter = 385
nu = 0.782236
obj = -87.294256, rho = 0.070115
nSV = 190, nBSV = 10
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.790078
obj = -88.487539, rho = 0.093091
nSV = 190, nBSV = 13
Total nSV = 190
Cross Validation Accuracy = 64.1667%
.*
optimization finished, #iter = 380
nu = 0.676272
obj = -86.502539, rho = 0.058231
nSV = 192, nBSV = 2
Total nSV = 192
.*
optimization finished, #iter = 382
nu = 0.682724
obj = -87.603763, rho = 0.075000
nSV = 192, nBSV = 6
Total nSV = 192
.*
optimization finished, #iter = 377
nu = 0.666685
obj = -85.382719, rho = 0.052755
nSV = 189, nBSV = 3
Total nSV = 189
.*
optimization finished, #iter = 367
nu = 0.684889
obj = -87.531691, rho = 0.069197
nSV = 190, nBSV = 2
Total nSV = 190
.*.*
optimization finished, #iter = 383
nu = 0.694035
obj = -88.940830, rho = 0.090826
nSV = 190, nBSV = 6
Total nSV = 190
Cross Validation Accuracy = 64.5833%
.*
optimization finished, #iter = 378
nu = 0.590060
obj = -86.598791, rho = 0.058239
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 386
nu = 0.598621
obj = -87.864861, rho = 0.073191
nSV = 192, nBSV = 4
Total nSV = 192
.*
optimization finished, #iter = 373
nu = 0.582934
obj = -85.625329, rho = 0.052525
nSV = 189, nBSV = 3
Total nSV = 189
.*
optimization finished, #iter = 368
nu = 0.598351
obj = -87.733359, rho = 0.068097
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.608908
obj = -89.311421, rho = 0.089110
nSV = 190, nBSV = 5
Total nSV = 190
Cross Validation Accuracy = 64.1667%
.*
optimization finished, #iter = 379
nu = 0.515003
obj = -86.659126, rho = 0.058253
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 391
nu = 0.524594
obj = -88.021973, rho = 0.071975
nSV = 192, nBSV = 4
Total nSV = 192
.*
optimization finished, #iter = 378
nu = 0.509823
obj = -85.821258, rho = 0.051802
nSV = 189, nBSV = 2
Total nSV = 189
.*
optimization finished, #iter = 363
nu = 0.523012
obj = -87.894085, rho = 0.066850
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 378
nu = 0.533923
obj = -89.586251, rho = 0.087887
nSV = 190, nBSV = 4
Total nSV = 190
Cross Validation Accuracy = 64.1667%
.*
optimization finished, #iter = 380
nu = 0.449064
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 398
nu = 0.458647
obj = -88.059962, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.445090
obj = -85.976599, rho = 0.051431
nSV = 189, nBSV = 1
Total nSV = 189
.*
optimization finished, #iter = 367
nu = 0.456558
obj = -88.006443, rho = 0.066201
nSV = 190, nBSV = 1
Total nSV = 190
.*
optimization finished, #iter = 355
nu = 0.466927
obj = -89.773150, rho = 0.087030
nSV = 190, nBSV = 1
Total nSV = 190
Cross Validation Accuracy = 63.75%
.*
optimization finished, #iter = 380
nu = 0.390933
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.399275
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.388684
obj = -86.102819, rho = 0.051056
nSV = 189, nBSV = 1
Total nSV = 189
.*
optimization finished, #iter = 374
nu = 0.398587
obj = -88.080184, rho = 0.065587
nSV = 190, nBSV = 1
Total nSV = 190
.*
optimization finished, #iter = 347
nu = 0.407736
obj = -89.920990, rho = 0.086748
nSV = 190, nBSV = 1
Total nSV = 190
Cross Validation Accuracy = 63.75%
.*
optimization finished, #iter = 380
nu = 0.340329
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.347592
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 370
nu = 0.339569
obj = -86.179136, rho = 0.050624
nSV = 189, nBSV = 1
Total nSV = 189
.*
optimization finished, #iter = 366
nu = 0.347731
obj = -88.097017, rho = 0.065127
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 360
nu = 0.356203
obj = -90.022751, rho = 0.086438
nSV = 190, nBSV = 1
Total nSV = 190
Cross Validation Accuracy = 63.75%
.*
optimization finished, #iter = 380
nu = 0.296275
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.302598
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.296175
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.302725
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 375
nu = 0.311055
obj = -90.052133, rho = 0.086165
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.257920
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.263424
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.257833
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.263535
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.270791
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.224532
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.229324
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.224457
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.229420
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.235737
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.195466
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.199637
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.195400
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.199722
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.205221
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.170165
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.173796
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.170107
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.173869
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.178657
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.148135
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.151296
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.148085
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.151360
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.155528
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.128960
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.131712
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.128917
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.131768
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.135396
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.112266
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.114662
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.112228
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.114710
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.117869
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.097733
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.099819
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.097700
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.099861
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.102611
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.085082
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.086897
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.085053
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.086934
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.089327
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.074068
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.075649
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.074043
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.075681
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.077765
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.064480
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.065856
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.064458
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.065884
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.067698
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.056133
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.057331
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.056114
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.057355
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.058934
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.048867
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.049909
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.048850
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.049930
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.051305
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.042541
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.043449
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.042527
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.043467
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.044664
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.037034
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.037824
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.037021
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.037840
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.038882
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.032240
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.032928
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.032229
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.032942
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.033849
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.028067
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.028665
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.028057
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.028678
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.029467
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.024433
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.024955
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.024425
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.024965
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.025653
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.021270
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.021724
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.021263
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.021734
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.022332
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.018517
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.018912
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.018511
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.018920
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.019441
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.016120
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.016464
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.016115
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.016471
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.016924
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.014033
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.014333
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.014029
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.014339
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.014734
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.012217
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.012477
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.012213
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.012483
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.012826
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.010635
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.010862
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.010632
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.010867
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.011166
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.009258
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.009456
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.009255
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.009460
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.009721
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.008060
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.008232
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.008057
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.008235
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.008462
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.007017
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.007166
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.007014
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.007169
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.007367
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.006108
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.006239
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.006106
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.006241
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.006413
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.005318
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.005431
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.005316
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.005433
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.005583
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.004629
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.004728
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.004628
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.004730
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.004860
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.004030
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.004116
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.004029
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.004118
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.004231
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.003508
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.003583
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.003507
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.003585
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.003683
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.003054
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.003119
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.003053
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.003121
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.003207
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.002659
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.002716
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.002658
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.002717
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.002791
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.002315
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.002364
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.002314
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.002365
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.002430
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.002015
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.002058
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.002014
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.002059
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.002116
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.001754
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.001792
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.001754
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.001792
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.001842
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.001527
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.001560
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.001527
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.001560
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.001603
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.001329
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.001358
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.001329
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.001358
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.001396
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.001157
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.001182
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.001157
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.001183
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.001215
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.001007
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.001029
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.001007
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.001029
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.001058
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
.*
optimization finished, #iter = 380
nu = 0.000877
obj = -86.670035, rho = 0.058048
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.000896
obj = -88.059961, rho = 0.071068
nSV = 192, nBSV = 0
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.000877
obj = -86.189819, rho = 0.050409
nSV = 189, nBSV = 0
Total nSV = 189
.*
optimization finished, #iter = 377
nu = 0.000896
obj = -88.097018, rho = 0.065124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 368
nu = 0.000921
obj = -90.052132, rho = 0.086173
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 63.3333%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.165932, rho = 0.999108
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165931, rho = 0.999258
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165930, rho = 0.999339
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165932, rho = 0.999309
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.163981, rho = 0.999400
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 93
nu = 0.880829
obj = -0.190599, rho = 0.999278
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190597, rho = 0.999295
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 89
nu = 0.885417
obj = -0.190595, rho = 0.999237
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.190598, rho = 0.999283
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 96
nu = 0.879581
obj = -0.188357, rho = 0.999340
nSV = 180, nBSV = 156
Total nSV = 180
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.218922, rho = 0.999145
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.218919, rho = 0.999204
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 93
nu = 0.885417
obj = -0.218917, rho = 0.999091
nSV = 178, nBSV = 162
Total nSV = 178
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.218921, rho = 0.999178
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.216347, rho = 0.999230
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -0.251449, rho = 0.999000
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.251447, rho = 0.999029
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.251444, rho = 0.998918
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.251449, rho = 0.999024
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.248492, rho = 0.999116
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.288808, rho = 0.998804
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.288804, rho = 0.998884
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.288801, rho = 0.998739
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.288806, rho = 0.998878
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.285412, rho = 0.998926
nSV = 187, nBSV = 149
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.331708, rho = 0.998581
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.331702, rho = 0.998680
nSV = 186, nBSV = 153
Total nSV = 186
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.331697, rho = 0.998552
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.331705, rho = 0.998660
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 104
nu = 0.879581
obj = -0.327806, rho = 0.998744
nSV = 187, nBSV = 148
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.380991, rho = 0.998309
nSV = 190, nBSV = 148
Total nSV = 190
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.380984, rho = 0.998358
nSV = 187, nBSV = 148
Total nSV = 187
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.380976, rho = 0.998305
nSV = 184, nBSV = 155
Total nSV = 184
*
optimization finished, #iter = 109
nu = 0.885417
obj = -0.380989, rho = 0.998315
nSV = 189, nBSV = 146
Total nSV = 189
*
optimization finished, #iter = 111
nu = 0.879581
obj = -0.376512, rho = 0.998419
nSV = 188, nBSV = 141
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -0.437570, rho = 0.997976
nSV = 190, nBSV = 143
Total nSV = 190
*
optimization finished, #iter = 112
nu = 0.885417
obj = -0.437561, rho = 0.998017
nSV = 188, nBSV = 143
Total nSV = 188
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.437551, rho = 0.997881
nSV = 185, nBSV = 148
Total nSV = 185
*
optimization finished, #iter = 114
nu = 0.885417
obj = -0.437567, rho = 0.997980
nSV = 190, nBSV = 141
Total nSV = 190
*
optimization finished, #iter = 120
nu = 0.879581
obj = -0.432427, rho = 0.998052
nSV = 188, nBSV = 132
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 117
nu = 0.880829
obj = -0.502538, rho = 0.997607
nSV = 191, nBSV = 139
Total nSV = 191
*
optimization finished, #iter = 117
nu = 0.885417
obj = -0.502527, rho = 0.997642
nSV = 189, nBSV = 138
Total nSV = 189
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.502513, rho = 0.997510
nSV = 186, nBSV = 145
Total nSV = 186
*
optimization finished, #iter = 120
nu = 0.885417
obj = -0.502535, rho = 0.997595
nSV = 190, nBSV = 135
Total nSV = 190
*
optimization finished, #iter = 127
nu = 0.879581
obj = -0.496633, rho = 0.997669
nSV = 188, nBSV = 125
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -0.577141, rho = 0.997158
nSV = 191, nBSV = 133
Total nSV = 191
*
optimization finished, #iter = 122
nu = 0.885417
obj = -0.577125, rho = 0.997214
nSV = 191, nBSV = 133
Total nSV = 191
*
optimization finished, #iter = 112
nu = 0.885417
obj = -0.577106, rho = 0.997108
nSV = 186, nBSV = 143
Total nSV = 186
*
optimization finished, #iter = 123
nu = 0.885417
obj = -0.577135, rho = 0.997199
nSV = 190, nBSV = 132
Total nSV = 190
*
optimization finished, #iter = 131
nu = 0.879581
obj = -0.570360, rho = 0.997266
nSV = 189, nBSV = 121
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 126
nu = 0.880829
obj = -0.662804, rho = 0.996694
nSV = 191, nBSV = 130
Total nSV = 191
*
optimization finished, #iter = 126
nu = 0.885417
obj = -0.662783, rho = 0.996744
nSV = 191, nBSV = 129
Total nSV = 191
*
optimization finished, #iter = 115
nu = 0.885417
obj = -0.662758, rho = 0.996621
nSV = 186, nBSV = 140
Total nSV = 186
*
optimization finished, #iter = 126
nu = 0.885417
obj = -0.662796, rho = 0.996739
nSV = 190, nBSV = 129
Total nSV = 190
*
optimization finished, #iter = 135
nu = 0.879581
obj = -0.655018, rho = 0.996808
nSV = 189, nBSV = 117
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 129
nu = 0.880829
obj = -0.761136, rho = 0.996164
nSV = 191, nBSV = 127
Total nSV = 191
*
optimization finished, #iter = 128
nu = 0.885417
obj = -0.761108, rho = 0.996233
nSV = 191, nBSV = 127
Total nSV = 191
*
optimization finished, #iter = 119
nu = 0.885417
obj = -0.761076, rho = 0.996051
nSV = 188, nBSV = 136
Total nSV = 188
*
optimization finished, #iter = 128
nu = 0.885417
obj = -0.761125, rho = 0.996222
nSV = 190, nBSV = 127
Total nSV = 190
*
optimization finished, #iter = 141
nu = 0.879581
obj = -0.752198, rho = 0.996260
nSV = 190, nBSV = 111
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 134
nu = 0.880829
obj = -0.874027, rho = 0.995505
nSV = 191, nBSV = 122
Total nSV = 191
*
optimization finished, #iter = 136
nu = 0.885417
obj = -0.873992, rho = 0.995560
nSV = 191, nBSV = 119
Total nSV = 191
*
optimization finished, #iter = 120
nu = 0.885417
obj = -0.873947, rho = 0.995444
nSV = 188, nBSV = 135
Total nSV = 188
*
optimization finished, #iter = 132
nu = 0.885417
obj = -0.874013, rho = 0.995608
nSV = 190, nBSV = 123
Total nSV = 190
*
optimization finished, #iter = 154
nu = 0.879581
obj = -0.863770, rho = 0.995576
nSV = 190, nBSV = 98
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 137
nu = 0.880829
obj = -1.003629, rho = 0.994797
nSV = 191, nBSV = 119
Total nSV = 191
*
optimization finished, #iter = 153
nu = 0.885417
obj = -1.003586, rho = 0.994729
nSV = 191, nBSV = 102
Total nSV = 191
*
optimization finished, #iter = 123
nu = 0.885417
obj = -1.003523, rho = 0.994713
nSV = 188, nBSV = 132
Total nSV = 188
*
optimization finished, #iter = 153
nu = 0.885417
obj = -1.003615, rho = 0.994730
nSV = 190, nBSV = 102
Total nSV = 190
*
optimization finished, #iter = 158
nu = 0.879581
obj = -0.991855, rho = 0.994888
nSV = 190, nBSV = 94
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 151
nu = 0.880829
obj = -1.152372, rho = 0.993870
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 160
nu = 0.885417
obj = -1.152314, rho = 0.993879
nSV = 191, nBSV = 95
Total nSV = 191
*
optimization finished, #iter = 124
nu = 0.885417
obj = -1.152229, rho = 0.993909
nSV = 188, nBSV = 131
Total nSV = 188
*
optimization finished, #iter = 159
nu = 0.885417
obj = -1.152352, rho = 0.993897
nSV = 190, nBSV = 96
Total nSV = 190
*
optimization finished, #iter = 159
nu = 0.879581
obj = -1.138855, rho = 0.994120
nSV = 190, nBSV = 93
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 159
nu = 0.880829
obj = -1.323072, rho = 0.992898
nSV = 192, nBSV = 98
Total nSV = 192
*
optimization finished, #iter = 162
nu = 0.885417
obj = -1.322992, rho = 0.992955
nSV = 192, nBSV = 93
Total nSV = 192
*
optimization finished, #iter = 133
nu = 0.885417
obj = -1.322883, rho = 0.992875
nSV = 188, nBSV = 122
Total nSV = 188
*
optimization finished, #iter = 163
nu = 0.885417
obj = -1.323044, rho = 0.992960
nSV = 190, nBSV = 92
Total nSV = 190
*
optimization finished, #iter = 161
nu = 0.879581
obj = -1.307557, rho = 0.993232
nSV = 190, nBSV = 91
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 166
nu = 0.880829
obj = -1.518948, rho = 0.991809
nSV = 192, nBSV = 93
Total nSV = 192
*
optimization finished, #iter = 164
nu = 0.885417
obj = -1.518842, rho = 0.991890
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 146
nu = 0.885417
obj = -1.518700, rho = 0.991674
nSV = 188, nBSV = 110
Total nSV = 188
*
optimization finished, #iter = 165
nu = 0.885417
obj = -1.518909, rho = 0.991901
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 162
nu = 0.879581
obj = -1.501143, rho = 0.992222
nSV = 190, nBSV = 90
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -1.743735, rho = 0.990575
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.885417
obj = -1.743594, rho = 0.990688
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 156
nu = 0.885417
obj = -1.743410, rho = 0.990334
nSV = 189, nBSV = 100
Total nSV = 189
*
optimization finished, #iter = 166
nu = 0.885417
obj = -1.743683, rho = 0.990699
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 164
nu = 0.879581
obj = -1.723305, rho = 0.991068
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -2.001535, rho = 0.989162
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.885417
obj = -2.001350, rho = 0.989298
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 159
nu = 0.885417
obj = -2.001107, rho = 0.988871
nSV = 189, nBSV = 97
Total nSV = 189
*
optimization finished, #iter = 167
nu = 0.885417
obj = -2.001467, rho = 0.989320
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 174
nu = 0.879581
obj = -1.978102, rho = 0.989740
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -2.297029, rho = 0.987551
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -2.296785, rho = 0.987715
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 161
nu = 0.885417
obj = -2.296466, rho = 0.987200
nSV = 189, nBSV = 95
Total nSV = 189
*
optimization finished, #iter = 169
nu = 0.885417
obj = -2.296940, rho = 0.987731
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 181
nu = 0.879581
obj = -2.270158, rho = 0.988211
nSV = 190, nBSV = 89
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -2.636046, rho = 0.985707
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -2.635725, rho = 0.985891
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.885417
obj = -2.635304, rho = 0.985274
nSV = 189, nBSV = 93
Total nSV = 189
*
optimization finished, #iter = 171
nu = 0.885417
obj = -2.635929, rho = 0.985912
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 186
nu = 0.879581
obj = -2.605238, rho = 0.986449
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 174
nu = 0.880829
obj = -3.024503, rho = 0.983581
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 173
nu = 0.885417
obj = -3.024078, rho = 0.983798
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -3.023523, rho = 0.983066
nSV = 189, nBSV = 90
Total nSV = 189
*
optimization finished, #iter = 173
nu = 0.885417
obj = -3.024348, rho = 0.983813
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 190
nu = 0.879581
obj = -2.989190, rho = 0.984433
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 177
nu = 0.880829
obj = -3.469716, rho = 0.981142
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 176
nu = 0.885417
obj = -3.469156, rho = 0.981381
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -3.468423, rho = 0.980553
nSV = 189, nBSV = 90
Total nSV = 189
*
optimization finished, #iter = 177
nu = 0.885417
obj = -3.469512, rho = 0.981401
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 191
nu = 0.879581
obj = -3.429250, rho = 0.982113
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 182
nu = 0.880829
obj = -3.979698, rho = 0.978334
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 179
nu = 0.885417
obj = -3.978958, rho = 0.978598
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -3.977991, rho = 0.977663
nSV = 189, nBSV = 90
Total nSV = 189
*
optimization finished, #iter = 178
nu = 0.885417
obj = -3.979428, rho = 0.978634
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 193
nu = 0.879581
obj = -3.933345, rho = 0.979450
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 182
nu = 0.880829
obj = -4.563608, rho = 0.975112
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 180
nu = 0.885417
obj = -4.562631, rho = 0.975417
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -4.561355, rho = 0.974339
nSV = 189, nBSV = 90
Total nSV = 189
*
optimization finished, #iter = 183
nu = 0.885417
obj = -4.563252, rho = 0.975455
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 197
nu = 0.879581
obj = -4.510535, rho = 0.976386
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 188
nu = 0.880829
obj = -5.231694, rho = 0.971409
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 182
nu = 0.885417
obj = -5.230404, rho = 0.971756
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 173
nu = 0.885417
obj = -5.228720, rho = 0.970528
nSV = 189, nBSV = 90
Total nSV = 189
*
optimization finished, #iter = 186
nu = 0.885417
obj = -5.231223, rho = 0.971795
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 206
nu = 0.879581
obj = -5.170959, rho = 0.972875
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 192
nu = 0.880829
obj = -5.995866, rho = 0.967150
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 184
nu = 0.885417
obj = -5.994163, rho = 0.967555
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 174
nu = 0.885417
obj = -5.991941, rho = 0.966152
nSV = 189, nBSV = 90
Total nSV = 189
*.*
optimization finished, #iter = 193
nu = 0.885417
obj = -5.995246, rho = 0.967590
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 213
nu = 0.879581
obj = -5.926403, rho = 0.968850
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 196
nu = 0.880829
obj = -6.869259, rho = 0.962263
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 188
nu = 0.885417
obj = -6.867012, rho = 0.962721
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 174
nu = 0.885417
obj = -6.864078, rho = 0.961118
nSV = 189, nBSV = 90
Total nSV = 189
*.*
optimization finished, #iter = 200
nu = 0.885417
obj = -6.868441, rho = 0.962765
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 216
nu = 0.879581
obj = -6.789864, rho = 0.964214
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 198
nu = 0.880829
obj = -7.866582, rho = 0.956657
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -7.863619, rho = 0.957172
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 175
nu = 0.885417
obj = -7.859746, rho = 0.955338
nSV = 189, nBSV = 90
Total nSV = 189
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -7.865504, rho = 0.957221
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 218
nu = 0.879581
obj = -7.775908, rho = 0.958890
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -9.004585, rho = 0.950209
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 199
nu = 0.885417
obj = -9.000673, rho = 0.950806
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 180
nu = 0.885417
obj = -8.995563, rho = 0.948701
nSV = 189, nBSV = 90
Total nSV = 189
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -9.003161, rho = 0.950861
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 220
nu = 0.879581
obj = -8.901118, rho = 0.952785
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 217
nu = 0.880829
obj = -10.301791, rho = 0.942802
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 201
nu = 0.885417
obj = -10.296627, rho = 0.943489
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 184
nu = 0.885417
obj = -10.289884, rho = 0.941076
nSV = 189, nBSV = 90
Total nSV = 189
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -10.299910, rho = 0.943548
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 224
nu = 0.879581
obj = -10.183851, rho = 0.945774
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 220
nu = 0.880829
obj = -11.778499, rho = 0.934293
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -11.771686, rho = 0.935079
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 187
nu = 0.885417
obj = -11.762789, rho = 0.932310
nSV = 189, nBSV = 90
Total nSV = 189
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -11.776018, rho = 0.935150
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 230
nu = 0.879581
obj = -11.644229, rho = 0.937716
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 222
nu = 0.880829
obj = -13.456995, rho = 0.924527
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -13.448005, rho = 0.925421
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 192
nu = 0.885417
obj = -13.436266, rho = 0.922247
nSV = 189, nBSV = 90
Total nSV = 189
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -13.453721, rho = 0.925506
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 237
nu = 0.879581
obj = -13.304352, rho = 0.928455
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 226
nu = 0.880829
obj = -15.361908, rho = 0.913302
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -15.350046, rho = 0.914322
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 196
nu = 0.885417
obj = -15.334556, rho = 0.910686
nSV = 189, nBSV = 90
Total nSV = 189
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -15.357587, rho = 0.914430
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 244
nu = 0.879581
obj = -15.188669, rho = 0.917812
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 230
nu = 0.880829
obj = -17.519597, rho = 0.900402
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -17.503944, rho = 0.901578
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 201
nu = 0.885417
obj = -17.483506, rho = 0.897408
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -17.513895, rho = 0.901702
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 249
nu = 0.879581
obj = -17.323366, rho = 0.905576
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 231
nu = 0.880829
obj = -19.957171, rho = 0.885601
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -19.936517, rho = 0.886947
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -19.909550, rho = 0.882142
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -19.949648, rho = 0.887083
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 254
nu = 0.879581
obj = -19.735421, rho = 0.891538
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -22.704338, rho = 0.868581
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -22.677084, rho = 0.870133
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -22.641499, rho = 0.864621
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -22.694411, rho = 0.870290
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 256
nu = 0.879581
obj = -22.454436, rho = 0.875411
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 236
nu = 0.880829
obj = -25.788814, rho = 0.849045
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -25.752855, rho = 0.850829
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -25.705899, rho = 0.844479
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -25.775715, rho = 0.851009
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 257
nu = 0.879581
obj = -25.508121, rho = 0.856882
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 238
nu = 0.880829
obj = -29.238205, rho = 0.826607
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -29.190759, rho = 0.828650
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -29.128805, rho = 0.821369
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -29.220922, rho = 0.828862
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 257
nu = 0.879581
obj = -28.924182, rho = 0.835606
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -33.079594, rho = 0.800815
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -33.016985, rho = 0.803162
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -32.935231, rho = 0.794804
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -33.056788, rho = 0.803407
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 263
nu = 0.879581
obj = -32.729954, rho = 0.811158
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 243
nu = 0.880829
obj = -37.328690, rho = 0.771199
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -37.246079, rho = 0.773901
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -37.138206, rho = 0.764302
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -37.298597, rho = 0.774178
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 268
nu = 0.879581
obj = -36.941690, rho = 0.783077
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -41.995536, rho = 0.737189
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -41.886532, rho = 0.740293
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -41.744197, rho = 0.729235
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -41.955828, rho = 0.740610
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 272
nu = 0.879581
obj = -41.570295, rho = 0.750831
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 248
nu = 0.880829
obj = -47.075665, rho = 0.698101
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -46.931826, rho = 0.701671
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -46.744005, rho = 0.688977
nSV = 190, nBSV = 90
Total nSV = 190
*.*
optimization finished, #iter = 241
nu = 0.885417
obj = -47.023267, rho = 0.702033
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 276
nu = 0.879581
obj = -46.612653, rho = 0.713785
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 252
nu = 0.880829
obj = -52.537502, rho = 0.653209
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 244
nu = 0.885417
obj = -52.347708, rho = 0.657313
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -52.099880, rho = 0.642738
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 248
nu = 0.885417
obj = -52.468364, rho = 0.657734
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 277
nu = 0.879581
obj = -52.039247, rho = 0.671228
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 255
nu = 0.880829
obj = -58.320789, rho = 0.601632
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.885417
obj = -58.070351, rho = 0.606360
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -57.743333, rho = 0.589612
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 255
nu = 0.885417
obj = -58.229560, rho = 0.606836
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 279
nu = 0.879581
obj = -57.792785, rho = 0.622337
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 256
nu = 0.880829
obj = -64.314772, rho = 0.542405
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -63.984326, rho = 0.547830
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -63.552833, rho = 0.528591
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 256
nu = 0.885417
obj = -64.194397, rho = 0.548369
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 281
nu = 0.879581
obj = -63.766769, rho = 0.566188
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 260
nu = 0.880829
obj = -70.345101, rho = 0.474354
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.884719
obj = -69.909804, rho = 0.481021
nSV = 192, nBSV = 88
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.884649
obj = -69.340484, rho = 0.459005
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 260
nu = 0.885417
obj = -70.186266, rho = 0.481203
nSV = 190, nBSV = 90
Total nSV = 190
.*
optimization finished, #iter = 281
nu = 0.879581
obj = -69.792816, rho = 0.501663
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*
optimization finished, #iter = 264
nu = 0.880829
obj = -76.142861, rho = 0.396193
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 254
nu = 0.878981
obj = -75.634984, rho = 0.407989
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.878836
obj = -74.886403, rho = 0.382934
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 270
nu = 0.883458
obj = -75.941061, rho = 0.405482
nSV = 190, nBSV = 89
Total nSV = 190
.*
optimization finished, #iter = 269
nu = 0.874117
obj = -75.658831, rho = 0.431431
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*
optimization finished, #iter = 268
nu = 0.880829
obj = -81.313815, rho = 0.306408
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 276
nu = 0.873919
obj = -80.837643, rho = 0.324101
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 251
nu = 0.873783
obj = -79.852850, rho = 0.295521
nSV = 190, nBSV = 87
Total nSV = 190
.*
optimization finished, #iter = 266
nu = 0.879144
obj = -81.134432, rho = 0.320649
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 283
nu = 0.869027
obj = -81.072883, rho = 0.350968
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*
optimization finished, #iter = 266
nu = 0.880829
obj = -85.287701, rho = 0.203281
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.869197
obj = -85.001063, rho = 0.228070
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.868815
obj = -83.706117, rho = 0.195633
nSV = 190, nBSV = 84
Total nSV = 190
.*
optimization finished, #iter = 280
nu = 0.874095
obj = -85.267669, rho = 0.224442
nSV = 190, nBSV = 87
Total nSV = 190
.*
optimization finished, #iter = 274
nu = 0.864367
obj = -85.545070, rho = 0.258780
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 58.3333%
.*
optimization finished, #iter = 300
nu = 0.867780
obj = -87.347160, rho = 0.099035
nSV = 192, nBSV = 72
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.855837
obj = -87.471563, rho = 0.127760
nSV = 192, nBSV = 74
Total nSV = 192
.*
optimization finished, #iter = 313
nu = 0.853114
obj = -85.788244, rho = 0.093547
nSV = 190, nBSV = 68
Total nSV = 190
.*
optimization finished, #iter = 349
nu = 0.861210
obj = -87.674850, rho = 0.123059
nSV = 190, nBSV = 76
Total nSV = 190
.*
optimization finished, #iter = 317
nu = 0.855150
obj = -88.423595, rho = 0.158383
nSV = 191, nBSV = 79
Total nSV = 191
Cross Validation Accuracy = 62.5%
.*.*
optimization finished, #iter = 401
nu = 0.787575
obj = -87.681555, rho = 0.064502
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 407
nu = 0.788806
obj = -88.144464, rho = 0.080531
nSV = 192, nBSV = 8
Total nSV = 192
.*.*
optimization finished, #iter = 401
nu = 0.773599
obj = -86.259944, rho = 0.060131
nSV = 190, nBSV = 5
Total nSV = 190
.*.*
optimization finished, #iter = 388
nu = 0.793216
obj = -88.242300, rho = 0.075607
nSV = 190, nBSV = 8
Total nSV = 190
.*.*
optimization finished, #iter = 396
nu = 0.801054
obj = -89.344126, rho = 0.097363
nSV = 191, nBSV = 8
Total nSV = 191
Cross Validation Accuracy = 63.3333%
.*.*
optimization finished, #iter = 395
nu = 0.686947
obj = -87.777921, rho = 0.064508
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.691711
obj = -88.414878, rho = 0.078103
nSV = 192, nBSV = 5
Total nSV = 192
.*.*
optimization finished, #iter = 425
nu = 0.676858
obj = -86.491768, rho = 0.059051
nSV = 189, nBSV = 3
Total nSV = 189
.*
optimization finished, #iter = 381
nu = 0.693111
obj = -88.430704, rho = 0.074545
nSV = 190, nBSV = 2
Total nSV = 190
.*.*
optimization finished, #iter = 393
nu = 0.702770
obj = -89.705525, rho = 0.094969
nSV = 191, nBSV = 5
Total nSV = 191
Cross Validation Accuracy = 63.75%
.*.*
optimization finished, #iter = 393
nu = 0.599367
obj = -87.846943, rho = 0.064517
nSV = 192, nBSV = 2
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.605788
obj = -88.586259, rho = 0.076623
nSV = 192, nBSV = 4
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.591696
obj = -86.677403, rho = 0.058598
nSV = 189, nBSV = 2
Total nSV = 189
.*
optimization finished, #iter = 366
nu = 0.605472
obj = -88.587791, rho = 0.073343
nSV = 190, nBSV = 2
Total nSV = 190
.*
optimization finished, #iter = 351
nu = 0.615958
obj = -89.978456, rho = 0.093422
nSV = 191, nBSV = 4
Total nSV = 191
Cross Validation Accuracy = 63.3333%
.*.*
optimization finished, #iter = 399
nu = 0.522946
obj = -87.872973, rho = 0.064176
nSV = 192, nBSV = 1
Total nSV = 192
.*
optimization finished, #iter = 368
nu = 0.530109
obj = -88.649632, rho = 0.075179
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 425
nu = 0.516709
obj = -86.816260, rho = 0.057807
nSV = 189, nBSV = 1
Total nSV = 189
.*
optimization finished, #iter = 375
nu = 0.528710
obj = -88.697512, rho = 0.072364
nSV = 190, nBSV = 1
Total nSV = 190
.*.*
optimization finished, #iter = 383
nu = 0.539070
obj = -90.161237, rho = 0.092089
nSV = 191, nBSV = 2
Total nSV = 191
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.455306
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 392
nu = 0.461728
obj = -88.650382, rho = 0.075018
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 408
nu = 0.451001
obj = -86.926407, rho = 0.057382
nSV = 189, nBSV = 1
Total nSV = 189
.*.*
optimization finished, #iter = 394
nu = 0.461356
obj = -88.771230, rho = 0.071756
nSV = 190, nBSV = 1
Total nSV = 190
.*
optimization finished, #iter = 359
nu = 0.470628
obj = -90.287612, rho = 0.091622
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.396366
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.401964
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.393778
obj = -86.995556, rho = 0.056901
nSV = 189, nBSV = 1
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.402614
obj = -88.796845, rho = 0.071132
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 395
nu = 0.410907
obj = -90.375324, rho = 0.091209
nSV = 190, nBSV = 1
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.345060
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.349932
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.343433
obj = -87.007620, rho = 0.056595
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.350506
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 366
nu = 0.358702
obj = -90.402217, rho = 0.090833
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.300393
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.304635
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.298985
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.305135
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.312274
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.261505
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.265198
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.260279
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.265632
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.271848
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.227653
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.230868
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.226586
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.231246
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.236657
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.198183
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.200982
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.197254
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.201311
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.206021
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.172530
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.174966
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.171721
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.175253
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.179353
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.150194
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.152315
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.149490
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.152565
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.156134
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.130752
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.132599
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.130140
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.132816
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.135924
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.113827
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.115434
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.113293
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.115623
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.118328
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.099092
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.100491
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.098627
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.100656
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.103011
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.086264
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.087482
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.085860
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.087626
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.089676
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.075098
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.076158
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.074746
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.076283
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.078068
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.065376
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.066299
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.065070
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.066408
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.067962
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.056913
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.057717
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.056647
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.057812
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.059164
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.049546
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.050245
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.049314
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.050328
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.051505
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.043132
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.043741
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.042930
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.043813
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.044838
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.037549
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.038079
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.037373
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.038141
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.039034
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.032688
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.033150
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.032535
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.033204
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.033981
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.028457
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.028858
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.028323
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.028906
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.029582
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.024773
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.025123
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.024657
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.025164
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.025753
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.021566
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.021871
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.021465
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.021906
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.022419
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.018774
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.019040
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.018686
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.019071
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.019517
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.016344
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.016575
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.016267
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.016602
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.016990
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.014228
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.014429
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.014162
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.014453
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.014791
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.012386
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.012561
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.012328
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.012582
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.012876
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.010783
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.010935
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.010733
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.010953
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.011210
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.009387
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.009520
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.009343
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.009535
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.009758
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.008172
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.008287
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.008134
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.008301
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.008495
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.007114
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.007215
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.007081
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.007226
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.007396
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.006193
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.006281
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.006164
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.006291
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.006438
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.005392
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.005468
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.005366
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.005477
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.005605
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.004694
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.004760
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.004672
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.004768
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.004879
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.004086
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.004144
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.004067
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.004151
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.004248
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.003557
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.003607
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.003540
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.003613
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.003698
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.003097
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.003140
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.003082
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.003145
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.003219
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.002696
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.002734
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.002683
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.002738
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.002802
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.002347
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.002380
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.002336
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.002384
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.002440
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.002043
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.002072
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.002033
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.002075
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.002124
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.001779
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.001804
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.001770
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.001807
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.001849
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.001548
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.001570
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.001541
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.001573
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.001610
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.001348
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.001367
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.001342
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.001369
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.001401
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.001173
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.001190
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.001168
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.001192
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.001220
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.001022
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.001036
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.001017
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.001038
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.001062
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
.*.*
optimization finished, #iter = 400
nu = 0.000889
obj = -87.873049, rho = 0.064132
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 400
nu = 0.000902
obj = -88.650382, rho = 0.075010
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.000885
obj = -87.007620, rho = 0.056596
nSV = 189, nBSV = 0
Total nSV = 189
.*.*
optimization finished, #iter = 398
nu = 0.000903
obj = -88.796845, rho = 0.071124
nSV = 190, nBSV = 0
Total nSV = 190
.*
optimization finished, #iter = 379
nu = 0.000924
obj = -90.402218, rho = 0.090822
nSV = 190, nBSV = 0
Total nSV = 190
Cross Validation Accuracy = 62.9167%
*
optimization finished, #iter = 86
nu = 0.880829
obj = -0.165933, rho = 0.999084
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165932, rho = 0.999283
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165932, rho = 0.999333
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165933, rho = 0.999369
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.163981, rho = 0.999425
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 96
nu = 0.880829
obj = -0.190600, rho = 0.999320
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.190598, rho = 0.999346
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 90
nu = 0.885417
obj = -0.190597, rho = 0.999300
nSV = 175, nBSV = 165
Total nSV = 175
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.190600, rho = 0.999327
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.188359, rho = 0.999363
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.218923, rho = 0.999210
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.218920, rho = 0.999242
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.218919, rho = 0.999151
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.218923, rho = 0.999214
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 99
nu = 0.879581
obj = -0.216348, rho = 0.999268
nSV = 183, nBSV = 153
Total nSV = 183
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.251452, rho = 0.999033
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.251449, rho = 0.999079
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.251447, rho = 0.998990
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.251450, rho = 0.999084
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.248494, rho = 0.999114
nSV = 187, nBSV = 149
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -0.288811, rho = 0.998878
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.288807, rho = 0.998900
nSV = 186, nBSV = 153
Total nSV = 186
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.288804, rho = 0.998840
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.288809, rho = 0.998905
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.285414, rho = 0.998982
nSV = 187, nBSV = 149
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.331711, rho = 0.998666
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.331705, rho = 0.998737
nSV = 186, nBSV = 153
Total nSV = 186
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.331701, rho = 0.998667
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.331709, rho = 0.998672
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 105
nu = 0.879581
obj = -0.327809, rho = 0.998782
nSV = 189, nBSV = 147
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 111
nu = 0.880829
obj = -0.380997, rho = 0.998365
nSV = 191, nBSV = 145
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.380989, rho = 0.998433
nSV = 186, nBSV = 148
Total nSV = 186
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.380984, rho = 0.998315
nSV = 187, nBSV = 150
Total nSV = 187
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.380993, rho = 0.998385
nSV = 190, nBSV = 145
Total nSV = 190
*
optimization finished, #iter = 115
nu = 0.879581
obj = -0.376517, rho = 0.998425
nSV = 190, nBSV = 137
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 116
nu = 0.880829
obj = -0.437577, rho = 0.998042
nSV = 191, nBSV = 140
Total nSV = 191
*
optimization finished, #iter = 120
nu = 0.885417
obj = -0.437569, rho = 0.998002
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 109
nu = 0.885417
obj = -0.437560, rho = 0.997987
nSV = 187, nBSV = 146
Total nSV = 187
*
optimization finished, #iter = 120
nu = 0.885417
obj = -0.437574, rho = 0.997998
nSV = 190, nBSV = 135
Total nSV = 190
*
optimization finished, #iter = 127
nu = 0.879581
obj = -0.432435, rho = 0.998037
nSV = 190, nBSV = 125
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 123
nu = 0.880829
obj = -0.502549, rho = 0.997645
nSV = 191, nBSV = 133
Total nSV = 191
*
optimization finished, #iter = 123
nu = 0.885417
obj = -0.502537, rho = 0.997662
nSV = 191, nBSV = 133
Total nSV = 191
*
optimization finished, #iter = 112
nu = 0.885417
obj = -0.502525, rho = 0.997628
nSV = 187, nBSV = 143
Total nSV = 187
*
optimization finished, #iter = 123
nu = 0.885417
obj = -0.502544, rho = 0.997662
nSV = 190, nBSV = 132
Total nSV = 190
*
optimization finished, #iter = 129
nu = 0.879581
obj = -0.496642, rho = 0.997720
nSV = 190, nBSV = 123
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 128
nu = 0.880829
obj = -0.577155, rho = 0.997230
nSV = 191, nBSV = 128
Total nSV = 191
*
optimization finished, #iter = 129
nu = 0.885417
obj = -0.577139, rho = 0.997233
nSV = 191, nBSV = 127
Total nSV = 191
*
optimization finished, #iter = 118
nu = 0.885417
obj = -0.577123, rho = 0.997174
nSV = 188, nBSV = 137
Total nSV = 188
*
optimization finished, #iter = 127
nu = 0.885417
obj = -0.577148, rho = 0.997260
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 134
nu = 0.879581
obj = -0.570372, rho = 0.997314
nSV = 191, nBSV = 118
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 130
nu = 0.880829
obj = -0.662821, rho = 0.996789
nSV = 191, nBSV = 126
Total nSV = 191
*
optimization finished, #iter = 131
nu = 0.885417
obj = -0.662801, rho = 0.996795
nSV = 191, nBSV = 125
Total nSV = 191
*
optimization finished, #iter = 120
nu = 0.885417
obj = -0.662780, rho = 0.996724
nSV = 188, nBSV = 135
Total nSV = 188
*
optimization finished, #iter = 130
nu = 0.885417
obj = -0.662812, rho = 0.996816
nSV = 190, nBSV = 125
Total nSV = 190
*
optimization finished, #iter = 140
nu = 0.879581
obj = -0.655035, rho = 0.996839
nSV = 191, nBSV = 112
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 138
nu = 0.880829
obj = -0.761160, rho = 0.996192
nSV = 191, nBSV = 118
Total nSV = 191
*
optimization finished, #iter = 132
nu = 0.885417
obj = -0.761132, rho = 0.996304
nSV = 191, nBSV = 124
Total nSV = 191
*
optimization finished, #iter = 122
nu = 0.885417
obj = -0.761104, rho = 0.996192
nSV = 189, nBSV = 133
Total nSV = 189
*
optimization finished, #iter = 133
nu = 0.885417
obj = -0.761147, rho = 0.996290
nSV = 190, nBSV = 122
Total nSV = 190
*
optimization finished, #iter = 152
nu = 0.879581
obj = -0.752221, rho = 0.996252
nSV = 191, nBSV = 100
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 144
nu = 0.880829
obj = -0.874060, rho = 0.995557
nSV = 191, nBSV = 112
Total nSV = 191
*
optimization finished, #iter = 155
nu = 0.885417
obj = -0.874027, rho = 0.995499
nSV = 191, nBSV = 101
Total nSV = 191
*
optimization finished, #iter = 125
nu = 0.885417
obj = -0.873984, rho = 0.995578
nSV = 189, nBSV = 130
Total nSV = 189
*
optimization finished, #iter = 155
nu = 0.885417
obj = -0.874047, rho = 0.995509
nSV = 190, nBSV = 100
Total nSV = 190
*
optimization finished, #iter = 159
nu = 0.879581
obj = -0.863798, rho = 0.995632
nSV = 191, nBSV = 93
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 158
nu = 0.880829
obj = -1.003675, rho = 0.994761
nSV = 191, nBSV = 98
Total nSV = 191
*
optimization finished, #iter = 162
nu = 0.885417
obj = -1.003630, rho = 0.994775
nSV = 191, nBSV = 94
Total nSV = 191
*
optimization finished, #iter = 134
nu = 0.885417
obj = -1.003574, rho = 0.994782
nSV = 189, nBSV = 121
Total nSV = 189
*
optimization finished, #iter = 163
nu = 0.885417
obj = -1.003656, rho = 0.994779
nSV = 190, nBSV = 92
Total nSV = 190
*
optimization finished, #iter = 160
nu = 0.879581
obj = -0.991892, rho = 0.994976
nSV = 191, nBSV = 92
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 165
nu = 0.880829
obj = -1.152431, rho = 0.993930
nSV = 191, nBSV = 91
Total nSV = 191
*
optimization finished, #iter = 165
nu = 0.885417
obj = -1.152371, rho = 0.993978
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -1.152300, rho = 0.993855
nSV = 190, nBSV = 107
Total nSV = 190
*
optimization finished, #iter = 165
nu = 0.885417
obj = -1.152405, rho = 0.993989
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 161
nu = 0.879581
obj = -1.138904, rho = 0.994224
nSV = 191, nBSV = 91
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 167
nu = 0.880829
obj = -1.323148, rho = 0.993021
nSV = 191, nBSV = 90
Total nSV = 191
*
optimization finished, #iter = 167
nu = 0.885417
obj = -1.323068, rho = 0.993066
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 158
nu = 0.885417
obj = -1.322976, rho = 0.992851
nSV = 190, nBSV = 97
Total nSV = 190
*
optimization finished, #iter = 165
nu = 0.885417
obj = -1.323112, rho = 0.993095
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 162
nu = 0.879581
obj = -1.307621, rho = 0.993357
nSV = 191, nBSV = 90
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -1.519046, rho = 0.991978
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 167
nu = 0.885417
obj = -1.518941, rho = 0.992035
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 163
nu = 0.885417
obj = -1.518822, rho = 0.991756
nSV = 190, nBSV = 93
Total nSV = 190
*
optimization finished, #iter = 165
nu = 0.885417
obj = -1.519000, rho = 0.992069
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 163
nu = 0.879581
obj = -1.501228, rho = 0.992368
nSV = 191, nBSV = 89
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -1.743864, rho = 0.990788
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.743725, rho = 0.990857
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 165
nu = 0.885417
obj = -1.743568, rho = 0.990513
nSV = 190, nBSV = 91
Total nSV = 190
*
optimization finished, #iter = 166
nu = 0.885417
obj = -1.743802, rho = 0.990885
nSV = 190, nBSV = 89
Total nSV = 190
*
optimization finished, #iter = 172
nu = 0.879581
obj = -1.723420, rho = 0.991230
nSV = 191, nBSV = 88
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -2.001705, rho = 0.989418
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 168
nu = 0.885417
obj = -2.001521, rho = 0.989497
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 167
nu = 0.885417
obj = -2.001315, rho = 0.989099
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 169
nu = 0.885417
obj = -2.001624, rho = 0.989529
nSV = 190, nBSV = 89
Total nSV = 190
*
optimization finished, #iter = 180
nu = 0.879581
obj = -1.978253, rho = 0.989924
nSV = 191, nBSV = 88
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -2.297253, rho = 0.987851
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 171
nu = 0.885417
obj = -2.297012, rho = 0.987938
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 167
nu = 0.885417
obj = -2.296739, rho = 0.987478
nSV = 190, nBSV = 90
Total nSV = 190
*
optimization finished, #iter = 173
nu = 0.885417
obj = -2.297148, rho = 0.987978
nSV = 190, nBSV = 89
Total nSV = 190
*
optimization finished, #iter = 187
nu = 0.879581
obj = -2.270357, rho = 0.988423
nSV = 191, nBSV = 88
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 175
nu = 0.880829
obj = -2.636343, rho = 0.986044
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 174
nu = 0.885417
obj = -2.636025, rho = 0.986147
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -2.635664, rho = 0.985611
nSV = 190, nBSV = 89
Total nSV = 190
*
optimization finished, #iter = 177
nu = 0.885417
obj = -2.636204, rho = 0.986186
nSV = 190, nBSV = 89
Total nSV = 190
*
optimization finished, #iter = 190
nu = 0.879581
obj = -2.605499, rho = 0.986699
nSV = 191, nBSV = 88
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 182
nu = 0.880829
obj = -3.024896, rho = 0.983966
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 176
nu = 0.885417
obj = -3.024474, rho = 0.984086
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -3.023997, rho = 0.983472
nSV = 190, nBSV = 89
Total nSV = 190
*
optimization finished, #iter = 184
nu = 0.885417
obj = -3.024712, rho = 0.984116
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 191
nu = 0.879581
obj = -2.989534, rho = 0.984715
nSV = 191, nBSV = 88
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 186
nu = 0.880829
obj = -3.470237, rho = 0.981583
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 178
nu = 0.885417
obj = -3.469678, rho = 0.981715
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -3.469048, rho = 0.981010
nSV = 190, nBSV = 88
Total nSV = 190
*
optimization finished, #iter = 185
nu = 0.885417
obj = -3.469992, rho = 0.981753
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 193
nu = 0.879581
obj = -3.429705, rho = 0.982431
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 187
nu = 0.880829
obj = -3.980385, rho = 0.978842
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 181
nu = 0.885417
obj = -3.979647, rho = 0.978991
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 174
nu = 0.885417
obj = -3.978817, rho = 0.978180
nSV = 190, nBSV = 88
Total nSV = 190
*
optimization finished, #iter = 185
nu = 0.885417
obj = -3.980060, rho = 0.979039
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 200
nu = 0.879581
obj = -3.933947, rho = 0.979816
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 190
nu = 0.880829
obj = -4.564515, rho = 0.975692
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 187
nu = 0.885417
obj = -4.563547, rho = 0.975855
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 178
nu = 0.885417
obj = -4.562446, rho = 0.974939
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 196
nu = 0.885417
obj = -4.564088, rho = 0.975920
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 204
nu = 0.879581
obj = -4.511329, rho = 0.976821
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 195
nu = 0.880829
obj = -5.232890, rho = 0.972076
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -5.231614, rho = 0.972262
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 180
nu = 0.885417
obj = -5.230160, rho = 0.971208
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 203
nu = 0.885417
obj = -5.232328, rho = 0.972334
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 211
nu = 0.879581
obj = -5.172006, rho = 0.973373
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -5.997446, rho = 0.967917
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 197
nu = 0.885417
obj = -5.995759, rho = 0.968133
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 183
nu = 0.885417
obj = -5.993841, rho = 0.966930
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -5.996704, rho = 0.968209
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 214
nu = 0.879581
obj = -5.927783, rho = 0.969416
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 213
nu = 0.880829
obj = -6.871344, rho = 0.963141
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 203
nu = 0.885417
obj = -6.869119, rho = 0.963392
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 186
nu = 0.885417
obj = -6.866586, rho = 0.962008
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -6.870365, rho = 0.963482
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 216
nu = 0.879581
obj = -6.791685, rho = 0.964862
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 218
nu = 0.880829
obj = -7.869335, rho = 0.957658
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -7.866399, rho = 0.957943
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 186
nu = 0.885417
obj = -7.863055, rho = 0.956359
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -7.868044, rho = 0.958047
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 218
nu = 0.879581
obj = -7.778310, rho = 0.959641
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 223
nu = 0.880829
obj = -9.008215, rho = 0.951363
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -9.004340, rho = 0.951685
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 188
nu = 0.885417
obj = -8.999928, rho = 0.949870
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -9.006511, rho = 0.951807
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 221
nu = 0.879581
obj = -8.904288, rho = 0.953653
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 227
nu = 0.880829
obj = -10.306580, rho = 0.944133
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -10.301466, rho = 0.944499
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 196
nu = 0.885417
obj = -10.295646, rho = 0.942412
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -10.304331, rho = 0.944643
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 229
nu = 0.879581
obj = -10.188034, rho = 0.946760
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 229
nu = 0.880829
obj = -11.784818, rho = 0.935830
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -11.778072, rho = 0.936247
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 203
nu = 0.885417
obj = -11.770393, rho = 0.933851
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -11.781851, rho = 0.936410
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 238
nu = 0.879581
obj = -11.649750, rho = 0.938835
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 230
nu = 0.880829
obj = -13.465332, rho = 0.926288
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -13.456432, rho = 0.926756
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 207
nu = 0.885417
obj = -13.446299, rho = 0.924020
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -13.461416, rho = 0.926956
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 243
nu = 0.879581
obj = -13.311637, rho = 0.929739
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 234
nu = 0.880829
obj = -15.372908, rho = 0.915328
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -15.361165, rho = 0.915865
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -15.347795, rho = 0.912707
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -15.367741, rho = 0.916095
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 246
nu = 0.879581
obj = -15.198279, rho = 0.919293
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 236
nu = 0.880829
obj = -17.534112, rho = 0.902731
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -17.518617, rho = 0.903358
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -17.500974, rho = 0.899727
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -17.527294, rho = 0.903620
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 247
nu = 0.879581
obj = -17.336047, rho = 0.907291
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 238
nu = 0.880829
obj = -19.976323, rho = 0.888278
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -19.955877, rho = 0.888988
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -19.932598, rho = 0.884817
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -19.967327, rho = 0.889293
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 252
nu = 0.879581
obj = -19.752152, rho = 0.893500
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -22.729611, rho = 0.871667
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -22.702632, rho = 0.872482
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -22.671913, rho = 0.867696
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -22.717739, rho = 0.872833
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 253
nu = 0.879581
obj = -22.476513, rho = 0.877662
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -25.822160, rho = 0.852583
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -25.786563, rho = 0.853523
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -25.746029, rho = 0.848023
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -25.806496, rho = 0.853922
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 253
nu = 0.879581
obj = -25.537251, rho = 0.859471
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -29.282202, rho = 0.830657
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -29.235234, rho = 0.831748
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -29.181753, rho = 0.825430
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -29.261535, rho = 0.832211
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 256
nu = 0.879581
obj = -28.962619, rho = 0.838582
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 244
nu = 0.880829
obj = -33.137654, rho = 0.805473
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 243
nu = 0.885417
obj = -33.075674, rho = 0.806730
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -33.005102, rho = 0.799477
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 241
nu = 0.885417
obj = -33.110381, rho = 0.807256
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 259
nu = 0.879581
obj = -32.780675, rho = 0.814571
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 249
nu = 0.880829
obj = -37.405298, rho = 0.776547
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 249
nu = 0.885417
obj = -37.323518, rho = 0.778002
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -37.230397, rho = 0.769664
nSV = 190, nBSV = 88
Total nSV = 190
*.*
optimization finished, #iter = 244
nu = 0.885417
obj = -37.369312, rho = 0.778601
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 262
nu = 0.879581
obj = -37.008615, rho = 0.787004
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -42.096615, rho = 0.743324
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 254
nu = 0.885417
obj = -41.988711, rho = 0.744995
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -41.865841, rho = 0.735416
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 248
nu = 0.885417
obj = -42.049134, rho = 0.745679
nSV = 190, nBSV = 87
Total nSV = 190
.*
optimization finished, #iter = 267
nu = 0.879581
obj = -41.658600, rho = 0.755335
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 251
nu = 0.880829
obj = -47.209047, rho = 0.705147
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 256
nu = 0.885417
obj = -47.066659, rho = 0.707069
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -46.904522, rho = 0.696066
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 251
nu = 0.885417
obj = -47.146392, rho = 0.707855
nSV = 190, nBSV = 87
Total nSV = 190
.*
optimization finished, #iter = 268
nu = 0.879581
obj = -46.729176, rho = 0.718948
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 253
nu = 0.880829
obj = -52.713498, rho = 0.661299
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 260
nu = 0.885417
obj = -52.525618, rho = 0.663508
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -52.311680, rho = 0.650873
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 254
nu = 0.885417
obj = -52.630825, rho = 0.664419
nSV = 190, nBSV = 87
Total nSV = 190
.*
optimization finished, #iter = 270
nu = 0.879581
obj = -52.193000, rho = 0.677162
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 258
nu = 0.880829
obj = -58.553021, rho = 0.610930
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 267
nu = 0.885417
obj = -58.305109, rho = 0.613470
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -58.022809, rho = 0.598954
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -58.443933, rho = 0.614514
nSV = 190, nBSV = 87
Total nSV = 190
.*
optimization finished, #iter = 272
nu = 0.879581
obj = -57.995667, rho = 0.629158
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 266
nu = 0.880829
obj = -64.621200, rho = 0.553081
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -64.294084, rho = 0.556000
nSV = 192, nBSV = 89
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -63.921596, rho = 0.539327
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -64.477259, rho = 0.557196
nSV = 190, nBSV = 87
Total nSV = 190
.*
optimization finished, #iter = 277
nu = 0.879581
obj = -64.034467, rho = 0.574019
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 271
nu = 0.880829
obj = -70.749437, rho = 0.486626
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.885417
obj = -70.317799, rho = 0.489982
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 246
nu = 0.885417
obj = -69.826302, rho = 0.470805
nSV = 190, nBSV = 88
Total nSV = 190
.*
optimization finished, #iter = 266
nu = 0.885417
obj = -70.559504, rho = 0.491352
nSV = 190, nBSV = 87
Total nSV = 190
.*
optimization finished, #iter = 280
nu = 0.879581
obj = -70.146047, rho = 0.510675
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 276
nu = 0.880829
obj = -76.676378, rho = 0.410295
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 282
nu = 0.881688
obj = -76.128871, rho = 0.416756
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 246
nu = 0.881439
obj = -75.483228, rho = 0.394984
nSV = 190, nBSV = 86
Total nSV = 190
.*
optimization finished, #iter = 260
nu = 0.885259
obj = -76.425813, rho = 0.415831
nSV = 190, nBSV = 86
Total nSV = 190
.*
optimization finished, #iter = 277
nu = 0.876652
obj = -76.090003, rho = 0.439859
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*
optimization finished, #iter = 281
nu = 0.880829
obj = -82.017806, rho = 0.322596
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 266
nu = 0.876488
obj = -81.432317, rho = 0.334201
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.876242
obj = -80.585690, rho = 0.309306
nSV = 190, nBSV = 86
Total nSV = 190
.*
optimization finished, #iter = 275
nu = 0.881207
obj = -81.734347, rho = 0.332147
nSV = 190, nBSV = 85
Total nSV = 190
.*
optimization finished, #iter = 276
nu = 0.871423
obj = -81.588758, rho = 0.360587
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*
optimization finished, #iter = 286
nu = 0.880829
obj = -86.216621, rho = 0.221865
nSV = 192, nBSV = 89
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.871734
obj = -85.722994, rho = 0.239531
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.871389
obj = -84.612476, rho = 0.211180
nSV = 190, nBSV = 84
Total nSV = 190
.*
optimization finished, #iter = 291
nu = 0.876128
obj = -86.007293, rho = 0.237408
nSV = 190, nBSV = 84
Total nSV = 190
.*
optimization finished, #iter = 277
nu = 0.866728
obj = -86.167707, rho = 0.269633
nSV = 191, nBSV = 83
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*
optimization finished, #iter = 311
nu = 0.875037
obj = -88.504654, rho = 0.112262
nSV = 192, nBSV = 76
Total nSV = 192
.*
optimization finished, #iter = 334
nu = 0.862867
obj = -88.314392, rho = 0.135725
nSV = 192, nBSV = 75
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.860912
obj = -86.869734, rho = 0.105302
nSV = 190, nBSV = 76
Total nSV = 190
.*
optimization finished, #iter = 321
nu = 0.867822
obj = -88.552628, rho = 0.132569
nSV = 190, nBSV = 74
Total nSV = 190
.*
optimization finished, #iter = 327
nu = 0.860378
obj = -89.163916, rho = 0.167432
nSV = 191, nBSV = 79
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 425
nu = 0.798730
obj = -88.853503, rho = 0.070403
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 407
nu = 0.798651
obj = -88.952835, rho = 0.083556
nSV = 192, nBSV = 6
Total nSV = 192
.*.*
optimization finished, #iter = 399
nu = 0.785044
obj = -87.317718, rho = 0.065655
nSV = 190, nBSV = 5
Total nSV = 190
.*.*
optimization finished, #iter = 395
nu = 0.802701
obj = -89.109061, rho = 0.080434
nSV = 190, nBSV = 3
Total nSV = 190
.*.*
optimization finished, #iter = 406
nu = 0.810393
obj = -90.073356, rho = 0.101204
nSV = 191, nBSV = 7
Total nSV = 191
Cross Validation Accuracy = 62.5%
.*.*
optimization finished, #iter = 418
nu = 0.696677
obj = -88.928877, rho = 0.070415
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 411
nu = 0.699677
obj = -89.145110, rho = 0.081228
nSV = 192, nBSV = 4
Total nSV = 192
.*.*
optimization finished, #iter = 407
nu = 0.686275
obj = -87.497207, rho = 0.064890
nSV = 190, nBSV = 3
Total nSV = 190
.*.*
optimization finished, #iter = 400
nu = 0.700779
obj = -89.261087, rho = 0.079306
nSV = 190, nBSV = 2
Total nSV = 190
.*.*
optimization finished, #iter = 382
nu = 0.710331
obj = -90.352521, rho = 0.098924
nSV = 191, nBSV = 5
Total nSV = 191
Cross Validation Accuracy = 62.5%
.*.*
optimization finished, #iter = 418
nu = 0.607763
obj = -88.970298, rho = 0.070312
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.612302
obj = -89.239645, rho = 0.079650
nSV = 192, nBSV = 3
Total nSV = 192
.*.*
optimization finished, #iter = 415
nu = 0.599540
obj = -87.629878, rho = 0.063873
nSV = 190, nBSV = 1
Total nSV = 190
.*
optimization finished, #iter = 369
nu = 0.612055
obj = -89.375362, rho = 0.078007
nSV = 190, nBSV = 2
Total nSV = 190
.*.*
optimization finished, #iter = 393
nu = 0.621866
obj = -90.541709, rho = 0.097334
nSV = 191, nBSV = 3
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.529565
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 408
nu = 0.533960
obj = -89.249458, rho = 0.078913
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 407
nu = 0.523072
obj = -87.726967, rho = 0.063390
nSV = 190, nBSV = 1
Total nSV = 190
.*.*
optimization finished, #iter = 394
nu = 0.533913
obj = -89.448598, rho = 0.077377
nSV = 190, nBSV = 1
Total nSV = 190
.*.*
optimization finished, #iter = 397
nu = 0.543170
obj = -90.657857, rho = 0.096361
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.461013
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.464844
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 414
nu = 0.456455
obj = -87.791314, rho = 0.062851
nSV = 190, nBSV = 1
Total nSV = 190
.*.*
optimization finished, #iter = 400
nu = 0.465862
obj = -89.484448, rho = 0.076694
nSV = 190, nBSV = 1
Total nSV = 190
.*.*
optimization finished, #iter = 395
nu = 0.473999
obj = -90.735160, rho = 0.095877
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.401334
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.404670
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 418
nu = 0.398114
obj = -87.806489, rho = 0.062436
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.405734
obj = -89.485426, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 418
nu = 0.413681
obj = -90.762231, rho = 0.095370
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.349384
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.352288
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.346592
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.353213
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.360126
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.304158
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.306686
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.301728
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.307491
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.313509
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.264782
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.266983
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.262667
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.267684
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.272923
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.230506
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.232422
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.228664
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.233032
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.237593
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.200667
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.202335
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.199064
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.202866
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.206837
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.174692
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.176144
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.173296
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.176606
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.180063
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.152077
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.153340
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.150861
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.153743
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.156752
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.132391
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.133491
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.131333
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.133842
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.136462
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.115253
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.116211
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.114332
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.116516
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.118797
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.100334
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.101167
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.099532
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.101433
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.103418
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.087345
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.088071
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.086647
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.088302
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.090031
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.076039
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.076671
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.075431
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.076872
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.078377
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.066196
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.066746
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.065667
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.066921
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.068231
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.057627
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.058105
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.057166
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.058258
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.059398
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.050167
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.050584
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.049766
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.050717
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.051709
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.043673
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.044036
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.043324
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.044151
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.045016
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.038019
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.038335
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.037716
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.038436
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.039188
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.033098
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.033373
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.032833
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.033460
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.034115
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.028813
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.029053
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.028583
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.029129
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.029699
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.025083
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.025292
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.024883
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.025358
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.025855
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.021836
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.022018
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.021662
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.022076
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.022508
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.019010
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.019168
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.018858
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.019218
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.019594
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.016549
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.016686
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.016417
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.016730
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.017058
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.014407
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.014526
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.014292
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.014565
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.014850
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.012542
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.012646
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.012441
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.012679
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.012927
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.010918
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.011009
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.010831
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.011038
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.011254
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.009505
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.009584
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.009429
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.009609
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.009797
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.008274
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.008343
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.008208
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.008365
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.008529
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.007203
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.007263
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.007146
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.007282
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.007425
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.006271
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.006323
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.006221
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.006340
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.006464
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.005459
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.005504
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.005415
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.005519
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.005627
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.004752
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.004792
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.004714
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.004804
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.004899
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.004137
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.004172
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.004104
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.004183
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.004264
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.003602
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.003632
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.003573
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.003641
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.003712
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.003135
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.003161
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.003110
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.003170
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.003232
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.002730
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.002752
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.002708
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.002759
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.002813
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.002376
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.002396
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.002357
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.002402
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.002449
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.002069
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.002086
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.002052
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.002091
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.002132
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.001801
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.001816
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.001786
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.001821
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.001856
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.001568
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.001581
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.001555
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.001585
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.001616
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.001365
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.001376
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.001354
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.001380
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.001407
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.001188
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.001198
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.001179
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.001201
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.001225
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.001034
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.001043
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.001026
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.001046
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.001066
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
.*.*
optimization finished, #iter = 424
nu = 0.000900
obj = -88.975903, rho = 0.069899
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.000908
obj = -89.249457, rho = 0.078912
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 420
nu = 0.000893
obj = -87.806492, rho = 0.062423
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.000910
obj = -89.485427, rho = 0.076563
nSV = 190, nBSV = 0
Total nSV = 190
.*.*
optimization finished, #iter = 407
nu = 0.000928
obj = -90.762232, rho = 0.095375
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 62.0833%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165934, rho = 0.999393
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165933, rho = 0.999412
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165932, rho = 0.999381
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165933, rho = 0.999398
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.879581
obj = -0.163982, rho = 0.999443
nSV = 172, nBSV = 164
Total nSV = 172
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 97
nu = 0.880829
obj = -0.190601, rho = 0.999346
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.190599, rho = 0.999364
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 91
nu = 0.885417
obj = -0.190598, rho = 0.999332
nSV = 176, nBSV = 164
Total nSV = 176
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.190601, rho = 0.999360
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 98
nu = 0.879581
obj = -0.188359, rho = 0.999386
nSV = 182, nBSV = 154
Total nSV = 182
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 101
nu = 0.880829
obj = -0.218925, rho = 0.999213
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.218923, rho = 0.999239
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.218921, rho = 0.999201
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.218924, rho = 0.999244
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 102
nu = 0.879581
obj = -0.216350, rho = 0.999273
nSV = 186, nBSV = 150
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -0.251454, rho = 0.999081
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.251451, rho = 0.999095
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.251449, rho = 0.999057
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.251452, rho = 0.999132
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.248496, rho = 0.999145
nSV = 187, nBSV = 149
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -0.288813, rho = 0.998921
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.288809, rho = 0.998960
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 99
nu = 0.885417
obj = -0.288807, rho = 0.998916
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.288812, rho = 0.998923
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.285416, rho = 0.999018
nSV = 187, nBSV = 149
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.331714, rho = 0.998717
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.331708, rho = 0.998773
nSV = 187, nBSV = 152
Total nSV = 187
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.331705, rho = 0.998696
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.331711, rho = 0.998763
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 105
nu = 0.879581
obj = -0.327812, rho = 0.998833
nSV = 189, nBSV = 147
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 113
nu = 0.880829
obj = -0.381001, rho = 0.998398
nSV = 191, nBSV = 142
Total nSV = 191
*
optimization finished, #iter = 110
nu = 0.885417
obj = -0.380994, rho = 0.998429
nSV = 190, nBSV = 145
Total nSV = 190
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.380989, rho = 0.998372
nSV = 188, nBSV = 148
Total nSV = 188
*
optimization finished, #iter = 114
nu = 0.885417
obj = -0.380998, rho = 0.998399
nSV = 190, nBSV = 141
Total nSV = 190
*
optimization finished, #iter = 122
nu = 0.879581
obj = -0.376522, rho = 0.998388
nSV = 190, nBSV = 130
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 120
nu = 0.880829
obj = -0.437584, rho = 0.998056
nSV = 191, nBSV = 135
Total nSV = 191
*
optimization finished, #iter = 123
nu = 0.885417
obj = -0.437576, rho = 0.998014
nSV = 191, nBSV = 132
Total nSV = 191
*
optimization finished, #iter = 113
nu = 0.885417
obj = -0.437568, rho = 0.998022
nSV = 188, nBSV = 142
Total nSV = 188
*
optimization finished, #iter = 124
nu = 0.885417
obj = -0.437581, rho = 0.998028
nSV = 190, nBSV = 131
Total nSV = 190
*
optimization finished, #iter = 131
nu = 0.879581
obj = -0.432441, rho = 0.998046
nSV = 191, nBSV = 121
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 127
nu = 0.880829
obj = -0.502557, rho = 0.997675
nSV = 191, nBSV = 128
Total nSV = 191
*
optimization finished, #iter = 127
nu = 0.885417
obj = -0.502546, rho = 0.997673
nSV = 191, nBSV = 128
Total nSV = 191
*
optimization finished, #iter = 119
nu = 0.885417
obj = -0.502536, rho = 0.997628
nSV = 190, nBSV = 136
Total nSV = 190
*
optimization finished, #iter = 127
nu = 0.885417
obj = -0.502552, rho = 0.997694
nSV = 191, nBSV = 128
Total nSV = 191
*
optimization finished, #iter = 136
nu = 0.879581
obj = -0.496651, rho = 0.997700
nSV = 191, nBSV = 116
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 132
nu = 0.880829
obj = -0.577165, rho = 0.997261
nSV = 191, nBSV = 123
Total nSV = 191
*
optimization finished, #iter = 130
nu = 0.885417
obj = -0.577151, rho = 0.997290
nSV = 191, nBSV = 125
Total nSV = 191
*
optimization finished, #iter = 121
nu = 0.885417
obj = -0.577136, rho = 0.997248
nSV = 190, nBSV = 134
Total nSV = 190
*
optimization finished, #iter = 129
nu = 0.885417
obj = -0.577158, rho = 0.997320
nSV = 191, nBSV = 126
Total nSV = 191
*
optimization finished, #iter = 141
nu = 0.879581
obj = -0.570383, rho = 0.997300
nSV = 191, nBSV = 111
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 137
nu = 0.880829
obj = -0.662836, rho = 0.996788
nSV = 191, nBSV = 118
Total nSV = 191
*
optimization finished, #iter = 132
nu = 0.885417
obj = -0.662816, rho = 0.996852
nSV = 191, nBSV = 123
Total nSV = 191
*
optimization finished, #iter = 123
nu = 0.885417
obj = -0.662797, rho = 0.996806
nSV = 190, nBSV = 132
Total nSV = 190
*
optimization finished, #iter = 136
nu = 0.885417
obj = -0.662827, rho = 0.996833
nSV = 191, nBSV = 119
Total nSV = 191
*
optimization finished, #iter = 143
nu = 0.879581
obj = -0.655048, rho = 0.996874
nSV = 191, nBSV = 109
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 142
nu = 0.880829
obj = -0.761180, rho = 0.996241
nSV = 191, nBSV = 113
Total nSV = 191
*
optimization finished, #iter = 144
nu = 0.885417
obj = -0.761154, rho = 0.996243
nSV = 191, nBSV = 111
Total nSV = 191
*
optimization finished, #iter = 127
nu = 0.885417
obj = -0.761127, rho = 0.996262
nSV = 190, nBSV = 128
Total nSV = 190
*
optimization finished, #iter = 142
nu = 0.885417
obj = -0.761167, rho = 0.996284
nSV = 191, nBSV = 113
Total nSV = 191
*
optimization finished, #iter = 157
nu = 0.879581
obj = -0.752240, rho = 0.996275
nSV = 191, nBSV = 95
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 159
nu = 0.880829
obj = -0.874089, rho = 0.995537
nSV = 191, nBSV = 97
Total nSV = 191
*
optimization finished, #iter = 161
nu = 0.885417
obj = -0.874056, rho = 0.995523
nSV = 191, nBSV = 94
Total nSV = 191
*
optimization finished, #iter = 138
nu = 0.885417
obj = -0.874018, rho = 0.995557
nSV = 190, nBSV = 117
Total nSV = 190
*
optimization finished, #iter = 163
nu = 0.885417
obj = -0.874073, rho = 0.995541
nSV = 191, nBSV = 92
Total nSV = 191
*
optimization finished, #iter = 160
nu = 0.879581
obj = -0.863821, rho = 0.995698
nSV = 191, nBSV = 92
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 167
nu = 0.880829
obj = -1.003712, rho = 0.994815
nSV = 191, nBSV = 90
Total nSV = 191
*
optimization finished, #iter = 164
nu = 0.885417
obj = -1.003666, rho = 0.994835
nSV = 191, nBSV = 91
Total nSV = 191
*
optimization finished, #iter = 155
nu = 0.885417
obj = -1.003621, rho = 0.994732
nSV = 191, nBSV = 100
Total nSV = 191
*
optimization finished, #iter = 165
nu = 0.885417
obj = -1.003690, rho = 0.994863
nSV = 191, nBSV = 90
Total nSV = 191
*
optimization finished, #iter = 161
nu = 0.879581
obj = -0.991922, rho = 0.995052
nSV = 191, nBSV = 91
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -1.152477, rho = 0.994038
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 165
nu = 0.885417
obj = -1.152418, rho = 0.994061
nSV = 191, nBSV = 90
Total nSV = 191
*
optimization finished, #iter = 164
nu = 0.885417
obj = -1.152360, rho = 0.993874
nSV = 191, nBSV = 91
Total nSV = 191
*
optimization finished, #iter = 166
nu = 0.885417
obj = -1.152448, rho = 0.994094
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 164
nu = 0.879581
obj = -1.138944, rho = 0.994297
nSV = 191, nBSV = 88
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -1.323208, rho = 0.993153
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 166
nu = 0.885417
obj = -1.323130, rho = 0.993173
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 167
nu = 0.885417
obj = -1.323054, rho = 0.992953
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 167
nu = 0.885417
obj = -1.323170, rho = 0.993203
nSV = 191, nBSV = 88
Total nSV = 191
*
optimization finished, #iter = 165
nu = 0.879581
obj = -1.307674, rho = 0.993448
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.519127, rho = 0.992132
nSV = 191, nBSV = 88
Total nSV = 191
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.519023, rho = 0.992156
nSV = 192, nBSV = 88
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.885417
obj = -1.518923, rho = 0.991905
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.519076, rho = 0.992188
nSV = 191, nBSV = 87
Total nSV = 191
*
optimization finished, #iter = 166
nu = 0.879581
obj = -1.501298, rho = 0.992468
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 173
nu = 0.880829
obj = -1.743970, rho = 0.990951
nSV = 191, nBSV = 86
Total nSV = 191
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.743833, rho = 0.990992
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.743701, rho = 0.990696
nSV = 191, nBSV = 88
Total nSV = 191
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.743902, rho = 0.991029
nSV = 191, nBSV = 87
Total nSV = 191
*
optimization finished, #iter = 179
nu = 0.879581
obj = -1.723513, rho = 0.991346
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 174
nu = 0.880829
obj = -2.001845, rho = 0.989607
nSV = 191, nBSV = 86
Total nSV = 191
*
optimization finished, #iter = 174
nu = 0.885417
obj = -2.001666, rho = 0.989652
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -2.001490, rho = 0.989312
nSV = 191, nBSV = 88
Total nSV = 191
*
optimization finished, #iter = 173
nu = 0.885417
obj = -2.001757, rho = 0.989693
nSV = 191, nBSV = 87
Total nSV = 191
*
optimization finished, #iter = 187
nu = 0.879581
obj = -1.978376, rho = 0.990056
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 178
nu = 0.880829
obj = -2.297440, rho = 0.988072
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 176
nu = 0.885417
obj = -2.297203, rho = 0.988114
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -2.296970, rho = 0.987722
nSV = 191, nBSV = 88
Total nSV = 191
*
optimization finished, #iter = 178
nu = 0.885417
obj = -2.297323, rho = 0.988161
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 192
nu = 0.879581
obj = -2.270520, rho = 0.988576
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 183
nu = 0.880829
obj = -2.636591, rho = 0.986299
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 179
nu = 0.885417
obj = -2.636277, rho = 0.986340
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -2.635968, rho = 0.985896
nSV = 191, nBSV = 88
Total nSV = 191
*
optimization finished, #iter = 183
nu = 0.885417
obj = -2.636436, rho = 0.986400
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 196
nu = 0.879581
obj = -2.605714, rho = 0.986870
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 189
nu = 0.880829
obj = -3.025223, rho = 0.984259
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 181
nu = 0.885417
obj = -3.024807, rho = 0.984312
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -3.024399, rho = 0.983804
nSV = 191, nBSV = 88
Total nSV = 191
*
optimization finished, #iter = 186
nu = 0.885417
obj = -3.025017, rho = 0.984368
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 199
nu = 0.879581
obj = -2.989818, rho = 0.984919
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 191
nu = 0.880829
obj = -3.470666, rho = 0.981915
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 185
nu = 0.885417
obj = -3.470117, rho = 0.981972
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 172
nu = 0.885417
obj = -3.469578, rho = 0.981395
nSV = 191, nBSV = 88
Total nSV = 191
*
optimization finished, #iter = 189
nu = 0.885417
obj = -3.470394, rho = 0.982034
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 199
nu = 0.879581
obj = -3.430079, rho = 0.982676
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 192
nu = 0.880829
obj = -3.980951, rho = 0.979223
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 190
nu = 0.885417
obj = -3.980228, rho = 0.979289
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 174
nu = 0.885417
obj = -3.979515, rho = 0.978632
nSV = 191, nBSV = 88
Total nSV = 191
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -3.980594, rho = 0.979360
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 200
nu = 0.879581
obj = -3.934438, rho = 0.980099
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 195
nu = 0.880829
obj = -4.565261, rho = 0.976133
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -4.564308, rho = 0.976208
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 179
nu = 0.885417
obj = -4.563368, rho = 0.975443
nSV = 191, nBSV = 88
Total nSV = 191
*.*
optimization finished, #iter = 206
nu = 0.885417
obj = -4.564791, rho = 0.976279
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 201
nu = 0.879581
obj = -4.511977, rho = 0.977142
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 204
nu = 0.880829
obj = -5.233877, rho = 0.972581
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -5.232619, rho = 0.972671
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 182
nu = 0.885417
obj = -5.231377, rho = 0.971787
nSV = 191, nBSV = 88
Total nSV = 191
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -5.233256, rho = 0.972753
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 202
nu = 0.879581
obj = -5.172859, rho = 0.973744
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 211
nu = 0.880829
obj = -5.998747, rho = 0.968503
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -5.997087, rho = 0.968600
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 184
nu = 0.885417
obj = -5.995446, rho = 0.967589
nSV = 191, nBSV = 88
Total nSV = 191
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -5.997928, rho = 0.968705
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 207
nu = 0.879581
obj = -5.928908, rho = 0.969849
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 215
nu = 0.880829
obj = -6.873060, rho = 0.963821
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -6.870869, rho = 0.963924
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 187
nu = 0.885417
obj = -6.868705, rho = 0.962761
nSV = 191, nBSV = 88
Total nSV = 191
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -6.871981, rho = 0.964053
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 210
nu = 0.879581
obj = -6.793170, rho = 0.965367
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 223
nu = 0.880829
obj = -7.871599, rho = 0.958439
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -7.868708, rho = 0.958557
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 192
nu = 0.885417
obj = -7.865852, rho = 0.957220
nSV = 191, nBSV = 88
Total nSV = 191
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -7.870175, rho = 0.958710
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 214
nu = 0.879581
obj = -7.780271, rho = 0.960216
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 228
nu = 0.880829
obj = -9.011203, rho = 0.952265
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -9.007387, rho = 0.952401
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -9.003620, rho = 0.950847
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -9.009322, rho = 0.952577
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 219
nu = 0.879581
obj = -8.906876, rho = 0.954306
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 228
nu = 0.880829
obj = -10.310521, rho = 0.945167
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -10.305488, rho = 0.945324
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -10.300517, rho = 0.943543
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -10.308040, rho = 0.945522
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 223
nu = 0.879581
obj = -10.191448, rho = 0.947516
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 230
nu = 0.880829
obj = -11.790019, rho = 0.937014
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -11.783378, rho = 0.937193
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 207
nu = 0.885417
obj = -11.776819, rho = 0.935150
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -11.786744, rho = 0.937421
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 230
nu = 0.879581
obj = -11.654254, rho = 0.939711
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 231
nu = 0.880829
obj = -13.472195, rho = 0.927653
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -13.463432, rho = 0.927854
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -13.454779, rho = 0.925510
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -13.467874, rho = 0.928121
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 235
nu = 0.879581
obj = -13.317580, rho = 0.930751
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 234
nu = 0.880829
obj = -15.381965, rho = 0.916899
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -15.370401, rho = 0.917126
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -15.358982, rho = 0.914440
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -15.376262, rho = 0.917431
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 242
nu = 0.879581
obj = -15.206122, rho = 0.920455
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 237
nu = 0.880829
obj = -17.546063, rho = 0.904544
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -17.530803, rho = 0.904801
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -17.515736, rho = 0.901716
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -17.538537, rho = 0.905153
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 247
nu = 0.879581
obj = -17.346397, rho = 0.908625
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 239
nu = 0.880829
obj = -19.992093, rho = 0.890353
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -19.971956, rho = 0.890647
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -19.952077, rho = 0.887105
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 241
nu = 0.885417
obj = -19.982162, rho = 0.891050
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 250
nu = 0.879581
obj = -19.765810, rho = 0.895032
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -22.750420, rho = 0.874046
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -22.723849, rho = 0.874384
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -22.697617, rho = 0.870316
nSV = 191, nBSV = 87
Total nSV = 191
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -22.737316, rho = 0.874847
nSV = 191, nBSV = 87
Total nSV = 191
.*
optimization finished, #iter = 252
nu = 0.879581
obj = -22.494535, rho = 0.879423
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 244
nu = 0.880829
obj = -25.849618, rho = 0.855312
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -25.814557, rho = 0.855707
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -25.779947, rho = 0.851032
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 244
nu = 0.885417
obj = -25.832327, rho = 0.856239
nSV = 191, nBSV = 87
Total nSV = 191
.*
optimization finished, #iter = 253
nu = 0.879581
obj = -25.561032, rho = 0.861491
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -29.318430, rho = 0.833801
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -29.272171, rho = 0.834263
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -29.226506, rho = 0.828892
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -29.295617, rho = 0.834868
nSV = 191, nBSV = 86
Total nSV = 191
.*
optimization finished, #iter = 256
nu = 0.879581
obj = -28.993994, rho = 0.840905
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 248
nu = 0.880829
obj = -33.185460, rho = 0.809081
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -33.124417, rho = 0.809609
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -33.064157, rho = 0.803446
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 248
nu = 0.885417
obj = -33.155355, rho = 0.810306
nSV = 191, nBSV = 86
Total nSV = 191
.*
optimization finished, #iter = 257
nu = 0.879581
obj = -32.822077, rho = 0.817237
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 250
nu = 0.880829
obj = -37.468377, rho = 0.780687
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 253
nu = 0.885417
obj = -37.387834, rho = 0.781300
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -37.308320, rho = 0.774219
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 248
nu = 0.885417
obj = -37.428654, rho = 0.782101
nSV = 191, nBSV = 86
Total nSV = 191
.*
optimization finished, #iter = 258
nu = 0.879581
obj = -37.063243, rho = 0.790062
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 253
nu = 0.880829
obj = -42.179847, rho = 0.748077
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 257
nu = 0.885417
obj = -42.073573, rho = 0.748779
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -41.968657, rho = 0.740650
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 255
nu = 0.885417
obj = -42.127434, rho = 0.749709
nSV = 191, nBSV = 86
Total nSV = 191
.*
optimization finished, #iter = 260
nu = 0.879581
obj = -41.730679, rho = 0.758849
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 260
nu = 0.880829
obj = -47.318878, rho = 0.710608
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -47.178642, rho = 0.711414
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 244
nu = 0.885417
obj = -47.040197, rho = 0.702067
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -47.249717, rho = 0.712484
nSV = 191, nBSV = 86
Total nSV = 191
.*
optimization finished, #iter = 262
nu = 0.879581
obj = -46.824291, rho = 0.722983
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 269
nu = 0.880829
obj = -52.858420, rho = 0.667565
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 268
nu = 0.885417
obj = -52.673381, rho = 0.668502
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 246
nu = 0.885417
obj = -52.490706, rho = 0.657763
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -52.767160, rho = 0.669733
nSV = 191, nBSV = 86
Total nSV = 191
.*
optimization finished, #iter = 263
nu = 0.879581
obj = -52.318502, rho = 0.681792
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 273
nu = 0.880829
obj = -58.744251, rho = 0.618129
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -58.500085, rho = 0.619206
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 246
nu = 0.885417
obj = -58.259040, rho = 0.606869
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -58.623830, rho = 0.620620
nSV = 191, nBSV = 86
Total nSV = 191
.*
optimization finished, #iter = 266
nu = 0.879581
obj = -58.161271, rho = 0.634467
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 279
nu = 0.880829
obj = -64.873523, rho = 0.561342
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -64.551350, rho = 0.562593
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 250
nu = 0.885417
obj = -64.233297, rho = 0.548413
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 273
nu = 0.885417
obj = -64.714630, rho = 0.564213
nSV = 191, nBSV = 86
Total nSV = 191
.*
optimization finished, #iter = 267
nu = 0.879581
obj = -64.252978, rho = 0.580121
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 284
nu = 0.880829
obj = -71.082380, rho = 0.496110
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 275
nu = 0.885417
obj = -70.657270, rho = 0.497549
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 254
nu = 0.885417
obj = -70.237593, rho = 0.481262
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 276
nu = 0.885417
obj = -70.872718, rho = 0.499410
nSV = 191, nBSV = 86
Total nSV = 191
.*
optimization finished, #iter = 270
nu = 0.879581
obj = -70.434375, rho = 0.517692
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 286
nu = 0.880829
obj = -77.115691, rho = 0.421187
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 278
nu = 0.884322
obj = -76.556656, rho = 0.423587
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 256
nu = 0.884024
obj = -76.003950, rho = 0.405090
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.885417
obj = -76.839045, rho = 0.424973
nSV = 191, nBSV = 86
Total nSV = 191
.*
optimization finished, #iter = 284
nu = 0.879151
obj = -76.457215, rho = 0.446252
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -82.597493, rho = 0.335110
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 285
nu = 0.878957
obj = -81.941623, rho = 0.342021
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 265
nu = 0.878671
obj = -81.218541, rho = 0.320876
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.882838
obj = -82.250213, rho = 0.341437
nSV = 191, nBSV = 85
Total nSV = 191
.*
optimization finished, #iter = 278
nu = 0.873773
obj = -82.020982, rho = 0.367966
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*
optimization finished, #iter = 293
nu = 0.880829
obj = -86.981516, rho = 0.236245
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 304
nu = 0.874178
obj = -86.334937, rho = 0.248423
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 283
nu = 0.873806
obj = -85.388209, rho = 0.224317
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 303
nu = 0.878101
obj = -86.640241, rho = 0.247668
nSV = 191, nBSV = 83
Total nSV = 191
.*
optimization finished, #iter = 287
nu = 0.869072
obj = -86.681446, rho = 0.278026
nSV = 191, nBSV = 83
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*
optimization finished, #iter = 337
nu = 0.880041
obj = -89.494582, rho = 0.123476
nSV = 193, nBSV = 78
Total nSV = 193
.*
optimization finished, #iter = 339
nu = 0.868105
obj = -89.044716, rho = 0.142870
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 323
nu = 0.866896
obj = -87.809679, rho = 0.116194
nSV = 192, nBSV = 74
Total nSV = 192
.*
optimization finished, #iter = 346
nu = 0.872875
obj = -89.325202, rho = 0.141057
nSV = 191, nBSV = 82
Total nSV = 191
.*
optimization finished, #iter = 330
nu = 0.863097
obj = -89.774451, rho = 0.176539
nSV = 191, nBSV = 81
Total nSV = 191
Cross Validation Accuracy = 57.9167%
.*.*
optimization finished, #iter = 434
nu = 0.808585
obj = -89.879564, rho = 0.075866
nSV = 193, nBSV = 2
Total nSV = 193
.*.*
optimization finished, #iter = 410
nu = 0.807229
obj = -89.662591, rho = 0.086268
nSV = 192, nBSV = 6
Total nSV = 192
.*.*
optimization finished, #iter = 410
nu = 0.795155
obj = -88.256204, rho = 0.070720
nSV = 192, nBSV = 4
Total nSV = 192
.*.*
optimization finished, #iter = 423
nu = 0.810690
obj = -89.886294, rho = 0.084647
nSV = 191, nBSV = 2
Total nSV = 191
.*.*
optimization finished, #iter = 402
nu = 0.818274
obj = -90.682559, rho = 0.104566
nSV = 191, nBSV = 6
Total nSV = 191
Cross Validation Accuracy = 61.25%
.*.*
optimization finished, #iter = 425
nu = 0.705257
obj = -89.933833, rho = 0.075859
nSV = 193, nBSV = 2
Total nSV = 193
.*.*
optimization finished, #iter = 400
nu = 0.706565
obj = -89.789881, rho = 0.084265
nSV = 192, nBSV = 4
Total nSV = 192
.*.*
optimization finished, #iter = 407
nu = 0.694602
obj = -88.390319, rho = 0.069920
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 411
nu = 0.707686
obj = -90.005655, rho = 0.083426
nSV = 191, nBSV = 2
Total nSV = 191
.*.*
optimization finished, #iter = 394
nu = 0.716657
obj = -90.888382, rho = 0.102515
nSV = 191, nBSV = 4
Total nSV = 191
Cross Validation Accuracy = 61.25%
.*.*
optimization finished, #iter = 429
nu = 0.614967
obj = -89.952649, rho = 0.075271
nSV = 193, nBSV = 1
Total nSV = 193
.*.*
optimization finished, #iter = 411
nu = 0.617261
obj = -89.824819, rho = 0.082622
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 425
nu = 0.606187
obj = -88.481702, rho = 0.069004
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 408
nu = 0.617608
obj = -90.083186, rho = 0.082392
nSV = 191, nBSV = 1
Total nSV = 191
.*
optimization finished, #iter = 372
nu = 0.626515
obj = -91.012248, rho = 0.100789
nSV = 191, nBSV = 2
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.535372
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 414
nu = 0.537409
obj = -89.824881, rho = 0.082585
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 432
nu = 0.528786
obj = -88.543267, rho = 0.068431
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 407
nu = 0.538680
obj = -90.127045, rho = 0.081720
nSV = 191, nBSV = 1
Total nSV = 191
.*.*
optimization finished, #iter = 404
nu = 0.546606
obj = -91.083235, rho = 0.100159
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.466068
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.467841
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 421
nu = 0.461274
obj = -88.563856, rho = 0.067850
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 409
nu = 0.469442
obj = -90.133482, rho = 0.081357
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 411
nu = 0.476950
obj = -91.113964, rho = 0.099551
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.405735
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.407279
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.401559
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.408679
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 424
nu = 0.415276
obj = -91.114093, rho = 0.099508
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.353216
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.354559
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.349580
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.355778
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.361539
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.307494
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.308663
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.304329
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.309725
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.314739
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.267686
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.268704
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.264931
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.269628
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.273994
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.233034
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.233920
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.230635
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.234725
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.238525
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.202868
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.203639
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.200780
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.204339
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.207648
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.176608
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.177280
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.174790
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.177889
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.180769
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.153744
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.154329
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.152162
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.154860
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.157367
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.133843
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.134352
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.132465
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.134814
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.136997
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.116517
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.116960
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.115318
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.117362
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.119263
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.101434
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.101820
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.100390
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.102170
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.103824
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.088303
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.088639
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.087394
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.088944
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.090384
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.076873
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.077165
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.076082
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.077430
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.078684
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.066922
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.067176
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.066233
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.067407
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.068498
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.058259
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.058480
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.057659
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.058681
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.059631
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.050717
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.050910
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.050195
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.051085
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.051912
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.044152
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.044320
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.043697
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.044472
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.045192
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.038436
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.038582
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.038041
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.038715
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.039342
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.033461
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.033588
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.033116
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.033704
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.034249
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.029129
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.029240
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.028829
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.029341
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.029816
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.025359
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.025455
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.025098
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.025543
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.025956
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.022076
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.022160
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.021849
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.022236
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.022596
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.019218
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.019291
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.019020
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.019358
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.019671
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.016730
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.016794
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.016558
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.016852
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.017125
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.014565
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.014620
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.014415
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.014670
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.014908
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.012679
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.012727
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.012549
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.012771
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.012978
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.011038
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.011080
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.010924
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.011118
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.011298
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.009609
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.009646
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.009510
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.009679
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.009835
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.008365
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.008397
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.008279
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.008426
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.008562
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.007282
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.007310
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.007207
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.007335
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.007454
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.006340
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.006364
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.006274
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.006386
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.006489
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.005519
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.005540
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.005462
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.005559
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.005649
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.004805
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.004823
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.004755
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.004839
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.004918
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.004183
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.004199
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.004140
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.004213
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.004281
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.003641
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.003655
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.003604
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.003668
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.003727
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.003170
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.003182
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.003137
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.003193
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.003245
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.002759
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.002770
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.002731
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.002780
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.002825
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.002402
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.002411
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.002378
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.002420
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.002459
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.002091
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.002099
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.002070
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.002106
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.002141
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.001821
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.001828
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.001802
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.001834
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.001863
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.001585
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.001591
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.001569
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.001596
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.001622
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.001380
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.001385
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.001366
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.001390
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.001412
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.001201
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.001206
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.001189
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.001210
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.001229
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.001046
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.001050
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.001035
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.001053
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.001070
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
.*.*
optimization finished, #iter = 430
nu = 0.000910
obj = -89.952666, rho = 0.075248
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 413
nu = 0.000914
obj = -89.824880, rho = 0.082583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.000901
obj = -88.563856, rho = 0.067853
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.000917
obj = -90.133482, rho = 0.081356
nSV = 191, nBSV = 0
Total nSV = 191
.*.*
optimization finished, #iter = 407
nu = 0.000932
obj = -91.114094, rho = 0.099504
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.8333%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165934, rho = 0.999414
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165933, rho = 0.999427
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 86
nu = 0.885417
obj = -0.165933, rho = 0.999436
nSV = 171, nBSV = 169
Total nSV = 171
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165934, rho = 0.999455
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163981, rho = 0.999358
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.190602, rho = 0.999363
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 95
nu = 0.885417
obj = -0.190600, rho = 0.999383
nSV = 180, nBSV = 160
Total nSV = 180
*
optimization finished, #iter = 92
nu = 0.885417
obj = -0.190599, rho = 0.999363
nSV = 177, nBSV = 163
Total nSV = 177
*
optimization finished, #iter = 96
nu = 0.885417
obj = -0.190601, rho = 0.999395
nSV = 181, nBSV = 159
Total nSV = 181
*
optimization finished, #iter = 100
nu = 0.879581
obj = -0.188360, rho = 0.999396
nSV = 184, nBSV = 152
Total nSV = 184
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.218926, rho = 0.999238
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.218924, rho = 0.999269
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.218922, rho = 0.999233
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.218925, rho = 0.999280
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 102
nu = 0.879581
obj = -0.216350, rho = 0.999298
nSV = 186, nBSV = 150
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -0.251455, rho = 0.999127
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.251452, rho = 0.999133
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.251450, rho = 0.999078
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.251453, rho = 0.999138
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.248497, rho = 0.999176
nSV = 187, nBSV = 149
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.288815, rho = 0.998955
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.288811, rho = 0.999004
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.288809, rho = 0.998919
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.288813, rho = 0.998971
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 104
nu = 0.879581
obj = -0.285417, rho = 0.999032
nSV = 188, nBSV = 148
Total nSV = 188
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.331716, rho = 0.998780
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.331711, rho = 0.998771
nSV = 189, nBSV = 150
Total nSV = 189
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.331708, rho = 0.998741
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.331714, rho = 0.998801
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327814, rho = 0.998825
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 117
nu = 0.880829
obj = -0.381005, rho = 0.998405
nSV = 191, nBSV = 138
Total nSV = 191
*
optimization finished, #iter = 118
nu = 0.885417
obj = -0.380999, rho = 0.998375
nSV = 191, nBSV = 137
Total nSV = 191
*
optimization finished, #iter = 109
nu = 0.885417
obj = -0.380993, rho = 0.998406
nSV = 188, nBSV = 146
Total nSV = 188
*
optimization finished, #iter = 118
nu = 0.885417
obj = -0.381002, rho = 0.998403
nSV = 190, nBSV = 137
Total nSV = 190
*
optimization finished, #iter = 130
nu = 0.879581
obj = -0.376526, rho = 0.998345
nSV = 191, nBSV = 122
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 127
nu = 0.880829
obj = -0.437590, rho = 0.998039
nSV = 192, nBSV = 128
Total nSV = 192
*
optimization finished, #iter = 127
nu = 0.885417
obj = -0.437582, rho = 0.998026
nSV = 191, nBSV = 128
Total nSV = 191
*
optimization finished, #iter = 118
nu = 0.885417
obj = -0.437574, rho = 0.998023
nSV = 190, nBSV = 137
Total nSV = 190
*
optimization finished, #iter = 125
nu = 0.885417
obj = -0.437585, rho = 0.998071
nSV = 191, nBSV = 130
Total nSV = 191
*
optimization finished, #iter = 135
nu = 0.879581
obj = -0.432445, rho = 0.998049
nSV = 191, nBSV = 117
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 132
nu = 0.880829
obj = -0.502564, rho = 0.997687
nSV = 192, nBSV = 123
Total nSV = 192
*
optimization finished, #iter = 130
nu = 0.885417
obj = -0.502554, rho = 0.997697
nSV = 191, nBSV = 125
Total nSV = 191
*
optimization finished, #iter = 122
nu = 0.885417
obj = -0.502544, rho = 0.997676
nSV = 190, nBSV = 133
Total nSV = 190
*
optimization finished, #iter = 128
nu = 0.885417
obj = -0.502558, rho = 0.997745
nSV = 191, nBSV = 127
Total nSV = 191
*
optimization finished, #iter = 138
nu = 0.879581
obj = -0.496656, rho = 0.997725
nSV = 191, nBSV = 114
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 136
nu = 0.880829
obj = -0.577175, rho = 0.997293
nSV = 192, nBSV = 119
Total nSV = 192
*
optimization finished, #iter = 132
nu = 0.885417
obj = -0.577160, rho = 0.997324
nSV = 191, nBSV = 123
Total nSV = 191
*
optimization finished, #iter = 126
nu = 0.885417
obj = -0.577148, rho = 0.997269
nSV = 190, nBSV = 129
Total nSV = 190
*
optimization finished, #iter = 137
nu = 0.885417
obj = -0.577168, rho = 0.997292
nSV = 191, nBSV = 118
Total nSV = 191
*
optimization finished, #iter = 143
nu = 0.879581
obj = -0.570391, rho = 0.997331
nSV = 191, nBSV = 109
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 142
nu = 0.880829
obj = -0.662849, rho = 0.996806
nSV = 192, nBSV = 113
Total nSV = 192
*
optimization finished, #iter = 137
nu = 0.885417
obj = -0.662829, rho = 0.996860
nSV = 191, nBSV = 118
Total nSV = 191
*
optimization finished, #iter = 130
nu = 0.885417
obj = -0.662813, rho = 0.996799
nSV = 191, nBSV = 125
Total nSV = 191
*
optimization finished, #iter = 140
nu = 0.885417
obj = -0.662839, rho = 0.996843
nSV = 191, nBSV = 115
Total nSV = 191
*
optimization finished, #iter = 147
nu = 0.879581
obj = -0.655059, rho = 0.996884
nSV = 191, nBSV = 105
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 157
nu = 0.880829
obj = -0.761199, rho = 0.996191
nSV = 192, nBSV = 98
Total nSV = 192
*
optimization finished, #iter = 159
nu = 0.885417
obj = -0.761175, rho = 0.996177
nSV = 192, nBSV = 96
Total nSV = 192
*
optimization finished, #iter = 135
nu = 0.885417
obj = -0.761149, rho = 0.996262
nSV = 191, nBSV = 120
Total nSV = 191
*
optimization finished, #iter = 157
nu = 0.885417
obj = -0.761186, rho = 0.996215
nSV = 191, nBSV = 98
Total nSV = 191
*
optimization finished, #iter = 160
nu = 0.879581
obj = -0.752254, rho = 0.996303
nSV = 191, nBSV = 92
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 165
nu = 0.880829
obj = -0.874112, rho = 0.995565
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 164
nu = 0.885417
obj = -0.874079, rho = 0.995570
nSV = 192, nBSV = 91
Total nSV = 192
*
optimization finished, #iter = 159
nu = 0.885417
obj = -0.874050, rho = 0.995474
nSV = 192, nBSV = 96
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.885417
obj = -0.874094, rho = 0.995594
nSV = 191, nBSV = 90
Total nSV = 191
*
optimization finished, #iter = 161
nu = 0.879581
obj = -0.863839, rho = 0.995746
nSV = 191, nBSV = 91
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 167
nu = 0.880829
obj = -1.003740, rho = 0.994901
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.885417
obj = -1.003696, rho = 0.994900
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.885417
obj = -1.003660, rho = 0.994752
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.003717, rho = 0.994920
nSV = 191, nBSV = 87
Total nSV = 191
*
optimization finished, #iter = 165
nu = 0.879581
obj = -0.991947, rho = 0.995098
nSV = 191, nBSV = 88
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152515, rho = 0.994124
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.885417
obj = -1.152457, rho = 0.994137
nSV = 192, nBSV = 88
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.885417
obj = -1.152409, rho = 0.993976
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.152485, rho = 0.994165
nSV = 191, nBSV = 87
Total nSV = 191
*
optimization finished, #iter = 166
nu = 0.879581
obj = -1.138976, rho = 0.994362
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.323258, rho = 0.993254
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.323182, rho = 0.993260
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.323118, rho = 0.993074
nSV = 192, nBSV = 88
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.323218, rho = 0.993297
nSV = 191, nBSV = 87
Total nSV = 191
*
optimization finished, #iter = 167
nu = 0.879581
obj = -1.307717, rho = 0.993520
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.519193, rho = 0.992253
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.519092, rho = 0.992258
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.519007, rho = 0.992048
nSV = 192, nBSV = 88
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.519139, rho = 0.992296
nSV = 191, nBSV = 86
Total nSV = 191
*
optimization finished, #iter = 173
nu = 0.879581
obj = -1.501356, rho = 0.992561
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 173
nu = 0.880829
obj = -1.744057, rho = 0.991105
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 172
nu = 0.885417
obj = -1.743924, rho = 0.991111
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.743812, rho = 0.990857
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.743986, rho = 0.991150
nSV = 191, nBSV = 86
Total nSV = 191
*
optimization finished, #iter = 190
nu = 0.879581
obj = -1.723591, rho = 0.991452
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 181
nu = 0.880829
obj = -2.001962, rho = 0.989786
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 178
nu = 0.885417
obj = -2.001786, rho = 0.989784
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -2.001637, rho = 0.989489
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 175
nu = 0.885417
obj = -2.001868, rho = 0.989827
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 194
nu = 0.879581
obj = -1.978477, rho = 0.990176
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 186
nu = 0.880829
obj = -2.297595, rho = 0.988264
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 180
nu = 0.885417
obj = -2.297360, rho = 0.988263
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 174
nu = 0.885417
obj = -2.297164, rho = 0.987928
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 186
nu = 0.885417
obj = -2.297471, rho = 0.988311
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 196
nu = 0.879581
obj = -2.270651, rho = 0.988717
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 191
nu = 0.880829
obj = -2.636793, rho = 0.986522
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 185
nu = 0.885417
obj = -2.636485, rho = 0.986519
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 175
nu = 0.885417
obj = -2.636225, rho = 0.986133
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 190
nu = 0.885417
obj = -2.636630, rho = 0.986561
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 199
nu = 0.879581
obj = -2.605887, rho = 0.987035
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 194
nu = 0.880829
obj = -3.025489, rho = 0.984514
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 189
nu = 0.885417
obj = -3.025082, rho = 0.984514
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 179
nu = 0.885417
obj = -3.024739, rho = 0.984069
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -3.025274, rho = 0.984564
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 201
nu = 0.879581
obj = -2.990046, rho = 0.985110
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 195
nu = 0.880829
obj = -3.471017, rho = 0.982208
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 191
nu = 0.885417
obj = -3.470480, rho = 0.982209
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 180
nu = 0.885417
obj = -3.470027, rho = 0.981699
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 197
nu = 0.885417
obj = -3.470734, rho = 0.982268
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 204
nu = 0.879581
obj = -3.430381, rho = 0.982892
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 199
nu = 0.880829
obj = -3.981415, rho = 0.979554
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 202
nu = 0.885417
obj = -3.980708, rho = 0.979556
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 180
nu = 0.885417
obj = -3.980106, rho = 0.978978
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -3.981043, rho = 0.979629
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 206
nu = 0.879581
obj = -3.934837, rho = 0.980345
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -4.565875, rho = 0.976510
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -4.564942, rho = 0.976506
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 185
nu = 0.885417
obj = -4.564147, rho = 0.975847
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -4.565384, rho = 0.976595
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 208
nu = 0.879581
obj = -4.512504, rho = 0.977419
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 218
nu = 0.880829
obj = -5.234687, rho = 0.973024
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -5.233455, rho = 0.973015
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 187
nu = 0.885417
obj = -5.232405, rho = 0.972254
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -5.234037, rho = 0.973118
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 210
nu = 0.879581
obj = -5.173555, rho = 0.974055
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 225
nu = 0.880829
obj = -5.999815, rho = 0.969008
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -5.998188, rho = 0.969004
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 191
nu = 0.885417
obj = -5.996804, rho = 0.968123
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -5.998958, rho = 0.969124
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 213
nu = 0.879581
obj = -5.929826, rho = 0.970198
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 227
nu = 0.880829
obj = -6.874469, rho = 0.964400
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -6.872324, rho = 0.964394
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 199
nu = 0.885417
obj = -6.870497, rho = 0.963387
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -6.873337, rho = 0.964533
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 217
nu = 0.879581
obj = -6.794382, rho = 0.965768
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 229
nu = 0.880829
obj = -7.873457, rho = 0.959110
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -7.870626, rho = 0.959088
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -7.868218, rho = 0.957938
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -7.871964, rho = 0.959265
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 219
nu = 0.879581
obj = -7.781868, rho = 0.960677
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 231
nu = 0.880829
obj = -9.013654, rho = 0.953029
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -9.009918, rho = 0.953005
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -9.006741, rho = 0.951681
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -9.011684, rho = 0.953211
nSV = 191, nBSV = 86
Total nSV = 191
*.*
optimization finished, #iter = 221
nu = 0.879581
obj = -8.908983, rho = 0.954834
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -10.313757, rho = 0.946054
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -10.308825, rho = 0.946016
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -10.304634, rho = 0.944494
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -10.311157, rho = 0.946258
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.879581
obj = -10.194229, rho = 0.948122
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 235
nu = 0.880829
obj = -11.794289, rho = 0.938036
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -11.787782, rho = 0.937984
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -11.782250, rho = 0.936235
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -11.790858, rho = 0.938273
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.879581
obj = -11.657921, rho = 0.940411
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 237
nu = 0.880829
obj = -13.477828, rho = 0.928820
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -13.469243, rho = 0.928763
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -13.461944, rho = 0.926755
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -13.473302, rho = 0.929090
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.879581
obj = -13.322419, rho = 0.931558
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 238
nu = 0.880829
obj = -15.389397, rho = 0.918236
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -15.378068, rho = 0.918168
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -15.368439, rho = 0.915851
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -15.383424, rho = 0.918545
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 246
nu = 0.879581
obj = -15.212509, rho = 0.921377
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 243
nu = 0.880829
obj = -17.555870, rho = 0.906068
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -17.540920, rho = 0.906002
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -17.528215, rho = 0.903335
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 243
nu = 0.885417
obj = -17.547989, rho = 0.906427
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 249
nu = 0.879581
obj = -17.354825, rho = 0.909684
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 248
nu = 0.880829
obj = -20.005034, rho = 0.892101
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -19.985306, rho = 0.892021
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -19.968542, rho = 0.888955
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 246
nu = 0.885417
obj = -19.994634, rho = 0.892510
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 253
nu = 0.879581
obj = -19.776929, rho = 0.896257
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 249
nu = 0.880829
obj = -22.767495, rho = 0.876051
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -22.741464, rho = 0.875962
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -22.719342, rho = 0.872447
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 249
nu = 0.885417
obj = -22.753773, rho = 0.876524
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 255
nu = 0.879581
obj = -22.509209, rho = 0.880826
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 254
nu = 0.880829
obj = -25.872150, rho = 0.857611
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -25.837800, rho = 0.857519
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -25.808613, rho = 0.853480
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 250
nu = 0.885417
obj = -25.854042, rho = 0.858163
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 258
nu = 0.879581
obj = -25.580393, rho = 0.863112
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 261
nu = 0.880829
obj = -29.348161, rho = 0.836437
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -29.302838, rho = 0.836344
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -29.264326, rho = 0.831701
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.885417
obj = -29.324268, rho = 0.837078
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.879581
obj = -29.019541, rho = 0.842762
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 268
nu = 0.880829
obj = -33.224694, rho = 0.812100
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 244
nu = 0.885417
obj = -33.164885, rho = 0.812003
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -33.114065, rho = 0.806669
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 254
nu = 0.885417
obj = -33.193163, rho = 0.812844
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.879581
obj = -32.855790, rho = 0.819382
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 273
nu = 0.880829
obj = -37.520146, rho = 0.784161
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 250
nu = 0.885417
obj = -37.441230, rho = 0.784044
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 243
nu = 0.885417
obj = -37.374175, rho = 0.777924
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -37.478542, rho = 0.785016
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 270
nu = 0.879581
obj = -37.107727, rho = 0.792527
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 280
nu = 0.880829
obj = -42.248156, rho = 0.752066
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 252
nu = 0.885417
obj = -42.144027, rho = 0.751930
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 244
nu = 0.885417
obj = -42.055550, rho = 0.744910
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 262
nu = 0.885417
obj = -42.193260, rho = 0.753048
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 271
nu = 0.879581
obj = -41.789374, rho = 0.761680
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 283
nu = 0.880829
obj = -47.409016, rho = 0.715192
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 256
nu = 0.885417
obj = -47.271610, rho = 0.715039
nSV = 192, nBSV = 87
Total nSV = 192
*.*
optimization finished, #iter = 248
nu = 0.885417
obj = -47.154859, rho = 0.706978
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -47.336577, rho = 0.716327
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.879581
obj = -46.901743, rho = 0.726235
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 289
nu = 0.880829
obj = -52.977355, rho = 0.672846
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -52.796049, rho = 0.672672
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.885417
obj = -52.641998, rho = 0.663418
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 267
nu = 0.885417
obj = -52.881772, rho = 0.674142
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.879581
obj = -52.420700, rho = 0.685528
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 289
nu = 0.880829
obj = -58.901188, rho = 0.624195
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -58.661949, rho = 0.623994
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 256
nu = 0.885417
obj = -58.458674, rho = 0.613370
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -58.775064, rho = 0.625677
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.879581
obj = -58.296123, rho = 0.638764
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 291
nu = 0.880829
obj = -65.080598, rho = 0.568322
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 263
nu = 0.885417
obj = -64.764926, rho = 0.568082
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 260
nu = 0.885417
obj = -64.496710, rho = 0.555882
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.885417
obj = -64.914180, rho = 0.570023
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.879581
obj = -64.430912, rho = 0.585053
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 293
nu = 0.880829
obj = -71.355616, rho = 0.504132
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -70.939089, rho = 0.503856
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -70.585171, rho = 0.489845
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -71.136028, rho = 0.506077
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.879581
obj = -70.669160, rho = 0.523344
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 293
nu = 0.880829
obj = -77.476223, rho = 0.430401
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -76.926621, rho = 0.430096
nSV = 192, nBSV = 87
Total nSV = 192
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -76.459631, rho = 0.413983
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -77.186478, rho = 0.432651
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 278
nu = 0.879581
obj = -76.766648, rho = 0.452468
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 294
nu = 0.880829
obj = -83.073224, rho = 0.345698
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 283
nu = 0.881366
obj = -82.380086, rho = 0.348433
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 256
nu = 0.881070
obj = -81.768765, rho = 0.330240
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.884323
obj = -82.694089, rho = 0.349093
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.876108
obj = -82.385723, rho = 0.373596
nSV = 191, nBSV = 83
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*
optimization finished, #iter = 294
nu = 0.880829
obj = -87.609243, rho = 0.248406
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 297
nu = 0.876534
obj = -86.855424, rho = 0.255770
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 276
nu = 0.876229
obj = -86.056176, rho = 0.234950
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.880051
obj = -87.183497, rho = 0.255977
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.871244
obj = -87.107040, rho = 0.284542
nSV = 191, nBSV = 83
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*
optimization finished, #iter = 357
nu = 0.880829
obj = -90.322393, rho = 0.136633
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 331
nu = 0.870382
obj = -89.662765, rho = 0.151220
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 320
nu = 0.869883
obj = -88.621271, rho = 0.127707
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 358
nu = 0.874695
obj = -89.990228, rho = 0.150603
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 313
nu = 0.865339
obj = -90.269955, rho = 0.183864
nSV = 191, nBSV = 81
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 433
nu = 0.817092
obj = -90.757455, rho = 0.080862
nSV = 193, nBSV = 2
Total nSV = 193
.*.*
optimization finished, #iter = 429
nu = 0.814664
obj = -90.277360, rho = 0.088674
nSV = 192, nBSV = 6
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.803949
obj = -89.081973, rho = 0.075410
nSV = 192, nBSV = 3
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.817808
obj = -90.573219, rho = 0.088280
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.824924
obj = -91.185010, rho = 0.107348
nSV = 191, nBSV = 6
Total nSV = 191
Cross Validation Accuracy = 60%
.*.*
optimization finished, #iter = 423
nu = 0.712511
obj = -90.791888, rho = 0.080618
nSV = 193, nBSV = 1
Total nSV = 193
.*.*
optimization finished, #iter = 417
nu = 0.712394
obj = -90.351734, rho = 0.086641
nSV = 192, nBSV = 3
Total nSV = 192
.*.*
optimization finished, #iter = 418
nu = 0.701891
obj = -89.178678, rho = 0.074283
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 414
nu = 0.713811
obj = -90.662430, rho = 0.086974
nSV = 192, nBSV = 2
Total nSV = 192
.*
optimization finished, #iter = 381
nu = 0.721699
obj = -91.330527, rho = 0.105199
nSV = 191, nBSV = 3
Total nSV = 191
Cross Validation Accuracy = 59.5833%
.*.*
optimization finished, #iter = 421
nu = 0.620780
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 416
nu = 0.621002
obj = -90.358841, rho = 0.085896
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.612140
obj = -89.238918, rho = 0.073610
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.622542
obj = -90.712421, rho = 0.086197
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 401
nu = 0.630133
obj = -91.405862, rho = 0.103901
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 60%
.*.*
optimization finished, #iter = 421
nu = 0.540415
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.540602
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 441
nu = 0.533920
obj = -89.267342, rho = 0.072933
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 412
nu = 0.542821
obj = -90.728863, rho = 0.085554
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.549625
obj = -91.441699, rho = 0.103264
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.470458
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.470621
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 410
nu = 0.464952
obj = -89.267865, rho = 0.072827
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 413
nu = 0.472553
obj = -90.728862, rho = 0.085556
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.478770
obj = -91.444022, rho = 0.103055
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.409557
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.409699
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.404749
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.411379
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.416798
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.356543
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.356666
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.352357
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.358129
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.362847
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.310390
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.310498
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.306746
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.311771
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.315878
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.270208
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.270301
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.267035
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.271410
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.274985
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.235229
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.235311
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.232468
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.236276
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.239388
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.204779
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.204850
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.202375
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.205690
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.208399
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.178272
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.178333
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.176179
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.179065
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.181423
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.155193
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.155246
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.153371
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.155883
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.157936
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.135104
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.135151
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.133518
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.135705
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.137492
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.117615
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.117655
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.116234
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.118138
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.119694
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.102389
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.102425
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.101187
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.102845
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.104200
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.089135
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.089166
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.088088
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.089531
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.090711
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.077597
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.077624
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.076686
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.077942
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.078969
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.067552
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.067575
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.066759
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.067852
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.068746
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.058807
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.058828
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.058117
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.059069
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.059847
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.051195
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.051212
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.050594
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.051422
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.052100
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.044568
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.044583
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.044044
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.044766
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.045356
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.038798
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.038812
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.038343
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.038971
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.039484
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.033776
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.033788
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.033379
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.033926
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.034373
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.029404
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.029414
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.029058
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.029534
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.029924
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.025597
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.025606
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.025297
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.025711
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.026050
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.022284
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.022291
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.022022
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.022383
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.022678
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.019399
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.019406
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.019171
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.019485
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.019742
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.016888
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.016894
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.016690
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.016963
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.017187
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.014702
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.014707
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.014529
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.014767
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.014962
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.012799
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.012803
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.012648
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.012856
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.013025
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.011142
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.011146
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.011011
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.011191
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.011339
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.009700
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.009703
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.009586
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.009743
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.009871
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.008444
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.008447
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.008345
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.008482
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.008593
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.007351
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.007353
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.007265
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.007384
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.007481
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.006399
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.006402
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.006324
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.006428
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.006512
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.005571
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.005573
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.005506
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.005596
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.005669
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.004850
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.004851
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.004793
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.004871
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.004936
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.004222
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.004223
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.004172
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.004241
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.004297
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.003675
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.003677
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.003632
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.003692
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.003740
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.003200
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.003201
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.003162
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.003214
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.003256
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.002785
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.002786
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.002753
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.002798
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.002835
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.002425
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.002426
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.002396
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.002436
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.002468
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.002111
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.002112
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.002086
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.002120
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.002148
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.001838
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.001838
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.001816
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.001846
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.001870
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.001600
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.001600
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.001581
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.001607
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.001628
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.001393
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.001393
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.001376
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.001399
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.001417
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.001212
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.001213
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.001198
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.001218
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.001234
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.001055
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.001056
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.001043
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.001060
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.001074
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
.*.*
optimization finished, #iter = 421
nu = 0.000919
obj = -90.797591, rho = 0.080174
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 421
nu = 0.000919
obj = -90.358843, rho = 0.085892
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.000908
obj = -89.267868, rho = 0.072825
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.000923
obj = -90.728865, rho = 0.085549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 405
nu = 0.000935
obj = -91.444018, rho = 0.103056
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 60.4167%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165935, rho = 0.999428
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165933, rho = 0.999417
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165934, rho = 0.999455
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165934, rho = 0.999464
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163981, rho = 0.999378
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 98
nu = 0.880829
obj = -0.190602, rho = 0.999383
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.190602, rho = 0.999382
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 94
nu = 0.885417
obj = -0.190600, rho = 0.999376
nSV = 179, nBSV = 161
Total nSV = 179
*
optimization finished, #iter = 97
nu = 0.885417
obj = -0.190602, rho = 0.999395
nSV = 182, nBSV = 158
Total nSV = 182
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.188361, rho = 0.999406
nSV = 185, nBSV = 151
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -0.218927, rho = 0.999269
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.218925, rho = 0.999287
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.218923, rho = 0.999269
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.218926, rho = 0.999277
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.216351, rho = 0.999303
nSV = 187, nBSV = 149
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.251456, rho = 0.999130
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.251453, rho = 0.999162
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.251452, rho = 0.999132
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.251454, rho = 0.999154
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.248497, rho = 0.999199
nSV = 187, nBSV = 149
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.288816, rho = 0.998994
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.288813, rho = 0.999012
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.288811, rho = 0.998962
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.288815, rho = 0.998995
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285419, rho = 0.999009
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.331718, rho = 0.998844
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331713, rho = 0.998786
nSV = 190, nBSV = 149
Total nSV = 190
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.331711, rho = 0.998760
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.331715, rho = 0.998846
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327816, rho = 0.998862
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 119
nu = 0.880829
obj = -0.381008, rho = 0.998424
nSV = 191, nBSV = 136
Total nSV = 191
*
optimization finished, #iter = 120
nu = 0.885417
obj = -0.381002, rho = 0.998390
nSV = 191, nBSV = 135
Total nSV = 191
*
optimization finished, #iter = 114
nu = 0.885417
obj = -0.380998, rho = 0.998390
nSV = 190, nBSV = 141
Total nSV = 190
*
optimization finished, #iter = 120
nu = 0.885417
obj = -0.381005, rho = 0.998416
nSV = 191, nBSV = 135
Total nSV = 191
*
optimization finished, #iter = 131
nu = 0.879581
obj = -0.376529, rho = 0.998366
nSV = 191, nBSV = 121
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 129
nu = 0.880829
obj = -0.437594, rho = 0.998063
nSV = 191, nBSV = 126
Total nSV = 191
*
optimization finished, #iter = 130
nu = 0.885417
obj = -0.437587, rho = 0.998035
nSV = 191, nBSV = 125
Total nSV = 191
*
optimization finished, #iter = 122
nu = 0.885417
obj = -0.437580, rho = 0.998039
nSV = 191, nBSV = 133
Total nSV = 191
*
optimization finished, #iter = 132
nu = 0.885417
obj = -0.437590, rho = 0.998036
nSV = 191, nBSV = 123
Total nSV = 191
*
optimization finished, #iter = 137
nu = 0.879581
obj = -0.432449, rho = 0.998064
nSV = 191, nBSV = 115
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 136
nu = 0.880829
obj = -0.502570, rho = 0.997695
nSV = 192, nBSV = 119
Total nSV = 192
*
optimization finished, #iter = 132
nu = 0.885417
obj = -0.502560, rho = 0.997718
nSV = 191, nBSV = 123
Total nSV = 191
*
optimization finished, #iter = 125
nu = 0.885417
obj = -0.502551, rho = 0.997706
nSV = 191, nBSV = 130
Total nSV = 191
*
optimization finished, #iter = 135
nu = 0.885417
obj = -0.502565, rho = 0.997707
nSV = 191, nBSV = 120
Total nSV = 191
*
optimization finished, #iter = 141
nu = 0.879581
obj = -0.496662, rho = 0.997734
nSV = 191, nBSV = 111
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 142
nu = 0.880829
obj = -0.577183, rho = 0.997279
nSV = 192, nBSV = 113
Total nSV = 192
*
optimization finished, #iter = 133
nu = 0.885417
obj = -0.577167, rho = 0.997363
nSV = 191, nBSV = 122
Total nSV = 191
*
optimization finished, #iter = 131
nu = 0.885417
obj = -0.577158, rho = 0.997278
nSV = 191, nBSV = 124
Total nSV = 191
*
optimization finished, #iter = 140
nu = 0.885417
obj = -0.577175, rho = 0.997305
nSV = 191, nBSV = 115
Total nSV = 191
*
optimization finished, #iter = 146
nu = 0.879581
obj = -0.570398, rho = 0.997338
nSV = 191, nBSV = 106
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 144
nu = 0.880829
obj = -0.662859, rho = 0.996852
nSV = 192, nBSV = 111
Total nSV = 192
*
optimization finished, #iter = 142
nu = 0.885417
obj = -0.662840, rho = 0.996847
nSV = 192, nBSV = 113
Total nSV = 192
*
optimization finished, #iter = 134
nu = 0.885417
obj = -0.662826, rho = 0.996836
nSV = 191, nBSV = 121
Total nSV = 191
*
optimization finished, #iter = 141
nu = 0.885417
obj = -0.662848, rho = 0.996888
nSV = 192, nBSV = 114
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.879581
obj = -0.655067, rho = 0.996919
nSV = 191, nBSV = 104
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 165
nu = 0.880829
obj = -0.761214, rho = 0.996204
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 163
nu = 0.885417
obj = -0.761189, rho = 0.996194
nSV = 192, nBSV = 92
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.761169, rho = 0.996209
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.885417
obj = -0.761201, rho = 0.996211
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 161
nu = 0.879581
obj = -0.752265, rho = 0.996338
nSV = 191, nBSV = 91
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 168
nu = 0.880829
obj = -0.874130, rho = 0.995615
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.885417
obj = -0.874097, rho = 0.995607
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.885417
obj = -0.874074, rho = 0.995517
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -0.874112, rho = 0.995627
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.879581
obj = -0.863855, rho = 0.995765
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -1.003764, rho = 0.994959
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.003721, rho = 0.994950
nSV = 192, nBSV = 88
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.885417
obj = -1.003690, rho = 0.994843
nSV = 192, nBSV = 89
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.003740, rho = 0.994977
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.879581
obj = -0.991967, rho = 0.995135
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -1.152546, rho = 0.994209
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.152489, rho = 0.994194
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152450, rho = 0.994058
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.152515, rho = 0.994225
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.879581
obj = -1.139003, rho = 0.994407
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -1.323298, rho = 0.993348
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323224, rho = 0.993330
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323172, rho = 0.993174
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.323258, rho = 0.993366
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.879581
obj = -1.307751, rho = 0.993580
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -1.519245, rho = 0.992359
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.519148, rho = 0.992344
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.519078, rho = 0.992159
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.519192, rho = 0.992383
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 181
nu = 0.879581
obj = -1.501404, rho = 0.992624
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 174
nu = 0.880829
obj = -1.744127, rho = 0.991226
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 179
nu = 0.885417
obj = -1.743999, rho = 0.991209
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.743906, rho = 0.990993
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 176
nu = 0.885417
obj = -1.744057, rho = 0.991250
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 194
nu = 0.879581
obj = -1.723653, rho = 0.991525
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 185
nu = 0.880829
obj = -2.002056, rho = 0.989921
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 188
nu = 0.885417
obj = -2.001886, rho = 0.989898
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 173
nu = 0.885417
obj = -2.001761, rho = 0.989656
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 185
nu = 0.885417
obj = -2.001963, rho = 0.989948
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978559, rho = 0.990265
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 191
nu = 0.880829
obj = -2.297719, rho = 0.988420
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 187
nu = 0.885417
obj = -2.297492, rho = 0.988388
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 175
nu = 0.885417
obj = -2.297328, rho = 0.988119
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 191
nu = 0.885417
obj = -2.297596, rho = 0.988444
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 200
nu = 0.879581
obj = -2.270759, rho = 0.988818
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 197
nu = 0.880829
obj = -2.636958, rho = 0.986697
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 190
nu = 0.885417
obj = -2.636658, rho = 0.986659
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 180
nu = 0.885417
obj = -2.636442, rho = 0.986349
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 196
nu = 0.885417
obj = -2.636796, rho = 0.986720
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 203
nu = 0.879581
obj = -2.606029, rho = 0.987158
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 199
nu = 0.880829
obj = -3.025706, rho = 0.984716
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -3.025310, rho = 0.984665
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 181
nu = 0.885417
obj = -3.025025, rho = 0.984315
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -3.025491, rho = 0.984746
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 206
nu = 0.879581
obj = -2.990234, rho = 0.985248
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -3.471303, rho = 0.982444
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 206
nu = 0.885417
obj = -3.470783, rho = 0.982380
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 185
nu = 0.885417
obj = -3.470405, rho = 0.981977
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -3.471023, rho = 0.982471
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.879581
obj = -3.430629, rho = 0.983055
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 217
nu = 0.880829
obj = -3.981795, rho = 0.979832
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -3.981109, rho = 0.979753
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 189
nu = 0.885417
obj = -3.980607, rho = 0.979289
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -3.981422, rho = 0.979864
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.879581
obj = -3.935164, rho = 0.980536
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 226
nu = 0.880829
obj = -4.566376, rho = 0.976831
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -4.565470, rho = 0.976749
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 197
nu = 0.885417
obj = -4.564808, rho = 0.976197
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -4.565884, rho = 0.976869
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.879581
obj = -4.512935, rho = 0.977637
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 227
nu = 0.880829
obj = -5.235346, rho = 0.973388
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -5.234149, rho = 0.973292
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 204
nu = 0.885417
obj = -5.233278, rho = 0.972660
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -5.234697, rho = 0.973430
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.879581
obj = -5.174124, rho = 0.974312
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 228
nu = 0.880829
obj = -6.000684, rho = 0.969434
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -5.999105, rho = 0.969320
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -5.997957, rho = 0.968588
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -5.999828, rho = 0.969481
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -5.930577, rho = 0.970488
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 229
nu = 0.880829
obj = -6.875615, rho = 0.964889
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -6.873532, rho = 0.964757
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -6.872017, rho = 0.963915
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -6.874485, rho = 0.964943
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -6.795371, rho = 0.966100
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 228
nu = 0.880829
obj = -7.874969, rho = 0.959670
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -7.872221, rho = 0.959516
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -7.870221, rho = 0.958544
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -7.873477, rho = 0.959730
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.879581
obj = -7.783173, rho = 0.961057
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 235
nu = 0.880829
obj = -9.015650, rho = 0.953678
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -9.012022, rho = 0.953497
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -9.009384, rho = 0.952382
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -9.013679, rho = 0.953743
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.879581
obj = -8.910705, rho = 0.955266
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 243
nu = 0.880829
obj = -10.316391, rho = 0.946785
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -10.311603, rho = 0.946579
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -10.308123, rho = 0.945286
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -10.313789, rho = 0.946863
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.879581
obj = -10.196500, rho = 0.948613
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 245
nu = 0.880829
obj = -11.797764, rho = 0.938873
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -11.791446, rho = 0.938638
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -11.786856, rho = 0.937154
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -11.794333, rho = 0.938964
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.879581
obj = -11.660917, rho = 0.940971
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 253
nu = 0.880829
obj = -13.482415, rho = 0.929782
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -13.474077, rho = 0.929513
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -13.468022, rho = 0.927809
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 241
nu = 0.885417
obj = -13.477889, rho = 0.929888
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.879581
obj = -13.326371, rho = 0.932197
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 250
nu = 0.880829
obj = -15.395449, rho = 0.919343
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -15.384447, rho = 0.919035
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -15.376458, rho = 0.917076
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 250
nu = 0.885417
obj = -15.389479, rho = 0.919458
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.879581
obj = -15.217722, rho = 0.922124
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 257
nu = 0.880829
obj = -17.563856, rho = 0.907342
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -17.549338, rho = 0.906995
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.885417
obj = -17.538797, rho = 0.904742
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 257
nu = 0.885417
obj = -17.555980, rho = 0.907480
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 227
nu = 0.879581
obj = -17.361702, rho = 0.910544
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -20.015573, rho = 0.893574
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 241
nu = 0.885417
obj = -19.996413, rho = 0.893170
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -19.982505, rho = 0.890581
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.885417
obj = -20.005177, rho = 0.893720
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 230
nu = 0.879581
obj = -19.786004, rho = 0.897240
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 280
nu = 0.880829
obj = -22.781405, rho = 0.877737
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -22.756120, rho = 0.877282
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -22.737767, rho = 0.874305
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 258
nu = 0.885417
obj = -22.767684, rho = 0.877914
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 238
nu = 0.879581
obj = -22.521184, rho = 0.881956
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 286
nu = 0.880829
obj = -25.890504, rho = 0.859563
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 246
nu = 0.885417
obj = -25.857140, rho = 0.859037
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 246
nu = 0.885417
obj = -25.832924, rho = 0.855622
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 263
nu = 0.885417
obj = -25.872399, rho = 0.859761
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 245
nu = 0.879581
obj = -25.596196, rho = 0.864410
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 288
nu = 0.880829
obj = -29.372376, rho = 0.838684
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 246
nu = 0.885417
obj = -29.328354, rho = 0.838081
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -29.296403, rho = 0.834160
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 267
nu = 0.885417
obj = -29.348488, rho = 0.838911
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 247
nu = 0.879581
obj = -29.040391, rho = 0.844257
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 289
nu = 0.880829
obj = -33.256647, rho = 0.814696
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 251
nu = 0.885417
obj = -33.198558, rho = 0.813982
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 248
nu = 0.885417
obj = -33.156393, rho = 0.809496
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 283
nu = 0.885417
obj = -33.225128, rho = 0.814945
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 250
nu = 0.879581
obj = -32.883302, rho = 0.821093
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 289
nu = 0.880829
obj = -37.562305, rho = 0.787140
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 251
nu = 0.885417
obj = -37.485659, rho = 0.786326
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 257
nu = 0.885417
obj = -37.430026, rho = 0.781173
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -37.520718, rho = 0.787437
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.879581
obj = -37.144030, rho = 0.794495
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -42.303781, rho = 0.755495
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 253
nu = 0.885417
obj = -42.202649, rho = 0.754555
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -42.129246, rho = 0.748641
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -42.248909, rho = 0.755834
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 255
nu = 0.879581
obj = -41.837275, rho = 0.763941
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 293
nu = 0.880829
obj = -47.482418, rho = 0.719138
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -47.348967, rho = 0.718048
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -47.252106, rho = 0.711254
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -47.410009, rho = 0.719519
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 258
nu = 0.879581
obj = -46.964953, rho = 0.728830
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 297
nu = 0.880829
obj = -53.074208, rho = 0.677377
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -52.898121, rho = 0.676127
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 278
nu = 0.885417
obj = -52.770314, rho = 0.668314
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -52.978665, rho = 0.677819
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.879581
obj = -52.504104, rho = 0.688509
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 299
nu = 0.880829
obj = -59.028988, rho = 0.629397
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -58.796637, rho = 0.627957
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.885417
obj = -58.627992, rho = 0.618989
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -58.902918, rho = 0.629914
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 260
nu = 0.879581
obj = -58.406178, rho = 0.642188
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 311
nu = 0.880829
obj = -65.249227, rho = 0.574286
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -64.942645, rho = 0.572641
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.885417
obj = -64.720122, rho = 0.562333
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -65.082883, rho = 0.574883
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 262
nu = 0.879581
obj = -64.576127, rho = 0.588996
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 313
nu = 0.880829
obj = -71.578125, rho = 0.510977
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 283
nu = 0.885417
obj = -71.173592, rho = 0.509082
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -70.879965, rho = 0.497251
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.885417
obj = -71.358634, rho = 0.511673
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.879581
obj = -70.860773, rho = 0.527874
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -77.769825, rho = 0.438263
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -77.236045, rho = 0.436086
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -76.848607, rho = 0.422497
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 318
nu = 0.885417
obj = -77.480206, rho = 0.439063
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.879581
obj = -77.019479, rho = 0.457677
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 336
nu = 0.880829
obj = -83.460643, rho = 0.354728
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 296
nu = 0.883731
obj = -82.761675, rho = 0.353488
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.883451
obj = -82.252377, rho = 0.338123
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 320
nu = 0.885417
obj = -83.078481, rho = 0.355633
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.878430
obj = -82.698448, rho = 0.377864
nSV = 191, nBSV = 83
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -88.120443, rho = 0.258783
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.878724
obj = -87.302223, rho = 0.261631
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 280
nu = 0.878446
obj = -86.637189, rho = 0.244085
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.881874
obj = -87.654082, rho = 0.262815
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 265
nu = 0.873393
obj = -87.464354, rho = 0.289528
nSV = 191, nBSV = 83
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*
optimization finished, #iter = 367
nu = 0.880829
obj = -90.996925, rho = 0.148565
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 354
nu = 0.872696
obj = -90.184876, rho = 0.157750
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.872226
obj = -89.318760, rho = 0.137973
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.876355
obj = -90.559524, rho = 0.158546
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.867654
obj = -90.676376, rho = 0.189368
nSV = 191, nBSV = 81
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 478
nu = 0.824316
obj = -91.496460, rho = 0.085433
nSV = 193, nBSV = 2
Total nSV = 193
.*.*
optimization finished, #iter = 427
nu = 0.820992
obj = -90.808757, rho = 0.090858
nSV = 192, nBSV = 5
Total nSV = 192
.*.*
optimization finished, #iter = 428
nu = 0.811556
obj = -89.808534, rho = 0.079576
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.824103
obj = -91.177083, rho = 0.091432
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 422
nu = 0.830488
obj = -91.599456, rho = 0.109528
nSV = 191, nBSV = 5
Total nSV = 191
Cross Validation Accuracy = 57.0833%
.*.*
optimization finished, #iter = 441
nu = 0.718558
obj = -91.516172, rho = 0.084823
nSV = 193, nBSV = 1
Total nSV = 193
.*.*
optimization finished, #iter = 433
nu = 0.716983
obj = -90.845274, rho = 0.088958
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 443
nu = 0.708112
obj = -89.875660, rho = 0.078391
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 432
nu = 0.719057
obj = -91.239708, rho = 0.090196
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 443
nu = 0.725873
obj = -91.698045, rho = 0.107287
nSV = 191, nBSV = 2
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 448
nu = 0.625677
obj = -91.516727, rho = 0.084677
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 439
nu = 0.624363
obj = -90.845948, rho = 0.088802
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 449
nu = 0.617428
obj = -89.911312, rho = 0.077729
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.626912
obj = -91.268494, rho = 0.089500
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.633151
obj = -91.740284, rho = 0.106423
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.544683
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.543514
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 444
nu = 0.537963
obj = -89.916270, rho = 0.077360
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.546048
obj = -91.270429, rho = 0.089261
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 417
nu = 0.551803
obj = -91.748484, rho = 0.105979
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.474174
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.473156
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.468291
obj = -89.916269, rho = 0.077373
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.475373
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.480346
obj = -91.748488, rho = 0.105977
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.412792
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.411906
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.407681
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.413835
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.418165
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.359359
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.358587
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.354910
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.360267
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.364037
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.312842
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.312170
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.308968
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.313632
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.316914
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.272342
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.271757
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.268970
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.273030
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.275887
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.237087
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.236578
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.234152
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.237686
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.240173
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.206396
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.205953
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.203841
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.206918
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.209083
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.179679
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.179294
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.177455
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.180134
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.182018
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.156418
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.156082
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.154482
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.156814
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.158454
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.136171
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.135878
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.134485
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.136515
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.137943
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.118544
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.118289
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.117076
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.118843
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.120087
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.103198
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.102976
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.101920
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.103459
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.104541
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.089839
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.089646
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.088727
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.090066
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.091008
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.078210
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.078042
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.077241
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.078407
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.079228
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.068085
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.067939
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.067242
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.068258
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.068972
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.059272
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.059145
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.058538
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.059422
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.060043
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.051599
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.051488
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.050960
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.051729
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.052271
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.044920
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.044823
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.044364
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.045033
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.045504
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.039105
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.039021
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.038621
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.039204
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.039614
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.034043
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.033970
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.033621
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.034129
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.034486
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.029636
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.029572
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.029269
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.029711
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.030022
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.025800
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.025744
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.025480
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.025865
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.026135
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.022460
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.022412
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.022182
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.022517
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.022752
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.019552
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.019510
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.019310
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.019602
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.019807
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.017021
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.016985
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.016811
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.017064
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.017243
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.014818
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.014786
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.014634
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.014855
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.015011
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.012900
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.012872
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.012740
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.012932
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.013068
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.011230
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.011206
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.011091
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.011258
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.011376
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.009776
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.009755
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.009655
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.009801
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.009903
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.008511
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.008492
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.008405
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.008532
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.008621
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.007409
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.007393
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.007317
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.007428
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.007505
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.006450
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.006436
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.006370
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.006466
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.006534
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.005615
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.005603
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.005545
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.005629
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.005688
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.004888
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.004878
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.004828
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.004900
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.004952
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.004255
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.004246
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.004203
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.004266
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.004311
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.003704
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.003697
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.003659
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.003714
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.003753
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.003225
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.003218
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.003185
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.003233
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.003267
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.002807
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.002801
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.002773
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.002815
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.002844
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.002444
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.002439
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.002414
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.002450
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.002476
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.002128
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.002123
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.002101
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.002133
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.002155
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.001852
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.001848
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.001829
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.001857
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.001876
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.001612
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.001609
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.001593
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.001617
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.001633
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.001404
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.001401
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.001386
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.001407
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.001422
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.001222
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.001219
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.001207
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.001225
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.001238
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.001064
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.001062
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.001051
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.001067
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.001078
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 449
nu = 0.000926
obj = -91.516729, rho = 0.084681
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 441
nu = 0.000924
obj = -90.845948, rho = 0.088811
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.000915
obj = -89.916270, rho = 0.077375
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.000928
obj = -91.270427, rho = 0.089255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.000938
obj = -91.748486, rho = 0.105975
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.165934, rho = 0.999474
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165934, rho = 0.999422
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165934, rho = 0.999472
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165934, rho = 0.999477
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163982, rho = 0.999392
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 99
nu = 0.880829
obj = -0.190603, rho = 0.999404
nSV = 184, nBSV = 156
Total nSV = 184
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.190602, rho = 0.999397
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.190602, rho = 0.999385
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.190603, rho = 0.999397
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 102
nu = 0.879581
obj = -0.188361, rho = 0.999415
nSV = 186, nBSV = 150
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -0.218927, rho = 0.999290
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.218926, rho = 0.999291
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.218924, rho = 0.999294
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.218926, rho = 0.999287
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.216352, rho = 0.999317
nSV = 187, nBSV = 149
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.251457, rho = 0.999155
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.251454, rho = 0.999168
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.251453, rho = 0.999165
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.251455, rho = 0.999165
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 106
nu = 0.879581
obj = -0.248499, rho = 0.999175
nSV = 190, nBSV = 146
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.288818, rho = 0.999018
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.288814, rho = 0.999023
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.288813, rho = 0.998967
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.288816, rho = 0.999028
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285420, rho = 0.999035
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331720, rho = 0.998823
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331715, rho = 0.998824
nSV = 190, nBSV = 149
Total nSV = 190
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.331713, rho = 0.998786
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331717, rho = 0.998856
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327817, rho = 0.998892
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 124
nu = 0.880829
obj = -0.381011, rho = 0.998407
nSV = 192, nBSV = 131
Total nSV = 192
*
optimization finished, #iter = 126
nu = 0.885417
obj = -0.381006, rho = 0.998359
nSV = 191, nBSV = 129
Total nSV = 191
*
optimization finished, #iter = 119
nu = 0.885417
obj = -0.381002, rho = 0.998376
nSV = 191, nBSV = 136
Total nSV = 191
*
optimization finished, #iter = 125
nu = 0.885417
obj = -0.381008, rho = 0.998391
nSV = 192, nBSV = 130
Total nSV = 192
*
optimization finished, #iter = 135
nu = 0.879581
obj = -0.376532, rho = 0.998355
nSV = 191, nBSV = 117
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 133
nu = 0.880829
obj = -0.437598, rho = 0.998069
nSV = 192, nBSV = 122
Total nSV = 192
*
optimization finished, #iter = 130
nu = 0.885417
obj = -0.437590, rho = 0.998071
nSV = 191, nBSV = 125
Total nSV = 191
*
optimization finished, #iter = 122
nu = 0.885417
obj = -0.437584, rho = 0.998096
nSV = 191, nBSV = 133
Total nSV = 191
*
optimization finished, #iter = 133
nu = 0.885417
obj = -0.437594, rho = 0.998064
nSV = 192, nBSV = 122
Total nSV = 192
*
optimization finished, #iter = 138
nu = 0.879581
obj = -0.432452, rho = 0.998081
nSV = 191, nBSV = 114
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 138
nu = 0.880829
obj = -0.502575, rho = 0.997724
nSV = 192, nBSV = 117
Total nSV = 192
*
optimization finished, #iter = 133
nu = 0.885417
obj = -0.502564, rho = 0.997746
nSV = 191, nBSV = 122
Total nSV = 191
*
optimization finished, #iter = 128
nu = 0.885417
obj = -0.502558, rho = 0.997725
nSV = 191, nBSV = 127
Total nSV = 191
*
optimization finished, #iter = 139
nu = 0.885417
obj = -0.502570, rho = 0.997702
nSV = 192, nBSV = 116
Total nSV = 192
*
optimization finished, #iter = 146
nu = 0.879581
obj = -0.496667, rho = 0.997712
nSV = 191, nBSV = 106
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 142
nu = 0.880829
obj = -0.577189, rho = 0.997333
nSV = 192, nBSV = 113
Total nSV = 192
*
optimization finished, #iter = 137
nu = 0.885417
obj = -0.577175, rho = 0.997355
nSV = 191, nBSV = 118
Total nSV = 191
*
optimization finished, #iter = 135
nu = 0.885417
obj = -0.577167, rho = 0.997298
nSV = 191, nBSV = 120
Total nSV = 191
*
optimization finished, #iter = 141
nu = 0.885417
obj = -0.577181, rho = 0.997337
nSV = 192, nBSV = 114
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.879581
obj = -0.570404, rho = 0.997342
nSV = 191, nBSV = 103
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 145
nu = 0.880829
obj = -0.662867, rho = 0.996899
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 142
nu = 0.885417
obj = -0.662849, rho = 0.996897
nSV = 192, nBSV = 113
Total nSV = 192
*
optimization finished, #iter = 139
nu = 0.885417
obj = -0.662838, rho = 0.996853
nSV = 191, nBSV = 116
Total nSV = 191
*
optimization finished, #iter = 143
nu = 0.885417
obj = -0.662857, rho = 0.996921
nSV = 192, nBSV = 112
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.879581
obj = -0.655075, rho = 0.996946
nSV = 191, nBSV = 103
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 167
nu = 0.880829
obj = -0.761225, rho = 0.996240
nSV = 193, nBSV = 88
Total nSV = 193
*
optimization finished, #iter = 165
nu = 0.885417
obj = -0.761201, rho = 0.996222
nSV = 192, nBSV = 90
Total nSV = 192
*
optimization finished, #iter = 163
nu = 0.885417
obj = -0.761187, rho = 0.996160
nSV = 192, nBSV = 92
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.885417
obj = -0.761212, rho = 0.996244
nSV = 192, nBSV = 88
Total nSV = 192
*
optimization finished, #iter = 162
nu = 0.879581
obj = -0.752275, rho = 0.996368
nSV = 191, nBSV = 90
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -0.874144, rho = 0.995667
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 167
nu = 0.885417
obj = -0.874113, rho = 0.995647
nSV = 192, nBSV = 88
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.885417
obj = -0.874094, rho = 0.995555
nSV = 192, nBSV = 88
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.885417
obj = -0.874127, rho = 0.995678
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.879581
obj = -0.863868, rho = 0.995804
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -1.003782, rho = 0.995023
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.003741, rho = 0.994994
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003718, rho = 0.994887
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.003760, rho = 0.995029
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.879581
obj = -0.991983, rho = 0.995175
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152571, rho = 0.994282
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.152516, rho = 0.994250
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152485, rho = 0.994129
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.152541, rho = 0.994289
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.879581
obj = -1.139024, rho = 0.994457
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.323331, rho = 0.993437
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323260, rho = 0.993391
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323218, rho = 0.993257
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323292, rho = 0.993435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.879581
obj = -1.307780, rho = 0.993627
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 172
nu = 0.880829
obj = -1.519289, rho = 0.992461
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 174
nu = 0.885417
obj = -1.519195, rho = 0.992412
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.519139, rho = 0.992254
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 175
nu = 0.885417
obj = -1.519238, rho = 0.992460
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 189
nu = 0.879581
obj = -1.501444, rho = 0.992679
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 184
nu = 0.880829
obj = -1.744187, rho = 0.991339
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 184
nu = 0.885417
obj = -1.744062, rho = 0.991280
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 172
nu = 0.885417
obj = -1.743986, rho = 0.991107
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 185
nu = 0.885417
obj = -1.744119, rho = 0.991329
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 197
nu = 0.879581
obj = -1.723704, rho = 0.991589
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 196
nu = 0.880829
obj = -2.002133, rho = 0.990041
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 191
nu = 0.885417
obj = -2.001968, rho = 0.989979
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 179
nu = 0.885417
obj = -2.001868, rho = 0.989778
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 197
nu = 0.885417
obj = -2.002045, rho = 0.990034
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 199
nu = 0.879581
obj = -1.978625, rho = 0.990338
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 201
nu = 0.880829
obj = -2.297821, rho = 0.988557
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 195
nu = 0.885417
obj = -2.297602, rho = 0.988482
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 181
nu = 0.885417
obj = -2.297468, rho = 0.988259
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -2.297702, rho = 0.988552
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 202
nu = 0.879581
obj = -2.270848, rho = 0.988905
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -2.637092, rho = 0.986855
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 197
nu = 0.885417
obj = -2.636803, rho = 0.986769
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 184
nu = 0.885417
obj = -2.636627, rho = 0.986512
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 201
nu = 0.885417
obj = -2.636935, rho = 0.986848
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 203
nu = 0.879581
obj = -2.606146, rho = 0.987255
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -3.025882, rho = 0.984900
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -3.025501, rho = 0.984802
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 186
nu = 0.885417
obj = -3.025269, rho = 0.984504
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -3.025676, rho = 0.984889
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 207
nu = 0.879581
obj = -2.990388, rho = 0.985359
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 220
nu = 0.880829
obj = -3.471539, rho = 0.982651
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -3.471038, rho = 0.982534
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 192
nu = 0.885417
obj = -3.470728, rho = 0.982195
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.471268, rho = 0.982639
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.879581
obj = -3.430833, rho = 0.983186
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 220
nu = 0.880829
obj = -3.982103, rho = 0.980074
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -3.981442, rho = 0.979941
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 196
nu = 0.885417
obj = -3.981033, rho = 0.979545
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -3.981745, rho = 0.980058
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.879581
obj = -3.935433, rho = 0.980686
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 222
nu = 0.880829
obj = -4.566781, rho = 0.977111
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -4.565911, rho = 0.976960
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 204
nu = 0.885417
obj = -4.565371, rho = 0.976496
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -4.566309, rho = 0.977092
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.879581
obj = -4.513290, rho = 0.977813
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 223
nu = 0.880829
obj = -5.235879, rho = 0.973708
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -5.234731, rho = 0.973535
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -5.234022, rho = 0.972997
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -5.235257, rho = 0.973690
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.879581
obj = -5.174591, rho = 0.974516
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 224
nu = 0.880829
obj = -6.001388, rho = 0.969800
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -5.999873, rho = 0.969597
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -5.998939, rho = 0.968984
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -6.000567, rho = 0.969778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.879581
obj = -5.931192, rho = 0.970727
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 227
nu = 0.880829
obj = -6.876544, rho = 0.965309
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -6.874545, rho = 0.965076
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -6.873314, rho = 0.964369
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -6.875460, rho = 0.965290
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.879581
obj = -6.796183, rho = 0.966371
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 234
nu = 0.880829
obj = -7.876197, rho = 0.960159
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -7.873557, rho = 0.959883
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -7.871933, rho = 0.959068
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -7.874767, rho = 0.960126
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.879581
obj = -7.784245, rho = 0.961371
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -9.017270, rho = 0.954235
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -9.013786, rho = 0.953922
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -9.011643, rho = 0.952982
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 243
nu = 0.885417
obj = -9.015383, rho = 0.954197
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.879581
obj = -8.912119, rho = 0.955624
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 254
nu = 0.880829
obj = -10.318530, rho = 0.947423
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -10.313930, rho = 0.947070
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -10.311102, rho = 0.945990
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 254
nu = 0.885417
obj = -10.316039, rho = 0.947386
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.879581
obj = -10.198366, rho = 0.949021
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 259
nu = 0.880829
obj = -11.800588, rho = 0.939605
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -11.794517, rho = 0.939199
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -11.790785, rho = 0.937959
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 263
nu = 0.885417
obj = -11.797303, rho = 0.939561
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 219
nu = 0.879581
obj = -11.663380, rho = 0.941443
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 261
nu = 0.880829
obj = -13.486140, rho = 0.930627
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 244
nu = 0.885417
obj = -13.478130, rho = 0.930156
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -13.473205, rho = 0.928730
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 266
nu = 0.885417
obj = -13.481806, rho = 0.930570
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.879581
obj = -13.329621, rho = 0.932731
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -15.400366, rho = 0.920309
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 250
nu = 0.885417
obj = -15.389796, rho = 0.919765
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -15.383297, rho = 0.918127
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 268
nu = 0.885417
obj = -15.394645, rho = 0.920248
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 222
nu = 0.879581
obj = -15.222010, rho = 0.922728
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -17.570343, rho = 0.908460
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 253
nu = 0.885417
obj = -17.556397, rho = 0.907833
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -17.547820, rho = 0.905952
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 270
nu = 0.885417
obj = -17.562795, rho = 0.908383
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 224
nu = 0.879581
obj = -17.367361, rho = 0.911236
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 268
nu = 0.880829
obj = -20.024129, rho = 0.894847
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 256
nu = 0.885417
obj = -20.005727, rho = 0.894119
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 241
nu = 0.885417
obj = -19.994411, rho = 0.891978
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -20.014170, rho = 0.894758
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 224
nu = 0.879581
obj = -19.793469, rho = 0.898038
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 269
nu = 0.880829
obj = -22.792692, rho = 0.879206
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -22.768413, rho = 0.878371
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -22.753478, rho = 0.875918
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -22.779551, rho = 0.879109
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 225
nu = 0.879581
obj = -22.531033, rho = 0.882874
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 271
nu = 0.880829
obj = -25.905396, rho = 0.861248
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 268
nu = 0.885417
obj = -25.873360, rho = 0.860283
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 248
nu = 0.885417
obj = -25.853654, rho = 0.857471
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 276
nu = 0.885417
obj = -25.888056, rho = 0.861139
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 228
nu = 0.879581
obj = -25.609190, rho = 0.865460
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 272
nu = 0.880829
obj = -29.392025, rho = 0.840617
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 281
nu = 0.885417
obj = -29.349760, rho = 0.839510
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 252
nu = 0.885417
obj = -29.323757, rho = 0.836283
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 278
nu = 0.885417
obj = -29.369147, rho = 0.840501
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 230
nu = 0.879581
obj = -29.057536, rho = 0.845459
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 274
nu = 0.880829
obj = -33.282575, rho = 0.816910
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -33.226803, rho = 0.815641
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -33.192492, rho = 0.811931
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 282
nu = 0.885417
obj = -33.252386, rho = 0.816782
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 233
nu = 0.879581
obj = -32.905926, rho = 0.822472
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 274
nu = 0.880829
obj = -37.596518, rho = 0.789691
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -37.522930, rho = 0.788232
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -37.477655, rho = 0.783970
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -37.556684, rho = 0.789543
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 237
nu = 0.879581
obj = -37.173882, rho = 0.796077
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 277
nu = 0.880829
obj = -42.348925, rho = 0.758428
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -42.251827, rho = 0.756746
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 267
nu = 0.885417
obj = -42.192089, rho = 0.751846
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.885417
obj = -42.296365, rho = 0.758252
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 243
nu = 0.879581
obj = -41.876665, rho = 0.765758
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 279
nu = 0.880829
obj = -47.541987, rho = 0.722500
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -47.413859, rho = 0.720571
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -47.335033, rho = 0.714945
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -47.472632, rho = 0.722298
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 245
nu = 0.879581
obj = -47.016930, rho = 0.730919
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 280
nu = 0.880829
obj = -53.152808, rho = 0.681238
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -52.983745, rho = 0.679023
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -52.879734, rho = 0.672555
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -53.061294, rho = 0.681006
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 246
nu = 0.879581
obj = -52.572687, rho = 0.690909
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 284
nu = 0.880829
obj = -59.132705, rho = 0.633828
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -58.909620, rho = 0.631291
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 279
nu = 0.885417
obj = -58.772375, rho = 0.623864
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -59.011948, rho = 0.633569
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.879581
obj = -58.496676, rho = 0.644944
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 288
nu = 0.880829
obj = -65.386080, rho = 0.579383
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -65.091724, rho = 0.576472
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 281
nu = 0.885417
obj = -64.910631, rho = 0.567932
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -65.226742, rho = 0.579086
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 256
nu = 0.879581
obj = -64.695539, rho = 0.592153
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -71.758703, rho = 0.516837
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 304
nu = 0.885417
obj = -71.370298, rho = 0.513494
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -71.131344, rho = 0.503687
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -71.548456, rho = 0.516499
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 257
nu = 0.879581
obj = -71.018338, rho = 0.531506
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 295
nu = 0.880829
obj = -78.008093, rho = 0.444994
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 306
nu = 0.885417
obj = -77.495596, rho = 0.441154
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -77.180298, rho = 0.429887
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -77.730673, rho = 0.444607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 258
nu = 0.879581
obj = -77.227385, rho = 0.461845
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 297
nu = 0.880829
obj = -83.775043, rho = 0.362459
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -83.098788, rho = 0.358048
nSV = 192, nBSV = 86
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -82.682743, rho = 0.345114
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -83.408981, rho = 0.362009
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 261
nu = 0.879581
obj = -82.970277, rho = 0.381819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 299
nu = 0.880829
obj = -88.535295, rho = 0.267660
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 323
nu = 0.880875
obj = -87.692355, rho = 0.266425
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.880629
obj = -87.149001, rho = 0.251842
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 313
nu = 0.883442
obj = -88.066039, rho = 0.268800
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.875520
obj = -87.771355, rho = 0.293208
nSV = 191, nBSV = 82
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*
optimization finished, #iter = 344
nu = 0.880829
obj = -91.544328, rho = 0.158778
nSV = 193, nBSV = 86
Total nSV = 193
.*
optimization finished, #iter = 347
nu = 0.875082
obj = -90.634265, rho = 0.162989
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 348
nu = 0.874642
obj = -89.926697, rho = 0.146486
nSV = 192, nBSV = 81
Total nSV = 192
.*
optimization finished, #iter = 341
nu = 0.878042
obj = -91.052729, rho = 0.165238
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 327
nu = 0.870034
obj = -91.018342, rho = 0.193242
nSV = 191, nBSV = 80
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 447
nu = 0.830258
obj = -92.113138, rho = 0.089469
nSV = 193, nBSV = 1
Total nSV = 193
.*.*
optimization finished, #iter = 430
nu = 0.826223
obj = -91.273314, rho = 0.092680
nSV = 192, nBSV = 3
Total nSV = 192
.*.*
optimization finished, #iter = 450
nu = 0.818173
obj = -90.453751, rho = 0.083216
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.829609
obj = -91.709491, rho = 0.094267
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 430
nu = 0.834947
obj = -91.948583, rho = 0.110969
nSV = 191, nBSV = 4
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 391
nu = 0.723500
obj = -92.122958, rho = 0.088828
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 418
nu = 0.720659
obj = -91.288807, rho = 0.091338
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 422
nu = 0.713562
obj = -90.498241, rho = 0.082188
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 402
nu = 0.723584
obj = -91.751383, rho = 0.093183
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 432
nu = 0.729206
obj = -92.011644, rho = 0.109063
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 425
nu = 0.629834
obj = -92.122960, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 424
nu = 0.627377
obj = -91.288807, rho = 0.091335
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 425
nu = 0.622052
obj = -90.512672, rho = 0.081525
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.630641
obj = -91.762454, rho = 0.092592
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 425
nu = 0.635763
obj = -92.030349, rho = 0.108351
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.548293
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.546163
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 428
nu = 0.541516
obj = -90.512674, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 422
nu = 0.548997
obj = -91.762451, rho = 0.092589
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.553469
obj = -92.030360, rho = 0.108337
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.477316
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.475462
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.471426
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.477921
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.481826
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.415527
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.413913
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.410400
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.416054
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.419454
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.361740
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.360335
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.357277
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.362199
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.365158
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.314915
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.313691
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.311029
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.315314
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.317890
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.274146
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.273081
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.270764
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.274494
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.276737
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.238658
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.237731
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.235713
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.238961
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.240913
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.207764
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.206957
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.205200
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.208027
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.209727
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.180870
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.180167
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.178638
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.181099
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.182579
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.157455
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.156843
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.155512
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.157654
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.158943
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.137073
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.136541
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.135382
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.137247
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.138368
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.119329
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.118865
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.117857
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.119480
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.120457
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.103882
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.103478
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.102600
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.104014
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.104863
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.090434
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.090083
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.089318
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.090549
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.091289
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.078728
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.078422
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.077757
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.078828
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.079472
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.068537
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.068270
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.067691
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.068623
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.069184
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.059665
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.059433
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.058928
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.059740
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.060228
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.051941
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.051739
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.051300
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.052007
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.052432
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.045217
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.045042
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.044659
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.045275
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.045645
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.039364
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.039211
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.038878
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.039414
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.039736
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.034268
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.034135
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.033845
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.034312
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.034592
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.029832
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.029716
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.029464
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.029870
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.030114
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.025971
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.025870
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.025650
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.026003
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.026216
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.022609
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.022521
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.022330
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.022637
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.022822
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.019682
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.019606
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.019439
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.019707
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.019868
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.017134
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.017068
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.016923
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.017156
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.017296
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.014916
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.014858
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.014732
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.014935
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.015057
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.012985
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.012935
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.012825
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.013002
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.013108
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.011304
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.011260
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.011165
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.011319
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.011411
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.009841
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.009803
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.009720
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.009853
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.009934
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.008567
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.008534
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.008461
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.008578
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.008648
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.007458
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.007429
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.007366
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.007468
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.007529
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.006493
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.006467
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.006413
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.006501
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.006554
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.005652
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.005630
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.005582
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.005659
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.005706
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.004920
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.004901
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.004860
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.004927
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.004967
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.004284
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.004267
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.004231
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.004289
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.004324
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.003729
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.003715
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.003683
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.003734
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.003764
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.003246
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.003234
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.003206
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.003250
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.003277
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.002826
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.002815
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.002791
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.002830
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.002853
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.002460
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.002451
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.002430
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.002463
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.002483
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.002142
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.002133
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.002115
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.002144
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.002162
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.001865
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.001857
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.001842
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.001867
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.001882
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.001623
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.001617
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.001603
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.001625
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.001638
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.001413
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.001408
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.001396
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.001415
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.001426
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.001230
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.001225
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.001215
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.001232
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.001242
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.001071
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.001067
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.001058
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.001072
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.001081
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 389
nu = 0.000932
obj = -92.122959, rho = 0.088832
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.000929
obj = -91.288805, rho = 0.091331
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 429
nu = 0.000921
obj = -90.512673, rho = 0.081523
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.000933
obj = -91.762454, rho = 0.092584
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 416
nu = 0.000941
obj = -92.030359, rho = 0.108324
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
*
optimization finished, #iter = 89
nu = 0.880829
obj = -0.165935, rho = 0.999454
nSV = 174, nBSV = 166
Total nSV = 174
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165934, rho = 0.999427
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165934, rho = 0.999484
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 88
nu = 0.885417
obj = -0.165934, rho = 0.999487
nSV = 173, nBSV = 167
Total nSV = 173
*
optimization finished, #iter = 85
nu = 0.879581
obj = -0.163982, rho = 0.999406
nSV = 169, nBSV = 167
Total nSV = 169
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 102
nu = 0.880829
obj = -0.190604, rho = 0.999398
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.190603, rho = 0.999406
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.190602, rho = 0.999402
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.190603, rho = 0.999405
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 101
nu = 0.879581
obj = -0.188361, rho = 0.999429
nSV = 185, nBSV = 151
Total nSV = 185
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -0.218928, rho = 0.999298
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.218926, rho = 0.999307
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.218925, rho = 0.999296
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.218927, rho = 0.999305
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 103
nu = 0.879581
obj = -0.216352, rho = 0.999328
nSV = 187, nBSV = 149
Total nSV = 187
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.251458, rho = 0.999170
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.251455, rho = 0.999172
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.251455, rho = 0.999132
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.251456, rho = 0.999177
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248500, rho = 0.999178
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288819, rho = 0.999027
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.288815, rho = 0.999049
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.288815, rho = 0.998983
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288817, rho = 0.999032
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285421, rho = 0.999056
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331721, rho = 0.998858
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331716, rho = 0.998853
nSV = 190, nBSV = 149
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331715, rho = 0.998808
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331718, rho = 0.998864
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327818, rho = 0.998916
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 127
nu = 0.880829
obj = -0.381013, rho = 0.998407
nSV = 192, nBSV = 128
Total nSV = 192
*
optimization finished, #iter = 128
nu = 0.885417
obj = -0.381009, rho = 0.998365
nSV = 191, nBSV = 127
Total nSV = 191
*
optimization finished, #iter = 121
nu = 0.885417
obj = -0.381005, rho = 0.998395
nSV = 191, nBSV = 134
Total nSV = 191
*
optimization finished, #iter = 128
nu = 0.885417
obj = -0.381011, rho = 0.998388
nSV = 192, nBSV = 127
Total nSV = 192
*
optimization finished, #iter = 138
nu = 0.879581
obj = -0.376534, rho = 0.998349
nSV = 191, nBSV = 114
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 135
nu = 0.880829
obj = -0.437600, rho = 0.998083
nSV = 192, nBSV = 120
Total nSV = 192
*
optimization finished, #iter = 133
nu = 0.885417
obj = -0.437593, rho = 0.998063
nSV = 191, nBSV = 122
Total nSV = 191
*
optimization finished, #iter = 126
nu = 0.885417
obj = -0.437589, rho = 0.998091
nSV = 191, nBSV = 129
Total nSV = 191
*
optimization finished, #iter = 135
nu = 0.885417
obj = -0.437597, rho = 0.998072
nSV = 192, nBSV = 120
Total nSV = 192
*
optimization finished, #iter = 141
nu = 0.879581
obj = -0.432455, rho = 0.998076
nSV = 191, nBSV = 111
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 143
nu = 0.880829
obj = -0.502580, rho = 0.997706
nSV = 192, nBSV = 112
Total nSV = 192
*
optimization finished, #iter = 137
nu = 0.885417
obj = -0.502569, rho = 0.997730
nSV = 191, nBSV = 118
Total nSV = 191
*
optimization finished, #iter = 135
nu = 0.885417
obj = -0.502564, rho = 0.997696
nSV = 191, nBSV = 120
Total nSV = 191
*
optimization finished, #iter = 141
nu = 0.885417
obj = -0.502574, rho = 0.997717
nSV = 192, nBSV = 114
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.879581
obj = -0.496670, rho = 0.997719
nSV = 191, nBSV = 104
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 145
nu = 0.880829
obj = -0.577194, rho = 0.997343
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 141
nu = 0.885417
obj = -0.577181, rho = 0.997339
nSV = 192, nBSV = 114
Total nSV = 192
*
optimization finished, #iter = 138
nu = 0.885417
obj = -0.577174, rho = 0.997314
nSV = 191, nBSV = 117
Total nSV = 191
*
optimization finished, #iter = 143
nu = 0.885417
obj = -0.577187, rho = 0.997358
nSV = 192, nBSV = 112
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.879581
obj = -0.570408, rho = 0.997369
nSV = 191, nBSV = 103
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -0.662874, rho = 0.996898
nSV = 193, nBSV = 106
Total nSV = 193
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.662857, rho = 0.996893
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 140
nu = 0.885417
obj = -0.662847, rho = 0.996893
nSV = 191, nBSV = 115
Total nSV = 191
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.662865, rho = 0.996913
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.879581
obj = -0.655080, rho = 0.996978
nSV = 191, nBSV = 103
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -0.761234, rho = 0.996265
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 167
nu = 0.885417
obj = -0.761211, rho = 0.996236
nSV = 192, nBSV = 88
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.885417
obj = -0.761200, rho = 0.996185
nSV = 191, nBSV = 89
Total nSV = 191
*
optimization finished, #iter = 168
nu = 0.885417
obj = -0.761222, rho = 0.996266
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.879581
obj = -0.752283, rho = 0.996375
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -0.874155, rho = 0.995710
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 168
nu = 0.885417
obj = -0.874126, rho = 0.995670
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.874111, rho = 0.995597
nSV = 191, nBSV = 86
Total nSV = 191
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.874140, rho = 0.995704
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.879581
obj = -0.863878, rho = 0.995831
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -1.003797, rho = 0.995071
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 168
nu = 0.885417
obj = -1.003758, rho = 0.995026
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.003739, rho = 0.994942
nSV = 191, nBSV = 86
Total nSV = 191
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.003777, rho = 0.995065
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.879581
obj = -0.991997, rho = 0.995205
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152591, rho = 0.994337
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152539, rho = 0.994281
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.152514, rho = 0.994190
nSV = 191, nBSV = 86
Total nSV = 191
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152563, rho = 0.994326
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.879581
obj = -1.139042, rho = 0.994492
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 172
nu = 0.880829
obj = -1.323357, rho = 0.993500
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 172
nu = 0.885417
obj = -1.323290, rho = 0.993430
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323256, rho = 0.993323
nSV = 191, nBSV = 85
Total nSV = 191
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323321, rho = 0.993482
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.879581
obj = -1.307803, rho = 0.993673
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 179
nu = 0.880829
obj = -1.519325, rho = 0.992533
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 185
nu = 0.885417
obj = -1.519237, rho = 0.992452
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 172
nu = 0.885417
obj = -1.519190, rho = 0.992337
nSV = 191, nBSV = 85
Total nSV = 191
*
optimization finished, #iter = 179
nu = 0.885417
obj = -1.519278, rho = 0.992518
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 193
nu = 0.879581
obj = -1.501476, rho = 0.992731
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 193
nu = 0.880829
obj = -1.744235, rho = 0.991418
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 190
nu = 0.885417
obj = -1.744116, rho = 0.991329
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 175
nu = 0.885417
obj = -1.744053, rho = 0.991198
nSV = 191, nBSV = 85
Total nSV = 191
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -1.744173, rho = 0.991399
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 200
nu = 0.879581
obj = -1.723746, rho = 0.991642
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 198
nu = 0.880829
obj = -2.002196, rho = 0.990142
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -2.002039, rho = 0.990039
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 182
nu = 0.885417
obj = -2.001958, rho = 0.989891
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 197
nu = 0.885417
obj = -2.002114, rho = 0.990120
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 203
nu = 0.879581
obj = -1.978682, rho = 0.990401
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 204
nu = 0.880829
obj = -2.297903, rho = 0.988675
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -2.297696, rho = 0.988558
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 187
nu = 0.885417
obj = -2.297589, rho = 0.988387
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 202
nu = 0.885417
obj = -2.297794, rho = 0.988651
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 204
nu = 0.879581
obj = -2.270922, rho = 0.988975
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 210
nu = 0.880829
obj = -2.637202, rho = 0.986984
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -2.636926, rho = 0.986857
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 188
nu = 0.885417
obj = -2.636786, rho = 0.986657
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -2.637056, rho = 0.986961
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 206
nu = 0.879581
obj = -2.606244, rho = 0.987336
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 214
nu = 0.880829
obj = -3.026028, rho = 0.985048
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -3.025666, rho = 0.984905
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 192
nu = 0.885417
obj = -3.025479, rho = 0.984668
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -3.025838, rho = 0.985022
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.879581
obj = -2.990516, rho = 0.985454
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 215
nu = 0.880829
obj = -3.471728, rho = 0.982827
nSV = 193, nBSV = 86
Total nSV = 193
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.471253, rho = 0.982660
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -3.471007, rho = 0.982386
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -3.471478, rho = 0.982799
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.879581
obj = -3.431002, rho = 0.983290
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 219
nu = 0.880829
obj = -3.982352, rho = 0.980272
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -3.981726, rho = 0.980088
nSV = 192, nBSV = 86
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -3.981403, rho = 0.979764
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -3.982022, rho = 0.980241
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.879581
obj = -3.935656, rho = 0.980805
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 220
nu = 0.880829
obj = -4.567110, rho = 0.977338
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -4.566284, rho = 0.977125
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -4.565860, rho = 0.976748
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -4.566675, rho = 0.977301
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.879581
obj = -4.513584, rho = 0.977949
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 222
nu = 0.880829
obj = -5.236314, rho = 0.973970
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -5.235225, rho = 0.973726
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -5.234666, rho = 0.973290
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -5.235739, rho = 0.973926
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -5.174980, rho = 0.974668
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 224
nu = 0.880829
obj = -6.001961, rho = 0.970102
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -6.000524, rho = 0.969820
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -5.999786, rho = 0.969318
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -6.001202, rho = 0.970049
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -5.931706, rho = 0.970901
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 230
nu = 0.880829
obj = -6.877302, rho = 0.965659
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -6.875404, rho = 0.965331
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -6.874431, rho = 0.964762
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -6.876301, rho = 0.965595
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.879581
obj = -6.796861, rho = 0.966571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 235
nu = 0.880829
obj = -7.877196, rho = 0.960556
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -7.874691, rho = 0.960184
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -7.873405, rho = 0.959522
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 243
nu = 0.885417
obj = -7.875877, rho = 0.960480
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.879581
obj = -7.785139, rho = 0.961600
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -9.018588, rho = 0.954691
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 243
nu = 0.885417
obj = -9.015283, rho = 0.954263
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -9.013585, rho = 0.953506
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 251
nu = 0.885417
obj = -9.016848, rho = 0.954600
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.879581
obj = -8.913299, rho = 0.955890
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 249
nu = 0.880829
obj = -10.320268, rho = 0.947952
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 248
nu = 0.885417
obj = -10.315906, rho = 0.947464
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -10.313665, rho = 0.946591
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 256
nu = 0.885417
obj = -10.317971, rho = 0.947846
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.879581
obj = -10.199922, rho = 0.949330
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 254
nu = 0.880829
obj = -11.802881, rho = 0.940208
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 250
nu = 0.885417
obj = -11.797124, rho = 0.939652
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -11.794166, rho = 0.938649
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 263
nu = 0.885417
obj = -11.799851, rho = 0.940095
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.879581
obj = -11.665435, rho = 0.941797
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 257
nu = 0.880829
obj = -13.489166, rho = 0.931321
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 253
nu = 0.885417
obj = -13.481570, rho = 0.930676
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -13.477667, rho = 0.929525
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 266
nu = 0.885417
obj = -13.485168, rho = 0.931187
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.879581
obj = -13.332334, rho = 0.933137
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 260
nu = 0.880829
obj = -15.404358, rho = 0.921105
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 254
nu = 0.885417
obj = -15.394334, rho = 0.920365
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -15.389184, rho = 0.919044
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 269
nu = 0.885417
obj = -15.399083, rho = 0.920951
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 240
nu = 0.879581
obj = -15.225590, rho = 0.923194
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 264
nu = 0.880829
obj = -17.575612, rho = 0.909374
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 263
nu = 0.885417
obj = -17.562386, rho = 0.908517
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -17.555589, rho = 0.907000
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -17.568650, rho = 0.909195
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 245
nu = 0.879581
obj = -17.372087, rho = 0.911768
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 267
nu = 0.880829
obj = -20.031082, rho = 0.895907
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 268
nu = 0.885417
obj = -20.013631, rho = 0.894913
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.885417
obj = -20.004662, rho = 0.893174
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -20.021895, rho = 0.895694
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 247
nu = 0.879581
obj = -19.799705, rho = 0.898645
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 269
nu = 0.880829
obj = -22.801868, rho = 0.880427
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -22.778842, rho = 0.879285
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -22.767007, rho = 0.877283
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -22.789745, rho = 0.880184
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 250
nu = 0.879581
obj = -22.539263, rho = 0.883571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 271
nu = 0.880829
obj = -25.917502, rho = 0.862646
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 279
nu = 0.885417
obj = -25.887121, rho = 0.861336
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 248
nu = 0.885417
obj = -25.871505, rho = 0.859034
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -25.901506, rho = 0.862369
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 253
nu = 0.879581
obj = -25.620049, rho = 0.866257
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 271
nu = 0.880829
obj = -29.407998, rho = 0.842229
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 282
nu = 0.885417
obj = -29.367914, rho = 0.840723
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 251
nu = 0.885417
obj = -29.347309, rho = 0.838080
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -29.386893, rho = 0.841908
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 267
nu = 0.879581
obj = -29.071866, rho = 0.846376
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 271
nu = 0.880829
obj = -33.303653, rho = 0.818762
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -33.250759, rho = 0.817034
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 260
nu = 0.885417
obj = -33.223570, rho = 0.813990
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -33.275803, rho = 0.818393
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.879581
obj = -32.924839, rho = 0.823526
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 274
nu = 0.880829
obj = -37.624331, rho = 0.791814
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -37.554538, rho = 0.789834
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 266
nu = 0.885417
obj = -37.518663, rho = 0.786332
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -37.587582, rho = 0.791391
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 281
nu = 0.879581
obj = -37.198837, rho = 0.797286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 275
nu = 0.880829
obj = -42.385622, rho = 0.760863
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -42.293532, rho = 0.758587
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.885417
obj = -42.246198, rho = 0.754564
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.885417
obj = -42.337133, rho = 0.760375
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.879581
obj = -41.909592, rho = 0.767146
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 276
nu = 0.880829
obj = -47.590412, rho = 0.725297
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -47.468893, rho = 0.722682
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 273
nu = 0.885417
obj = -47.406433, rho = 0.718061
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 276
nu = 0.885417
obj = -47.526428, rho = 0.724737
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.879581
obj = -47.060380, rho = 0.732515
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 277
nu = 0.880829
obj = -53.216704, rho = 0.684448
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -53.056363, rho = 0.681448
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 279
nu = 0.885417
obj = -52.973947, rho = 0.676139
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 279
nu = 0.885417
obj = -53.132278, rho = 0.683806
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.879581
obj = -52.630018, rho = 0.692742
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 280
nu = 0.880829
obj = -59.217016, rho = 0.637520
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -59.005441, rho = 0.634076
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 283
nu = 0.885417
obj = -58.896692, rho = 0.627983
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 281
nu = 0.885417
obj = -59.105614, rho = 0.636786
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.879581
obj = -58.572325, rho = 0.647050
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 281
nu = 0.880829
obj = -65.497326, rho = 0.583625
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 304
nu = 0.885417
obj = -65.218158, rho = 0.579662
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -65.074665, rho = 0.572672
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 282
nu = 0.885417
obj = -65.350333, rho = 0.582783
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 291
nu = 0.879581
obj = -64.795356, rho = 0.594574
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 281
nu = 0.880829
obj = -71.905494, rho = 0.521710
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -71.537129, rho = 0.517158
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -71.347788, rho = 0.509128
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -71.711535, rho = 0.520747
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.879581
obj = -71.150048, rho = 0.534287
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 284
nu = 0.880829
obj = -78.201781, rho = 0.450596
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -77.715727, rho = 0.445367
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -77.465895, rho = 0.436146
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -77.945854, rho = 0.449487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.879581
obj = -77.401174, rho = 0.465043
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 284
nu = 0.880829
obj = -84.030620, rho = 0.368895
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -83.389258, rho = 0.362887
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -83.059597, rho = 0.352297
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -83.692917, rho = 0.367622
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.879581
obj = -83.199596, rho = 0.385491
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -88.872528, rho = 0.275052
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 310
nu = 0.882974
obj = -88.040067, rho = 0.270188
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 304
nu = 0.882749
obj = -87.607648, rho = 0.258229
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.884619
obj = -88.429163, rho = 0.274246
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 320
nu = 0.877603
obj = -88.043811, rho = 0.295703
nSV = 191, nBSV = 82
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 362
nu = 0.880829
obj = -91.989312, rho = 0.167263
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 356
nu = 0.877497
obj = -91.030995, rho = 0.166877
nSV = 192, nBSV = 81
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.877105
obj = -90.467760, rho = 0.153410
nSV = 192, nBSV = 81
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.879753
obj = -91.485646, rho = 0.170935
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 357
nu = 0.872451
obj = -91.317929, rho = 0.195762
nSV = 191, nBSV = 81
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 436
nu = 0.835154
obj = -92.627501, rho = 0.093124
nSV = 193, nBSV = 1
Total nSV = 193
.*.*
optimization finished, #iter = 433
nu = 0.830672
obj = -91.688281, rho = 0.094280
nSV = 192, nBSV = 3
Total nSV = 192
.*.*
optimization finished, #iter = 472
nu = 0.824050
obj = -91.033594, rho = 0.086580
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 423
nu = 0.834494
obj = -92.181552, rho = 0.096851
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 446
nu = 0.838704
obj = -92.253156, rho = 0.112115
nSV = 191, nBSV = 3
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 395
nu = 0.727503
obj = -92.631643, rho = 0.092697
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 447
nu = 0.723861
obj = -91.693711, rho = 0.093549
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 441
nu = 0.718506
obj = -91.060771, rho = 0.085668
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 415
nu = 0.727587
obj = -92.207537, rho = 0.095906
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 473
nu = 0.731914
obj = -92.290689, rho = 0.110609
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 382
nu = 0.633316
obj = -92.631644, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 414
nu = 0.630170
obj = -91.693710, rho = 0.093544
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.625865
obj = -91.063590, rho = 0.085357
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 413
nu = 0.633714
obj = -92.209672, rho = 0.095626
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 442
nu = 0.637613
obj = -92.295257, rho = 0.110221
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.551332
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.548572
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.544825
obj = -91.063589, rho = 0.085361
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 409
nu = 0.551683
obj = -92.209672, rho = 0.095630
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.555059
obj = -92.295258, rho = 0.110213
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.479962
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.477560
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.474303
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.480246
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.483223
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.417830
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.415739
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.412904
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.418078
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.420669
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.363745
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.361925
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.359456
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.363961
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.366217
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.316660
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.315075
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.312926
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.316848
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.318812
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.275666
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.274286
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.272415
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.275829
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.277539
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.239981
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.238780
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.237151
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.240123
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.241611
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.208915
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.207870
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.206452
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.209039
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.210335
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.181873
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.180962
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.179728
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.181980
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.183108
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.158327
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.157535
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.156461
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.158421
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.159403
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.137833
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.137143
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.136208
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.137915
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.138769
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.119990
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.119390
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.118576
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.120062
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.120806
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.104458
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.103935
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.103226
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.104519
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.105167
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.090935
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.090480
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.089863
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.090989
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.091553
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.079164
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.078768
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.078231
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.079211
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.079702
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.068916
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.068572
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.068104
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.068957
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.069385
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.059995
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.059695
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.059288
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.060031
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.060403
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.052229
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.051967
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.051613
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.052260
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.052584
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.045468
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.045240
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.044932
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.045495
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.045777
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.039582
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.039384
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.039115
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.039605
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.039851
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.034458
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.034286
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.034052
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.034479
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.034692
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.029998
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.029847
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.029644
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.030015
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.030201
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.026114
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.025984
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.025807
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.026130
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.026292
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.022734
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.022620
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.022466
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.022747
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.022888
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.019791
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.019692
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.019558
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.019803
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.019926
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.017229
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.017143
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.017026
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.017239
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.017346
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.014999
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.014924
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.014822
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.015008
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.015101
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.013057
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.012992
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.012903
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.013065
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.013146
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.011367
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.011310
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.011233
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.011374
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.011444
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.009896
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.009846
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.009779
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.009901
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.009963
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.008615
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.008571
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.008513
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.008620
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.008673
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.007499
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.007462
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.007411
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.007504
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.007550
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.006529
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.006496
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.006452
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.006532
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.006573
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.005683
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.005655
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.005616
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.005687
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.005722
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.004948
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.004923
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.004889
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.004951
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.004981
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.004307
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.004286
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.004256
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.004310
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.004337
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.003750
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.003731
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.003705
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.003752
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.003775
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.003264
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.003248
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.003226
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.003266
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.003286
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.002842
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.002828
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.002808
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.002843
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.002861
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.002474
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.002461
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.002445
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.002475
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.002491
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.002154
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.002143
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.002128
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.002155
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.002168
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.001875
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.001865
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.001853
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.001876
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.001888
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.001632
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.001624
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.001613
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.001633
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.001643
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.001421
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.001414
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.001404
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.001422
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.001431
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.001237
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.001231
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.001222
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.001238
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.001245
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.001077
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.001071
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.001064
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.001077
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.001084
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.000937
obj = -92.631646, rho = 0.092693
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.000933
obj = -91.693707, rho = 0.093547
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.000926
obj = -91.063589, rho = 0.085359
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.000938
obj = -92.209673, rho = 0.095624
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.000944
obj = -92.295256, rho = 0.110214
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 87
nu = 0.880829
obj = -0.165935, rho = 0.999431
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165934, rho = 0.999432
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165934, rho = 0.999491
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 87
nu = 0.885417
obj = -0.165934, rho = 0.999492
nSV = 172, nBSV = 168
Total nSV = 172
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999511
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -0.190604, rho = 0.999407
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.190603, rho = 0.999415
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 98
nu = 0.885417
obj = -0.190602, rho = 0.999414
nSV = 183, nBSV = 157
Total nSV = 183
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.190604, rho = 0.999414
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 102
nu = 0.879581
obj = -0.188362, rho = 0.999427
nSV = 186, nBSV = 150
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.218928, rho = 0.999304
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.218927, rho = 0.999308
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.218926, rho = 0.999313
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.218927, rho = 0.999320
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.879581
obj = -0.216353, rho = 0.999320
nSV = 189, nBSV = 147
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251458, rho = 0.999175
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.251456, rho = 0.999191
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.251456, rho = 0.999143
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251457, rho = 0.999180
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248500, rho = 0.999194
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288819, rho = 0.999053
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.288816, rho = 0.999046
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288816, rho = 0.998996
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288818, rho = 0.999037
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285421, rho = 0.999074
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331722, rho = 0.998887
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331718, rho = 0.998864
nSV = 191, nBSV = 148
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331717, rho = 0.998846
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331719, rho = 0.998893
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327819, rho = 0.998936
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 131
nu = 0.880829
obj = -0.381016, rho = 0.998391
nSV = 192, nBSV = 124
Total nSV = 192
*
optimization finished, #iter = 129
nu = 0.885417
obj = -0.381011, rho = 0.998375
nSV = 191, nBSV = 126
Total nSV = 191
*
optimization finished, #iter = 122
nu = 0.885417
obj = -0.381008, rho = 0.998417
nSV = 191, nBSV = 133
Total nSV = 191
*
optimization finished, #iter = 131
nu = 0.885417
obj = -0.381013, rho = 0.998383
nSV = 192, nBSV = 124
Total nSV = 192
*
optimization finished, #iter = 138
nu = 0.879581
obj = -0.376536, rho = 0.998364
nSV = 191, nBSV = 114
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 141
nu = 0.880829
obj = -0.437604, rho = 0.998047
nSV = 192, nBSV = 114
Total nSV = 192
*
optimization finished, #iter = 134
nu = 0.885417
obj = -0.437596, rho = 0.998077
nSV = 191, nBSV = 121
Total nSV = 191
*
optimization finished, #iter = 128
nu = 0.885417
obj = -0.437592, rho = 0.998104
nSV = 191, nBSV = 127
Total nSV = 191
*
optimization finished, #iter = 138
nu = 0.885417
obj = -0.437600, rho = 0.998066
nSV = 192, nBSV = 117
Total nSV = 192
*
optimization finished, #iter = 143
nu = 0.879581
obj = -0.432457, rho = 0.998075
nSV = 191, nBSV = 109
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 146
nu = 0.880829
obj = -0.502583, rho = 0.997706
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 140
nu = 0.885417
obj = -0.502573, rho = 0.997720
nSV = 191, nBSV = 115
Total nSV = 191
*
optimization finished, #iter = 139
nu = 0.885417
obj = -0.502569, rho = 0.997693
nSV = 191, nBSV = 116
Total nSV = 191
*
optimization finished, #iter = 144
nu = 0.885417
obj = -0.502578, rho = 0.997720
nSV = 192, nBSV = 111
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.879581
obj = -0.496673, rho = 0.997729
nSV = 191, nBSV = 103
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 147
nu = 0.880829
obj = -0.577198, rho = 0.997353
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 144
nu = 0.885417
obj = -0.577186, rho = 0.997335
nSV = 192, nBSV = 111
Total nSV = 192
*
optimization finished, #iter = 140
nu = 0.885417
obj = -0.577181, rho = 0.997338
nSV = 191, nBSV = 115
Total nSV = 191
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.577192, rho = 0.997359
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.879581
obj = -0.570412, rho = 0.997392
nSV = 191, nBSV = 103
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -0.662879, rho = 0.996937
nSV = 193, nBSV = 106
Total nSV = 193
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.662863, rho = 0.996900
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 143
nu = 0.885417
obj = -0.662856, rho = 0.996900
nSV = 191, nBSV = 112
Total nSV = 191
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662871, rho = 0.996938
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.879581
obj = -0.655086, rho = 0.996978
nSV = 191, nBSV = 101
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -0.761241, rho = 0.996297
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 168
nu = 0.885417
obj = -0.761220, rho = 0.996256
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.761212, rho = 0.996207
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.761230, rho = 0.996292
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 165
nu = 0.879581
obj = -0.752290, rho = 0.996394
nSV = 191, nBSV = 87
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -0.874164, rho = 0.995747
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 168
nu = 0.885417
obj = -0.874137, rho = 0.995699
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.874126, rho = 0.995642
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.874151, rho = 0.995740
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.879581
obj = -0.863887, rho = 0.995851
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -1.003809, rho = 0.995114
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 169
nu = 0.885417
obj = -1.003773, rho = 0.995053
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003759, rho = 0.994994
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003791, rho = 0.995100
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.879581
obj = -0.992008, rho = 0.995226
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152607, rho = 0.994388
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152558, rho = 0.994320
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152540, rho = 0.994245
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152582, rho = 0.994372
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139058, rho = 0.994511
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 173
nu = 0.880829
obj = -1.323379, rho = 0.993553
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 173
nu = 0.885417
obj = -1.323316, rho = 0.993471
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 172
nu = 0.885417
obj = -1.323290, rho = 0.993393
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323346, rho = 0.993535
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307824, rho = 0.993695
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 189
nu = 0.880829
obj = -1.519356, rho = 0.992589
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 190
nu = 0.885417
obj = -1.519273, rho = 0.992501
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 177
nu = 0.885417
obj = -1.519236, rho = 0.992414
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 189
nu = 0.885417
obj = -1.519314, rho = 0.992571
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 199
nu = 0.879581
obj = -1.501504, rho = 0.992759
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 200
nu = 0.880829
obj = -1.744275, rho = 0.991486
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -1.744163, rho = 0.991385
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 182
nu = 0.885417
obj = -1.744115, rho = 0.991282
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 197
nu = 0.885417
obj = -1.744219, rho = 0.991465
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 202
nu = 0.879581
obj = -1.723782, rho = 0.991683
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.002249, rho = 0.990221
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 198
nu = 0.885417
obj = -2.002101, rho = 0.990102
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 189
nu = 0.885417
obj = -2.002038, rho = 0.989981
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 202
nu = 0.885417
obj = -2.002175, rho = 0.990190
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 205
nu = 0.879581
obj = -1.978729, rho = 0.990448
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 212
nu = 0.880829
obj = -2.297973, rho = 0.988768
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 200
nu = 0.885417
obj = -2.297776, rho = 0.988631
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 191
nu = 0.885417
obj = -2.297694, rho = 0.988491
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 206
nu = 0.885417
obj = -2.297874, rho = 0.988732
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 205
nu = 0.879581
obj = -2.270984, rho = 0.989029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 213
nu = 0.880829
obj = -2.637292, rho = 0.987097
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 201
nu = 0.885417
obj = -2.637033, rho = 0.986940
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 195
nu = 0.885417
obj = -2.636925, rho = 0.986779
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.637162, rho = 0.987056
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 207
nu = 0.879581
obj = -2.606326, rho = 0.987397
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 215
nu = 0.880829
obj = -3.026146, rho = 0.985179
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -3.025807, rho = 0.984997
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 202
nu = 0.885417
obj = -3.025663, rho = 0.984811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -3.025976, rho = 0.985134
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.879581
obj = -2.990625, rho = 0.985525
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 215
nu = 0.880829
obj = -3.471884, rho = 0.982975
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.471437, rho = 0.982771
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.471251, rho = 0.982555
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -3.471659, rho = 0.982925
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -3.431146, rho = 0.983374
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 217
nu = 0.880829
obj = -3.982557, rho = 0.980443
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.981968, rho = 0.980207
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -3.981724, rho = 0.979960
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.982261, rho = 0.980388
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -3.935846, rho = 0.980901
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 218
nu = 0.880829
obj = -4.567381, rho = 0.977536
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -4.566604, rho = 0.977270
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -4.566281, rho = 0.976982
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -4.566990, rho = 0.977472
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -4.513834, rho = 0.978061
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 219
nu = 0.880829
obj = -5.236671, rho = 0.974198
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -5.235647, rho = 0.973895
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -5.235220, rho = 0.973559
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -5.236156, rho = 0.974124
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.879581
obj = -5.175309, rho = 0.974796
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 219
nu = 0.880829
obj = -6.002431, rho = 0.970361
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -6.001082, rho = 0.970020
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -6.000519, rho = 0.969632
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -6.001753, rho = 0.970276
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.879581
obj = -5.932140, rho = 0.971049
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 219
nu = 0.880829
obj = -6.877921, rho = 0.965953
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -6.876143, rho = 0.965562
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -6.875397, rho = 0.965115
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -6.877029, rho = 0.965861
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.879581
obj = -6.797434, rho = 0.966742
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 226
nu = 0.880829
obj = -7.878013, rho = 0.960895
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 246
nu = 0.885417
obj = -7.875666, rho = 0.960438
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -7.874681, rho = 0.959928
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -7.876836, rho = 0.960787
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.879581
obj = -7.785899, rho = 0.961793
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 232
nu = 0.880829
obj = -9.019666, rho = 0.955081
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 249
nu = 0.885417
obj = -9.016569, rho = 0.954556
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -9.015270, rho = 0.953969
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 249
nu = 0.885417
obj = -9.018113, rho = 0.954958
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.879581
obj = -8.914303, rho = 0.956110
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -10.321691, rho = 0.948402
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 256
nu = 0.885417
obj = -10.317604, rho = 0.947798
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 243
nu = 0.885417
obj = -10.315888, rho = 0.947123
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 251
nu = 0.885417
obj = -10.319640, rho = 0.948261
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 240
nu = 0.879581
obj = -10.201249, rho = 0.949581
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 244
nu = 0.880829
obj = -11.804758, rho = 0.940732
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 256
nu = 0.885417
obj = -11.799364, rho = 0.940035
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 246
nu = 0.885417
obj = -11.797102, rho = 0.939254
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 254
nu = 0.885417
obj = -11.802051, rho = 0.940567
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 243
nu = 0.879581
obj = -11.667184, rho = 0.942083
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -13.491643, rho = 0.931915
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 261
nu = 0.885417
obj = -13.484527, rho = 0.931113
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -13.481540, rho = 0.930219
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 256
nu = 0.885417
obj = -13.488072, rho = 0.931727
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 246
nu = 0.879581
obj = -13.334641, rho = 0.933469
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 252
nu = 0.880829
obj = -15.407628, rho = 0.921791
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 261
nu = 0.885417
obj = -15.398235, rho = 0.920869
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 250
nu = 0.885417
obj = -15.394295, rho = 0.919842
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -15.402914, rho = 0.921575
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 260
nu = 0.879581
obj = -15.228637, rho = 0.923574
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 257
nu = 0.880829
obj = -17.579926, rho = 0.910160
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -17.567532, rho = 0.909102
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 253
nu = 0.885417
obj = -17.562333, rho = 0.907921
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 262
nu = 0.885417
obj = -17.573705, rho = 0.909913
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 272
nu = 0.879581
obj = -17.376108, rho = 0.912206
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 260
nu = 0.880829
obj = -20.036775, rho = 0.896803
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 267
nu = 0.885417
obj = -20.020420, rho = 0.895587
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 257
nu = 0.885417
obj = -20.013560, rho = 0.894230
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -20.028566, rho = 0.896517
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 278
nu = 0.879581
obj = -19.805013, rho = 0.899154
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 262
nu = 0.880829
obj = -22.809380, rho = 0.881458
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -22.787800, rho = 0.880059
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 262
nu = 0.885417
obj = -22.778748, rho = 0.878503
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -22.798548, rho = 0.881129
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 278
nu = 0.879581
obj = -22.546266, rho = 0.884156
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 264
nu = 0.880829
obj = -25.927414, rho = 0.863832
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 276
nu = 0.885417
obj = -25.898941, rho = 0.862228
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -25.887001, rho = 0.860437
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -25.913122, rho = 0.863454
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 281
nu = 0.879581
obj = -25.629289, rho = 0.866932
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 266
nu = 0.880829
obj = -29.421077, rho = 0.843596
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -29.383508, rho = 0.841752
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 276
nu = 0.885417
obj = -29.367755, rho = 0.839686
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -29.402219, rho = 0.843159
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -29.084055, rho = 0.847151
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 267
nu = 0.880829
obj = -33.320912, rho = 0.820333
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -33.271337, rho = 0.818212
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -33.250552, rho = 0.815840
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -33.296027, rho = 0.819826
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.879581
obj = -32.940921, rho = 0.824416
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 270
nu = 0.880829
obj = -37.647103, rho = 0.793617
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -37.581691, rho = 0.791187
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -37.554264, rho = 0.788451
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -37.614269, rho = 0.793037
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.879581
obj = -37.220056, rho = 0.798310
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 273
nu = 0.880829
obj = -42.415670, rho = 0.762933
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -42.329361, rho = 0.760136
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -42.293172, rho = 0.756999
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 276
nu = 0.885417
obj = -42.372345, rho = 0.762266
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.879581
obj = -41.937588, rho = 0.768322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 275
nu = 0.880829
obj = -47.630063, rho = 0.727675
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -47.516173, rho = 0.724462
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -47.468417, rho = 0.720858
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -47.572893, rho = 0.726904
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.879581
obj = -47.097322, rho = 0.733866
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 278
nu = 0.880829
obj = -53.269024, rho = 0.687179
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -53.118748, rho = 0.683493
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -53.055733, rho = 0.679359
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -53.193587, rho = 0.686298
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.879581
obj = -52.678764, rho = 0.694292
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 288
nu = 0.880829
obj = -59.286056, rho = 0.640658
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 306
nu = 0.885417
obj = -59.087761, rho = 0.636424
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -59.004611, rho = 0.631683
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 278
nu = 0.885417
obj = -59.186513, rho = 0.639646
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.879581
obj = -58.636649, rho = 0.648833
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 301
nu = 0.880829
obj = -65.588426, rho = 0.587227
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -65.326777, rho = 0.582366
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -65.217062, rho = 0.576919
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 279
nu = 0.885417
obj = -65.457078, rho = 0.586067
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -64.880230, rho = 0.596618
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 304
nu = 0.880829
obj = -72.025702, rho = 0.525849
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -71.680453, rho = 0.520266
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -71.535682, rho = 0.514006
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 282
nu = 0.885417
obj = -71.852386, rho = 0.524515
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 306
nu = 0.879581
obj = -71.262041, rho = 0.536636
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -78.360394, rho = 0.455348
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 315
nu = 0.885417
obj = -77.904842, rho = 0.448932
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -77.713817, rho = 0.441740
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -78.131707, rho = 0.453817
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 309
nu = 0.879581
obj = -77.548948, rho = 0.467737
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 314
nu = 0.880829
obj = -84.239916, rho = 0.374355
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 316
nu = 0.885417
obj = -83.638801, rho = 0.366988
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -83.386738, rho = 0.358723
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -83.938157, rho = 0.372593
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.879581
obj = -83.394589, rho = 0.388582
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 314
nu = 0.880829
obj = -89.148694, rho = 0.281324
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 318
nu = 0.884994
obj = -88.355945, rho = 0.273211
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.884818
obj = -88.023752, rho = 0.263877
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -88.750522, rho = 0.279310
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.879558
obj = -88.292183, rho = 0.297683
nSV = 191, nBSV = 83
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 359
nu = 0.880829
obj = -92.353712, rho = 0.174451
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 345
nu = 0.879796
obj = -91.390128, rho = 0.170062
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 348
nu = 0.879550
obj = -90.957235, rho = 0.159468
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.881491
obj = -91.870083, rho = 0.175817
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 368
nu = 0.874582
obj = -91.589375, rho = 0.197836
nSV = 191, nBSV = 81
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 431
nu = 0.839225
obj = -93.056266, rho = 0.096551
nSV = 193, nBSV = 1
Total nSV = 193
.*.*
optimization finished, #iter = 461
nu = 0.834524
obj = -92.065298, rho = 0.095839
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 487
nu = 0.829377
obj = -91.560450, rho = 0.089734
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 408
nu = 0.838794
obj = -92.602589, rho = 0.099271
nSV = 192, nBSV = 2
Total nSV = 192
.*.*
optimization finished, #iter = 443
nu = 0.841941
obj = -92.528346, rho = 0.113068
nSV = 191, nBSV = 3
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 464
nu = 0.730806
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 427
nu = 0.726817
obj = -92.066761, rho = 0.095501
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 413
nu = 0.722921
obj = -91.574429, rho = 0.088936
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 425
nu = 0.731147
obj = -92.616340, rho = 0.098438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 486
nu = 0.734360
obj = -92.548151, rho = 0.111837
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 459
nu = 0.636228
obj = -93.057626, rho = 0.096299
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 459
nu = 0.632722
obj = -92.066761, rho = 0.095503
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 424
nu = 0.629359
obj = -91.574431, rho = 0.088932
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.636510
obj = -92.616342, rho = 0.098445
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 471
nu = 0.639368
obj = -92.548297, rho = 0.111765
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.553853
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.550806
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.547858
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.554109
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.556588
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.482157
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.479505
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.476938
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.482379
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.484538
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.419742
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.417432
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.415198
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.419935
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.421814
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.365409
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.363399
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.361454
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.365577
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.367213
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.318109
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.316359
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.314665
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.318255
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.319679
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.276927
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.275403
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.273929
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.277054
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.278294
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.241079
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.239752
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.238469
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.241190
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.242269
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.209871
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.208716
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.207599
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.209967
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.210907
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.182704
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.181699
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.180727
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.182789
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.183607
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.159052
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.158177
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.157330
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.159125
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.159837
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.138463
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.137702
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.136965
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.138527
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.139147
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.120539
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.119876
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.119234
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.120595
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.121134
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.104935
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.104358
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.103799
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.104984
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.105453
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.091351
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.090849
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.090363
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.091393
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.091802
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.079526
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.079089
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.078666
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.079563
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.079919
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.069232
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.068851
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.068482
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.069264
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.069573
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.060270
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.059938
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.059617
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.060297
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.060567
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.052468
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.052179
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.051900
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.052492
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.052727
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.045676
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.045425
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.045181
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.045697
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.045901
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.039763
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.039544
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.039333
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.039781
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.039959
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.034616
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.034425
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.034241
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.034632
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.034787
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.030135
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.029969
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.029809
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.030149
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.030284
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.026234
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.026090
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.025950
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.026246
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.026363
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.022838
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.022712
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.022591
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.022848
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.022951
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.019882
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.019772
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.019666
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.019891
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.019980
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.017308
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.017213
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.017121
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.017316
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.017393
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.015067
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.014985
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.014904
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.015074
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.015142
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.013117
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.013045
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.012975
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.013123
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.013182
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.011419
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.011356
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.011295
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.011424
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.011475
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.009941
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.009886
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.009833
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.009945
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.009990
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.008654
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.008606
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.008560
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.008658
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.008697
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.007534
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.007492
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.007452
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.007537
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.007571
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.006558
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.006522
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.006487
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.006561
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.006591
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.005709
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.005678
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.005648
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.005712
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.005738
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.004970
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.004943
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.004917
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.004973
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.004995
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.004327
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.004303
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.004280
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.004329
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.004348
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.003767
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.003746
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.003726
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.003769
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.003785
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.003279
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.003261
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.003244
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.003281
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.003295
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.002855
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.002839
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.002824
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.002856
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.002869
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.002485
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.002472
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.002458
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.002486
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.002497
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.002163
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.002152
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.002140
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.002164
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.002174
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.001883
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.001873
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.001863
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.001884
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.001893
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.001640
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.001631
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.001622
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.001640
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.001648
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.001427
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.001420
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.001412
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.001428
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.001434
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.001243
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.001236
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.001229
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.001243
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.001249
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.001082
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.001076
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.001070
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.001082
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.001087
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
.*.*
optimization finished, #iter = 479
nu = 0.000942
obj = -93.057626, rho = 0.096302
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 464
nu = 0.000937
obj = -92.066761, rho = 0.095508
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.000932
obj = -91.574428, rho = 0.088940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 439
nu = 0.000942
obj = -92.616342, rho = 0.098439
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.000946
obj = -92.548299, rho = 0.111764
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.25%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999504
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999505
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 103
nu = 0.880829
obj = -0.190605, rho = 0.999419
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.190603, rho = 0.999424
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.190603, rho = 0.999413
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.190604, rho = 0.999417
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 102
nu = 0.879581
obj = -0.188362, rho = 0.999431
nSV = 186, nBSV = 150
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.218929, rho = 0.999305
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.218927, rho = 0.999317
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.218927, rho = 0.999297
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.218928, rho = 0.999314
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216354, rho = 0.999309
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.251458, rho = 0.999202
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.251456, rho = 0.999215
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.251456, rho = 0.999169
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251458, rho = 0.999199
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248501, rho = 0.999207
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.288819, rho = 0.999083
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288817, rho = 0.999031
nSV = 191, nBSV = 148
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288817, rho = 0.999025
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288819, rho = 0.999058
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285422, rho = 0.999089
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331722, rho = 0.998912
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331719, rho = 0.998887
nSV = 191, nBSV = 148
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331718, rho = 0.998880
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331720, rho = 0.998918
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327819, rho = 0.998953
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 135
nu = 0.880829
obj = -0.381018, rho = 0.998374
nSV = 192, nBSV = 120
Total nSV = 192
*
optimization finished, #iter = 130
nu = 0.885417
obj = -0.381012, rho = 0.998384
nSV = 191, nBSV = 125
Total nSV = 191
*
optimization finished, #iter = 125
nu = 0.885417
obj = -0.381010, rho = 0.998412
nSV = 191, nBSV = 130
Total nSV = 191
*
optimization finished, #iter = 133
nu = 0.885417
obj = -0.381015, rho = 0.998384
nSV = 192, nBSV = 122
Total nSV = 192
*
optimization finished, #iter = 138
nu = 0.879581
obj = -0.376537, rho = 0.998377
nSV = 191, nBSV = 114
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 145
nu = 0.880829
obj = -0.437606, rho = 0.998034
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 138
nu = 0.885417
obj = -0.437599, rho = 0.998055
nSV = 191, nBSV = 117
Total nSV = 191
*
optimization finished, #iter = 135
nu = 0.885417
obj = -0.437597, rho = 0.998061
nSV = 191, nBSV = 120
Total nSV = 191
*
optimization finished, #iter = 142
nu = 0.885417
obj = -0.437603, rho = 0.998052
nSV = 192, nBSV = 113
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.879581
obj = -0.432460, rho = 0.998047
nSV = 191, nBSV = 104
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 147
nu = 0.880829
obj = -0.502586, rho = 0.997721
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 142
nu = 0.885417
obj = -0.502576, rho = 0.997721
nSV = 191, nBSV = 113
Total nSV = 191
*
optimization finished, #iter = 140
nu = 0.885417
obj = -0.502574, rho = 0.997717
nSV = 191, nBSV = 115
Total nSV = 191
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.502582, rho = 0.997724
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.879581
obj = -0.496676, rho = 0.997746
nSV = 191, nBSV = 103
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 150
nu = 0.880829
obj = -0.577202, rho = 0.997349
nSV = 193, nBSV = 105
Total nSV = 193
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.577191, rho = 0.997326
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 143
nu = 0.885417
obj = -0.577187, rho = 0.997342
nSV = 191, nBSV = 112
Total nSV = 191
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577197, rho = 0.997362
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.879581
obj = -0.570415, rho = 0.997389
nSV = 191, nBSV = 101
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662884, rho = 0.996933
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.662869, rho = 0.996929
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.662864, rho = 0.996905
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.662877, rho = 0.996944
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 152
nu = 0.879581
obj = -0.655090, rho = 0.996988
nSV = 191, nBSV = 100
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -0.761247, rho = 0.996324
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 168
nu = 0.885417
obj = -0.761227, rho = 0.996281
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.761221, rho = 0.996239
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.761238, rho = 0.996315
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 166
nu = 0.879581
obj = -0.752296, rho = 0.996404
nSV = 191, nBSV = 86
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -0.874172, rho = 0.995778
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.874147, rho = 0.995722
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874139, rho = 0.995674
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874161, rho = 0.995761
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.879581
obj = -0.863894, rho = 0.995861
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003820, rho = 0.995144
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003786, rho = 0.995080
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.003776, rho = 0.995031
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003804, rho = 0.995130
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992019, rho = 0.995239
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152620, rho = 0.994422
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152576, rho = 0.994349
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152562, rho = 0.994292
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152599, rho = 0.994406
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139071, rho = 0.994531
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 172
nu = 0.880829
obj = -1.323396, rho = 0.993594
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 172
nu = 0.885417
obj = -1.323338, rho = 0.993510
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 172
nu = 0.885417
obj = -1.323320, rho = 0.993447
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323368, rho = 0.993574
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307841, rho = 0.993718
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 195
nu = 0.880829
obj = -1.519381, rho = 0.992644
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 191
nu = 0.885417
obj = -1.519303, rho = 0.992545
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 180
nu = 0.885417
obj = -1.519276, rho = 0.992475
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 193
nu = 0.885417
obj = -1.519344, rho = 0.992618
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 197
nu = 0.879581
obj = -1.501527, rho = 0.992788
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.744308, rho = 0.991549
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -1.744203, rho = 0.991436
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 187
nu = 0.885417
obj = -1.744168, rho = 0.991356
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 202
nu = 0.885417
obj = -1.744259, rho = 0.991519
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 201
nu = 0.879581
obj = -1.723813, rho = 0.991717
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.002292, rho = 0.990292
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 200
nu = 0.885417
obj = -2.002154, rho = 0.990158
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 191
nu = 0.885417
obj = -2.002107, rho = 0.990070
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 207
nu = 0.885417
obj = -2.002228, rho = 0.990257
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 206
nu = 0.879581
obj = -1.978770, rho = 0.990487
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 209
nu = 0.880829
obj = -2.298028, rho = 0.988851
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 204
nu = 0.885417
obj = -2.297846, rho = 0.988694
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 199
nu = 0.885417
obj = -2.297786, rho = 0.988592
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.297943, rho = 0.988809
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 207
nu = 0.879581
obj = -2.271038, rho = 0.989076
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 211
nu = 0.880829
obj = -2.637365, rho = 0.987192
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637126, rho = 0.987012
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 207
nu = 0.885417
obj = -2.637048, rho = 0.986894
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.637253, rho = 0.987145
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.879581
obj = -2.606397, rho = 0.987453
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 214
nu = 0.880829
obj = -3.026243, rho = 0.985292
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -3.025928, rho = 0.985083
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -3.025827, rho = 0.984945
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -3.026095, rho = 0.985237
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.879581
obj = -2.990719, rho = 0.985589
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 215
nu = 0.880829
obj = -3.472012, rho = 0.983105
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -3.471597, rho = 0.982871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -3.471462, rho = 0.982706
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -3.471817, rho = 0.983045
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.879581
obj = -3.431269, rho = 0.983446
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 217
nu = 0.880829
obj = -3.982726, rho = 0.980594
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -3.982178, rho = 0.980324
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -3.982001, rho = 0.980137
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -3.982469, rho = 0.980524
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -3.936009, rho = 0.980984
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 218
nu = 0.880829
obj = -4.567604, rho = 0.977709
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -4.566881, rho = 0.977402
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -4.566648, rho = 0.977188
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -4.567264, rho = 0.977628
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -4.514049, rho = 0.978156
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 220
nu = 0.880829
obj = -5.236965, rho = 0.974396
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -5.236012, rho = 0.974042
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -5.235704, rho = 0.973794
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -5.236517, rho = 0.974302
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.879581
obj = -5.175594, rho = 0.974907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 220
nu = 0.880829
obj = -6.002820, rho = 0.970589
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -6.001566, rho = 0.970189
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -6.001156, rho = 0.969903
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -6.002230, rho = 0.970483
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 219
nu = 0.879581
obj = -5.932516, rho = 0.971176
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 220
nu = 0.880829
obj = -6.878434, rho = 0.966215
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 245
nu = 0.885417
obj = -6.876782, rho = 0.965759
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -6.876239, rho = 0.965428
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -6.877655, rho = 0.966093
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.879581
obj = -6.797932, rho = 0.966888
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 220
nu = 0.880829
obj = -7.878687, rho = 0.961192
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 248
nu = 0.885417
obj = -7.876509, rho = 0.960667
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -7.875792, rho = 0.960287
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -7.877660, rho = 0.961056
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.879581
obj = -7.786556, rho = 0.961962
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 222
nu = 0.880829
obj = -9.020555, rho = 0.955420
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 254
nu = 0.885417
obj = -9.017682, rho = 0.954819
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 244
nu = 0.885417
obj = -9.016736, rho = 0.954378
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -9.019200, rho = 0.955265
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 243
nu = 0.879581
obj = -8.915169, rho = 0.956303
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 223
nu = 0.880829
obj = -10.322862, rho = 0.948791
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 255
nu = 0.885417
obj = -10.319070, rho = 0.948100
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 250
nu = 0.885417
obj = -10.317824, rho = 0.947591
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -10.321077, rho = 0.948617
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 248
nu = 0.879581
obj = -10.202391, rho = 0.949805
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 224
nu = 0.880829
obj = -11.806302, rho = 0.941178
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 257
nu = 0.885417
obj = -11.801300, rho = 0.940380
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 252
nu = 0.885417
obj = -11.799655, rho = 0.939797
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -11.803950, rho = 0.940978
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 253
nu = 0.879581
obj = -11.668692, rho = 0.942340
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 228
nu = 0.880829
obj = -13.493681, rho = 0.932433
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 258
nu = 0.885417
obj = -13.487080, rho = 0.931513
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 253
nu = 0.885417
obj = -13.484909, rho = 0.930844
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 256
nu = 0.885417
obj = -13.490578, rho = 0.932206
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 262
nu = 0.879581
obj = -13.336632, rho = 0.933762
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 233
nu = 0.880829
obj = -15.410316, rho = 0.922386
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -15.401604, rho = 0.921329
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 255
nu = 0.885417
obj = -15.398740, rho = 0.920561
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -15.406221, rho = 0.922126
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.879581
obj = -15.231261, rho = 0.923913
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 238
nu = 0.880829
obj = -17.583474, rho = 0.910840
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -17.571977, rho = 0.909632
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 257
nu = 0.885417
obj = -17.568198, rho = 0.908747
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -17.578069, rho = 0.910545
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 267
nu = 0.879581
obj = -17.379568, rho = 0.912598
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 242
nu = 0.880829
obj = -20.041456, rho = 0.897581
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -20.026286, rho = 0.896194
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -20.021299, rho = 0.895181
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -20.034324, rho = 0.897249
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.879581
obj = -19.809577, rho = 0.899603
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 247
nu = 0.880829
obj = -22.815558, rho = 0.882350
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -22.795540, rho = 0.880756
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 266
nu = 0.885417
obj = -22.788961, rho = 0.879593
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -22.806146, rho = 0.881968
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.879581
obj = -22.552288, rho = 0.884671
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 248
nu = 0.880829
obj = -25.935566, rho = 0.864862
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -25.909153, rho = 0.863026
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.885417
obj = -25.900473, rho = 0.861690
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.885417
obj = -25.923148, rho = 0.864418
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 271
nu = 0.879581
obj = -25.637236, rho = 0.867524
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 255
nu = 0.880829
obj = -29.431834, rho = 0.844773
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -29.396982, rho = 0.842663
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -29.385530, rho = 0.841133
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.885417
obj = -29.415447, rho = 0.844262
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 280
nu = 0.879581
obj = -29.094541, rho = 0.847831
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 258
nu = 0.880829
obj = -33.335108, rho = 0.821688
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -33.289116, rho = 0.819256
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -33.274005, rho = 0.817503
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -33.313482, rho = 0.821096
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.879581
obj = -32.954760, rho = 0.825197
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 260
nu = 0.880829
obj = -37.665834, rho = 0.795175
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 273
nu = 0.885417
obj = -37.605150, rho = 0.792386
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -37.585211, rho = 0.790369
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -37.637300, rho = 0.794497
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.879581
obj = -37.238317, rho = 0.799206
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 264
nu = 0.880829
obj = -42.440385, rho = 0.764721
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -42.360313, rho = 0.761518
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 278
nu = 0.885417
obj = -42.334004, rho = 0.759201
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -42.402734, rho = 0.763943
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.879581
obj = -41.961683, rho = 0.769351
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 266
nu = 0.880829
obj = -47.662676, rho = 0.729730
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 276
nu = 0.885417
obj = -47.557016, rho = 0.726050
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 280
nu = 0.885417
obj = -47.522299, rho = 0.723389
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 276
nu = 0.885417
obj = -47.612994, rho = 0.728832
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.879581
obj = -47.129118, rho = 0.735048
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 268
nu = 0.880829
obj = -53.312057, rho = 0.689544
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 279
nu = 0.885417
obj = -53.172639, rho = 0.685319
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -53.126832, rho = 0.682261
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 278
nu = 0.885417
obj = -53.246501, rho = 0.688514
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.879581
obj = -52.720719, rho = 0.695651
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 269
nu = 0.880829
obj = -59.342837, rho = 0.643375
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 281
nu = 0.885417
obj = -59.158871, rho = 0.638524
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -59.098428, rho = 0.635011
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 278
nu = 0.885417
obj = -59.256334, rho = 0.642193
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -58.692009, rho = 0.650390
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 270
nu = 0.880829
obj = -65.663344, rho = 0.590350
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -65.420607, rho = 0.584784
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -65.340853, rho = 0.580744
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 279
nu = 0.885417
obj = -65.549205, rho = 0.588993
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -64.953275, rho = 0.598408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 271
nu = 0.880829
obj = -72.124556, rho = 0.529432
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -71.804264, rho = 0.523041
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 304
nu = 0.885417
obj = -71.699027, rho = 0.518405
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 280
nu = 0.885417
obj = -71.973949, rho = 0.527875
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 314
nu = 0.879581
obj = -71.358428, rho = 0.538690
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 277
nu = 0.880829
obj = -78.490831, rho = 0.459461
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 304
nu = 0.885417
obj = -78.068210, rho = 0.452122
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -77.929350, rho = 0.446797
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -78.292107, rho = 0.457672
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 318
nu = 0.879581
obj = -77.676130, rho = 0.470098
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 281
nu = 0.880829
obj = -84.412032, rho = 0.379079
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -83.854371, rho = 0.370649
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 306
nu = 0.885417
obj = -83.671139, rho = 0.364527
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -84.149808, rho = 0.377026
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 324
nu = 0.879581
obj = -83.562409, rho = 0.391298
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 288
nu = 0.880829
obj = -89.375802, rho = 0.286750
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 322
nu = 0.885417
obj = -88.639969, rho = 0.277072
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -88.398192, rho = 0.270032
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -89.029797, rho = 0.284393
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 318
nu = 0.879581
obj = -88.513616, rho = 0.300785
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 326
nu = 0.880829
obj = -92.653384, rho = 0.180682
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 347
nu = 0.881856
obj = -91.718230, rho = 0.172919
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 358
nu = 0.881668
obj = -91.402033, rho = 0.165035
nSV = 192, nBSV = 82
Total nSV = 192
.*
optimization finished, #iter = 328
nu = 0.883204
obj = -92.212967, rho = 0.180043
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.876470
obj = -91.840191, rho = 0.199665
nSV = 191, nBSV = 82
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 421
nu = 0.842585
obj = -93.413637, rho = 0.099751
nSV = 193, nBSV = 1
Total nSV = 193
.*.*
optimization finished, #iter = 440
nu = 0.837909
obj = -92.411381, rho = 0.097356
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 440
nu = 0.834079
obj = -92.041290, rho = 0.092754
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 421
nu = 0.842565
obj = -92.978300, rho = 0.101541
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 463
nu = 0.844865
obj = -92.783510, rho = 0.113883
nSV = 191, nBSV = 3
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 455
nu = 0.733623
obj = -93.413887, rho = 0.099640
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 440
nu = 0.729527
obj = -92.411588, rho = 0.097261
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 423
nu = 0.726658
obj = -92.047098, rho = 0.092258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 432
nu = 0.734054
obj = -92.984367, rho = 0.101036
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 504
nu = 0.736389
obj = -92.792007, rho = 0.113082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
.*.*
optimization finished, #iter = 454
nu = 0.638674
obj = -93.413888, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 447
nu = 0.635092
obj = -92.411583, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.632599
obj = -92.047096, rho = 0.092255
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 463
nu = 0.639025
obj = -92.984367, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 469
nu = 0.641056
obj = -92.792006, rho = 0.113077
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.555989
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.552890
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.550704
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.556313
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.558078
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.484017
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.481318
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.479416
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.484299
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.485835
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.421360
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.419011
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.417355
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.421606
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.422943
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.366818
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.364773
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.363331
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.367032
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.368196
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.319335
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.317555
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.316300
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.319521
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.320535
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.277995
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.276445
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.275352
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.278157
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.279039
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.242008
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.240659
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.239708
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.242149
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.242917
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.210680
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.209506
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.208678
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.210803
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.211472
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.183409
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.182387
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.181666
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.183516
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.184098
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.159665
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.158775
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.158147
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.159758
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.160265
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.138997
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.138222
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.137676
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.139078
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.139520
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.121004
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.120330
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.119854
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.121075
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.121459
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.105340
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.104753
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.104339
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.105401
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.105736
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.091704
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.091192
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.090832
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.091757
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.092048
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.079833
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.079388
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.079074
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.079880
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.080133
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.069499
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.069111
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.068838
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.069539
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.069760
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.060502
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.060165
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.059927
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.060537
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.060729
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.052670
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.052376
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.052169
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.052701
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.052868
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.045852
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.045596
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.045416
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.045879
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.046024
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.039916
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.039694
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.039537
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.039940
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.040066
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.034749
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.034556
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.034419
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.034770
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.034880
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.030251
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.030082
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.029963
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.030269
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.030365
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.026335
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.026188
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.026085
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.026350
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.026434
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.022926
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.022798
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.022708
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.022939
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.023012
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.019958
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.019847
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.019769
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.019970
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.020033
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.017375
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.017278
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.017210
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.017385
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.017440
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.015126
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.015041
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.014982
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.015134
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.015182
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.013168
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.013094
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.013042
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.013175
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.013217
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.011463
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.011399
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.011354
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.011470
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.011506
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.009979
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.009923
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.009884
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.009985
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.010017
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.008687
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.008639
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.008605
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.008692
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.008720
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.007563
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.007521
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.007491
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.007567
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.007591
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.006584
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.006547
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.006521
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.006588
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.006608
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.005732
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.005700
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.005677
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.005735
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.005753
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.004990
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.004962
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.004942
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.004992
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.005008
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.004344
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.004319
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.004302
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.004346
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.004360
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.003781
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.003760
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.003745
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.003784
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.003796
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.003292
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.003274
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.003261
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.003294
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.003304
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.002866
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.002850
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.002839
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.002867
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.002877
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.002495
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.002481
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.002471
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.002496
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.002504
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.002172
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.002160
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.002151
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.002173
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.002180
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.001891
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.001880
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.001873
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.001892
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.001898
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.001646
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.001637
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.001630
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.001647
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.001652
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.001433
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.001425
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.001419
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.001434
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.001438
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.001247
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.001240
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.001236
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.001248
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.001252
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.001086
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.001080
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.001076
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.001087
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.001090
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
..*
optimization finished, #iter = 445
nu = 0.000945
obj = -93.413890, rho = 0.099636
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 446
nu = 0.000940
obj = -92.411584, rho = 0.097258
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 427
nu = 0.000936
obj = -92.047093, rho = 0.092259
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.000946
obj = -92.984365, rho = 0.101037
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 437
nu = 0.000949
obj = -92.792009, rho = 0.113080
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 56.6667%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999508
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999508
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 104
nu = 0.880829
obj = -0.190605, rho = 0.999420
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.190604, rho = 0.999423
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 100
nu = 0.885417
obj = -0.190603, rho = 0.999422
nSV = 185, nBSV = 155
Total nSV = 185
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.190604, rho = 0.999425
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 102
nu = 0.879581
obj = -0.188362, rho = 0.999434
nSV = 186, nBSV = 150
Total nSV = 186
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.218929, rho = 0.999318
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.218927, rho = 0.999327
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.218928, rho = 0.999295
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999316
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216354, rho = 0.999319
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.251459, rho = 0.999216
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.251456, rho = 0.999227
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.251457, rho = 0.999191
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251458, rho = 0.999214
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248501, rho = 0.999218
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288820, rho = 0.999070
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288818, rho = 0.999046
nSV = 191, nBSV = 148
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288818, rho = 0.999050
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288819, rho = 0.999077
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285422, rho = 0.999102
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331722, rho = 0.998932
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331720, rho = 0.998905
nSV = 191, nBSV = 148
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331719, rho = 0.998909
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331721, rho = 0.998940
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327820, rho = 0.998968
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 139
nu = 0.880829
obj = -0.381019, rho = 0.998354
nSV = 192, nBSV = 116
Total nSV = 192
*
optimization finished, #iter = 134
nu = 0.885417
obj = -0.381015, rho = 0.998357
nSV = 191, nBSV = 121
Total nSV = 191
*
optimization finished, #iter = 127
nu = 0.885417
obj = -0.381012, rho = 0.998412
nSV = 191, nBSV = 128
Total nSV = 191
*
optimization finished, #iter = 137
nu = 0.885417
obj = -0.381017, rho = 0.998362
nSV = 192, nBSV = 118
Total nSV = 192
*
optimization finished, #iter = 140
nu = 0.879581
obj = -0.376538, rho = 0.998370
nSV = 191, nBSV = 112
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 147
nu = 0.880829
obj = -0.437608, rho = 0.998034
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 141
nu = 0.885417
obj = -0.437602, rho = 0.998041
nSV = 191, nBSV = 114
Total nSV = 191
*
optimization finished, #iter = 140
nu = 0.885417
obj = -0.437600, rho = 0.998037
nSV = 191, nBSV = 115
Total nSV = 191
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.437606, rho = 0.998037
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.879581
obj = -0.432462, rho = 0.998050
nSV = 191, nBSV = 103
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 148
nu = 0.880829
obj = -0.502588, rho = 0.997732
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 142
nu = 0.885417
obj = -0.502579, rho = 0.997739
nSV = 191, nBSV = 113
Total nSV = 191
*
optimization finished, #iter = 141
nu = 0.885417
obj = -0.502577, rho = 0.997734
nSV = 191, nBSV = 114
Total nSV = 191
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.502584, rho = 0.997745
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.879581
obj = -0.496678, rho = 0.997741
nSV = 191, nBSV = 101
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 151
nu = 0.880829
obj = -0.577205, rho = 0.997365
nSV = 193, nBSV = 104
Total nSV = 193
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.577194, rho = 0.997360
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.577192, rho = 0.997327
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577201, rho = 0.997374
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 152
nu = 0.879581
obj = -0.570418, rho = 0.997394
nSV = 191, nBSV = 100
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662888, rho = 0.996961
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.662873, rho = 0.996953
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.662870, rho = 0.996929
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.662882, rho = 0.996971
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655094, rho = 0.996995
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -0.761251, rho = 0.996351
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 168
nu = 0.885417
obj = -0.761233, rho = 0.996303
nSV = 192, nBSV = 87
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.761230, rho = 0.996272
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.761244, rho = 0.996340
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.879581
obj = -0.752301, rho = 0.996414
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874179, rho = 0.995801
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874155, rho = 0.995740
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874150, rho = 0.995711
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874169, rho = 0.995789
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863901, rho = 0.995874
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003828, rho = 0.995177
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003797, rho = 0.995107
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.003790, rho = 0.995073
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003815, rho = 0.995162
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992027, rho = 0.995260
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152631, rho = 0.994460
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152590, rho = 0.994379
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152581, rho = 0.994340
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152613, rho = 0.994443
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139082, rho = 0.994555
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 172
nu = 0.880829
obj = -1.323411, rho = 0.993638
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 172
nu = 0.885417
obj = -1.323357, rho = 0.993545
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 172
nu = 0.885417
obj = -1.323345, rho = 0.993503
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323387, rho = 0.993617
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307857, rho = 0.993745
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 201
nu = 0.880829
obj = -1.519402, rho = 0.992689
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -1.519329, rho = 0.992583
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 185
nu = 0.885417
obj = -1.519311, rho = 0.992537
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 196
nu = 0.885417
obj = -1.519370, rho = 0.992667
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 194
nu = 0.879581
obj = -1.501547, rho = 0.992816
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -1.744335, rho = 0.991606
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 200
nu = 0.885417
obj = -1.744238, rho = 0.991478
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 190
nu = 0.885417
obj = -1.744213, rho = 0.991426
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 206
nu = 0.885417
obj = -1.744293, rho = 0.991576
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 200
nu = 0.879581
obj = -1.723839, rho = 0.991749
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.002326, rho = 0.990357
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 206
nu = 0.885417
obj = -2.002200, rho = 0.990210
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 197
nu = 0.885417
obj = -2.002168, rho = 0.990149
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002272, rho = 0.990323
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 203
nu = 0.879581
obj = -1.978805, rho = 0.990526
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 211
nu = 0.880829
obj = -2.298074, rho = 0.988926
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.297908, rho = 0.988754
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.297868, rho = 0.988683
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.298002, rho = 0.988885
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 206
nu = 0.879581
obj = -2.271084, rho = 0.989121
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 212
nu = 0.880829
obj = -2.637425, rho = 0.987279
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.637206, rho = 0.987085
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.637153, rho = 0.987000
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.637330, rho = 0.987231
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.879581
obj = -2.606458, rho = 0.987504
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 213
nu = 0.880829
obj = -3.026322, rho = 0.985388
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.026033, rho = 0.985163
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.025964, rho = 0.985069
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -3.026197, rho = 0.985334
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.879581
obj = -2.990800, rho = 0.985645
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 215
nu = 0.880829
obj = -3.472117, rho = 0.983217
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -3.471735, rho = 0.982961
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.471644, rho = 0.982848
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -3.471951, rho = 0.983157
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -3.431376, rho = 0.983511
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 217
nu = 0.880829
obj = -3.982865, rho = 0.980722
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -3.982361, rho = 0.980427
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -3.982241, rho = 0.980298
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.982646, rho = 0.980652
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.879581
obj = -3.936149, rho = 0.981059
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 218
nu = 0.880829
obj = -4.567786, rho = 0.977857
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -4.567122, rho = 0.977518
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -4.566963, rho = 0.977369
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -4.567499, rho = 0.977777
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.879581
obj = -4.514234, rho = 0.978242
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 219
nu = 0.880829
obj = -5.237206, rho = 0.974569
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -5.236329, rho = 0.974175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -5.236120, rho = 0.974006
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -5.236826, rho = 0.974472
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.879581
obj = -5.175839, rho = 0.975006
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 221
nu = 0.880829
obj = -6.003138, rho = 0.970788
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -6.001982, rho = 0.970340
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -6.001707, rho = 0.970146
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -6.002637, rho = 0.970676
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.879581
obj = -5.932844, rho = 0.971289
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 222
nu = 0.880829
obj = -6.878853, rho = 0.966444
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -6.877331, rho = 0.965934
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -6.876967, rho = 0.965708
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -6.878192, rho = 0.966317
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 244
nu = 0.879581
obj = -6.798363, rho = 0.967017
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 224
nu = 0.880829
obj = -7.879242, rho = 0.961454
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 245
nu = 0.885417
obj = -7.877234, rho = 0.960869
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -7.876752, rho = 0.960609
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -7.878370, rho = 0.961308
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 249
nu = 0.879581
obj = -7.787123, rho = 0.962110
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 225
nu = 0.880829
obj = -9.021286, rho = 0.955722
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 250
nu = 0.885417
obj = -9.018639, rho = 0.955052
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -9.018002, rho = 0.954750
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -9.020135, rho = 0.955554
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 255
nu = 0.879581
obj = -8.915918, rho = 0.956475
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 225
nu = 0.880829
obj = -10.323826, rho = 0.949138
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 254
nu = 0.885417
obj = -10.320334, rho = 0.948367
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -10.319493, rho = 0.948019
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -10.322308, rho = 0.948947
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.879581
obj = -10.203380, rho = 0.950001
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 226
nu = 0.880829
obj = -11.807575, rho = 0.941570
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -11.802968, rho = 0.940691
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.885417
obj = -11.801858, rho = 0.940290
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -11.805571, rho = 0.941355
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.879581
obj = -11.669995, rho = 0.942566
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 228
nu = 0.880829
obj = -13.495360, rho = 0.932881
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 261
nu = 0.885417
obj = -13.489281, rho = 0.931872
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -13.487816, rho = 0.931411
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -13.492717, rho = 0.932635
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 261
nu = 0.879581
obj = -13.338350, rho = 0.934026
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 233
nu = 0.880829
obj = -15.412531, rho = 0.922897
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -15.404508, rho = 0.921742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 250
nu = 0.885417
obj = -15.402577, rho = 0.921214
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 237
nu = 0.885417
obj = -15.409044, rho = 0.922617
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 265
nu = 0.879581
obj = -15.233527, rho = 0.924216
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 235
nu = 0.880829
obj = -17.586396, rho = 0.911431
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -17.575809, rho = 0.910104
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 253
nu = 0.885417
obj = -17.573262, rho = 0.909500
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 240
nu = 0.885417
obj = -17.581795, rho = 0.911109
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.879581
obj = -17.382559, rho = 0.912946
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 240
nu = 0.880829
obj = -20.045312, rho = 0.898260
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -20.031342, rho = 0.896737
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 255
nu = 0.885417
obj = -20.027980, rho = 0.896041
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 245
nu = 0.885417
obj = -20.039240, rho = 0.897892
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.879581
obj = -19.813523, rho = 0.900002
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 246
nu = 0.880829
obj = -22.820646, rho = 0.883128
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 268
nu = 0.885417
obj = -22.802211, rho = 0.881380
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 258
nu = 0.885417
obj = -22.797775, rho = 0.880576
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 245
nu = 0.885417
obj = -22.812633, rho = 0.882707
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.879581
obj = -22.557496, rho = 0.885131
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 247
nu = 0.880829
obj = -25.942280, rho = 0.865751
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -25.917955, rho = 0.863743
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 258
nu = 0.885417
obj = -25.912102, rho = 0.862819
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 253
nu = 0.885417
obj = -25.931708, rho = 0.865263
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.879581
obj = -25.644108, rho = 0.868051
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 250
nu = 0.880829
obj = -29.440691, rho = 0.845792
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -29.408596, rho = 0.843488
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 260
nu = 0.885417
obj = -29.400873, rho = 0.842427
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -29.426743, rho = 0.845237
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.879581
obj = -29.103606, rho = 0.848436
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 252
nu = 0.880829
obj = -33.346795, rho = 0.822856
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -33.304442, rho = 0.820208
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -33.294251, rho = 0.818991
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -33.328392, rho = 0.822217
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 279
nu = 0.879581
obj = -32.966721, rho = 0.825892
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 255
nu = 0.880829
obj = -37.681256, rho = 0.796519
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -37.625371, rho = 0.793474
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -37.611927, rho = 0.792075
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 276
nu = 0.885417
obj = -37.656975, rho = 0.795781
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 283
nu = 0.879581
obj = -37.254100, rho = 0.800008
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 256
nu = 0.880829
obj = -42.460733, rho = 0.766263
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 273
nu = 0.885417
obj = -42.386995, rho = 0.762770
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -42.369256, rho = 0.761165
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -42.428695, rho = 0.765416
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.879581
obj = -41.982511, rho = 0.770272
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 259
nu = 0.880829
obj = -47.689527, rho = 0.731501
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 278
nu = 0.885417
obj = -47.592225, rho = 0.727487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -47.568817, rho = 0.725648
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -47.647249, rho = 0.730526
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.879581
obj = -47.156602, rho = 0.736106
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 260
nu = 0.880829
obj = -53.347486, rho = 0.691577
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 281
nu = 0.885417
obj = -53.219097, rho = 0.686969
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 280
nu = 0.885417
obj = -53.188210, rho = 0.684853
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 279
nu = 0.885417
obj = -53.291701, rho = 0.690457
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 308
nu = 0.879581
obj = -52.756986, rho = 0.696867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 260
nu = 0.880829
obj = -59.389587, rho = 0.645712
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -59.220174, rho = 0.640423
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 281
nu = 0.885417
obj = -59.179418, rho = 0.637989
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 282
nu = 0.885417
obj = -59.315977, rho = 0.644425
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 308
nu = 0.879581
obj = -58.739863, rho = 0.651789
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 261
nu = 0.880829
obj = -65.725029, rho = 0.593034
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -65.501495, rho = 0.586959
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -65.447717, rho = 0.584165
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -65.627904, rho = 0.591556
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 309
nu = 0.879581
obj = -65.016418, rho = 0.600015
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 264
nu = 0.880829
obj = -72.205952, rho = 0.532514
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -71.910997, rho = 0.525537
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -71.840035, rho = 0.522332
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -72.077793, rho = 0.530820
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 313
nu = 0.879581
obj = -71.441742, rho = 0.540535
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 268
nu = 0.880829
obj = -78.598231, rho = 0.463010
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -78.209042, rho = 0.454989
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -78.115408, rho = 0.451308
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -78.429127, rho = 0.461058
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 313
nu = 0.879581
obj = -77.786061, rho = 0.472217
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 269
nu = 0.880829
obj = -84.553749, rho = 0.383151
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -84.040203, rho = 0.373944
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -83.916652, rho = 0.369711
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -84.330611, rho = 0.380913
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 314
nu = 0.879581
obj = -83.707465, rho = 0.393732
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 269
nu = 0.880829
obj = -89.562796, rho = 0.291429
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -88.885172, rho = 0.280853
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -88.722147, rho = 0.275989
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -89.268366, rho = 0.288861
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.879581
obj = -88.705018, rho = 0.303583
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -92.900123, rho = 0.186069
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 351
nu = 0.883458
obj = -92.016477, rho = 0.175744
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 353
nu = 0.883360
obj = -91.802439, rho = 0.170263
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 320
nu = 0.884487
obj = -92.515445, rho = 0.183987
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 340
nu = 0.878077
obj = -92.071825, rho = 0.201405
nSV = 191, nBSV = 82
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.845388
obj = -93.710896, rho = 0.102682
nSV = 193, nBSV = 1
Total nSV = 193
.*.*
optimization finished, #iter = 416
nu = 0.840888
obj = -92.728518, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.838278
obj = -92.477111, rho = 0.095600
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 435
nu = 0.845763
obj = -93.310486, rho = 0.103693
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 443
nu = 0.847485
obj = -93.022204, rho = 0.114678
nSV = 191, nBSV = 2
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.735923
obj = -93.710894, rho = 0.102676
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 442
nu = 0.732040
obj = -92.728512, rho = 0.098847
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 444
nu = 0.730074
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 440
nu = 0.736657
obj = -93.312729, rho = 0.103370
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 457
nu = 0.738231
obj = -93.025353, rho = 0.114238
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 472
nu = 0.640678
obj = -93.710892, rho = 0.102677
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 475
nu = 0.637295
obj = -92.728517, rho = 0.098844
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 431
nu = 0.635563
obj = -92.479042, rho = 0.095298
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 455
nu = 0.641301
obj = -93.312726, rho = 0.103373
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 448
nu = 0.642671
obj = -93.025360, rho = 0.114241
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.557762
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.554772
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.553272
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.558277
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.559461
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.485560
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.482957
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.481651
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.486008
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.487038
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.422704
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.420438
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.419301
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.423094
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.423991
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.367988
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.366015
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.365026
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.368328
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.369108
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.320353
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.318636
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.317775
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.320649
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.321329
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.278881
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.277386
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.276636
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.279139
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.279730
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.242780
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.241479
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.240826
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.243004
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.243519
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.211352
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.210219
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.209651
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.211547
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.211995
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.183994
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.183008
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.182513
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.184164
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.184554
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.160174
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.159316
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.158885
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.160322
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.160662
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.139440
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.138693
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.138318
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.139569
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.139865
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.121390
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.120739
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.120413
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.121502
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.121760
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.105676
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.105109
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.104825
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.105774
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.105998
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.091996
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.091503
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.091256
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.092081
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.092276
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.080088
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.079658
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.079443
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.080162
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.080332
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.069720
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.069347
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.069159
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.069785
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.069933
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.060695
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.060370
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.060206
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.060751
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.060880
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.052838
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.052555
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.052413
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.052887
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.052999
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.045998
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.045752
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.045628
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.046041
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.046138
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.040044
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.039829
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.039721
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.040081
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.040166
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.034860
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.034673
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.034580
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.034892
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.034966
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.030347
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.030185
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.030103
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.030376
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.030440
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.026419
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.026277
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.026206
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.026443
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.026500
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.022999
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.022876
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.022814
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.023020
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.023069
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.020022
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.019915
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.019861
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.020040
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.020083
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.017430
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.017337
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.017290
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.017446
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.017483
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.015174
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.015092
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.015052
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.015188
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.015220
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.013210
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.013139
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.013103
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.013222
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.013250
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.011500
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.011438
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.011407
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.011510
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.011535
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.010011
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.009957
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.009930
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.010020
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.010041
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.008715
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.008668
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.008645
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.008723
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.008742
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.007587
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.007546
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.007526
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.007594
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.007610
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.006605
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.006569
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.006552
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.006611
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.006625
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.005750
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.005719
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.005703
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.005755
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.005767
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.005005
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.004979
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.004965
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.005010
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.005021
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.004358
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.004334
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.004322
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.004362
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.004371
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.003793
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.003773
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.003763
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.003797
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.003805
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.003302
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.003285
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.003276
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.003305
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.003312
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.002875
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.002859
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.002852
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.002878
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.002884
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.002503
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.002489
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.002483
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.002505
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.002510
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.002179
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.002167
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.002161
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.002181
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.002185
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.001897
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.001887
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.001881
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.001898
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.001902
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.001651
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.001642
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.001638
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.001653
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.001656
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.001437
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.001430
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.001426
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.001439
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.001442
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.001251
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.001245
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.001241
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.001253
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.001255
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.001089
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.001084
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.001081
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.001090
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.001093
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.000948
obj = -93.710891, rho = 0.102678
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.000943
obj = -92.728515, rho = 0.098846
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.000941
obj = -92.479044, rho = 0.095300
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.000949
obj = -93.312727, rho = 0.103371
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.000951
obj = -93.025357, rho = 0.114244
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999510
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999510
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999511
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.190605, rho = 0.999421
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 102
nu = 0.885417
obj = -0.190604, rho = 0.999429
nSV = 187, nBSV = 153
Total nSV = 187
*
optimization finished, #iter = 101
nu = 0.885417
obj = -0.190604, rho = 0.999423
nSV = 186, nBSV = 154
Total nSV = 186
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.190604, rho = 0.999430
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.879581
obj = -0.188363, rho = 0.999427
nSV = 189, nBSV = 147
Total nSV = 189
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.218929, rho = 0.999328
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.218928, rho = 0.999335
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.218928, rho = 0.999311
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999327
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216354, rho = 0.999327
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251459, rho = 0.999219
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251458, rho = 0.999198
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.251457, rho = 0.999209
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251458, rho = 0.999227
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248501, rho = 0.999227
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288820, rho = 0.999085
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288818, rho = 0.999079
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288818, rho = 0.999071
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288820, rho = 0.999092
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285423, rho = 0.999112
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331723, rho = 0.998948
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331720, rho = 0.998942
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331720, rho = 0.998933
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331722, rho = 0.998957
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327821, rho = 0.998980
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 142
nu = 0.880829
obj = -0.381021, rho = 0.998342
nSV = 192, nBSV = 113
Total nSV = 192
*
optimization finished, #iter = 137
nu = 0.885417
obj = -0.381016, rho = 0.998342
nSV = 191, nBSV = 118
Total nSV = 191
*
optimization finished, #iter = 132
nu = 0.885417
obj = -0.381015, rho = 0.998381
nSV = 191, nBSV = 123
Total nSV = 191
*
optimization finished, #iter = 140
nu = 0.885417
obj = -0.381019, rho = 0.998350
nSV = 192, nBSV = 115
Total nSV = 192
*
optimization finished, #iter = 145
nu = 0.879581
obj = -0.376540, rho = 0.998341
nSV = 191, nBSV = 107
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 148
nu = 0.880829
obj = -0.437610, rho = 0.998041
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 142
nu = 0.885417
obj = -0.437604, rho = 0.998047
nSV = 191, nBSV = 113
Total nSV = 191
*
optimization finished, #iter = 141
nu = 0.885417
obj = -0.437602, rho = 0.998049
nSV = 191, nBSV = 114
Total nSV = 191
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.437607, rho = 0.998052
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.879581
obj = -0.432464, rho = 0.998053
nSV = 191, nBSV = 102
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 151
nu = 0.880829
obj = -0.502590, rho = 0.997723
nSV = 193, nBSV = 104
Total nSV = 193
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.502582, rho = 0.997727
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 144
nu = 0.885417
obj = -0.502581, rho = 0.997727
nSV = 191, nBSV = 111
Total nSV = 191
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.502586, rho = 0.997752
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 152
nu = 0.879581
obj = -0.496680, rho = 0.997745
nSV = 191, nBSV = 100
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577208, rho = 0.997374
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.577197, rho = 0.997389
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577196, rho = 0.997344
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577204, rho = 0.997383
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570421, rho = 0.997399
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662891, rho = 0.996983
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.662877, rho = 0.996986
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662876, rho = 0.996949
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.662886, rho = 0.996994
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655097, rho = 0.997012
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 169
nu = 0.880829
obj = -0.761255, rho = 0.996373
nSV = 193, nBSV = 86
Total nSV = 193
*
optimization finished, #iter = 169
nu = 0.885417
obj = -0.761239, rho = 0.996317
nSV = 192, nBSV = 86
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761237, rho = 0.996294
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761249, rho = 0.996354
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 167
nu = 0.879581
obj = -0.752305, rho = 0.996429
nSV = 191, nBSV = 85
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874184, rho = 0.995826
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874162, rho = 0.995762
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874159, rho = 0.995743
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874175, rho = 0.995812
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863907, rho = 0.995890
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003835, rho = 0.995205
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003806, rho = 0.995131
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.003803, rho = 0.995110
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003824, rho = 0.995189
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992035, rho = 0.995279
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152640, rho = 0.994492
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152602, rho = 0.994407
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152597, rho = 0.994383
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152625, rho = 0.994474
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139092, rho = 0.994577
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.323423, rho = 0.993673
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323372, rho = 0.993576
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 172
nu = 0.885417
obj = -1.323366, rho = 0.993552
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323403, rho = 0.993653
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307870, rho = 0.993771
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -1.519419, rho = 0.992731
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 194
nu = 0.885417
obj = -1.519350, rho = 0.992620
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 187
nu = 0.885417
obj = -1.519339, rho = 0.992592
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 202
nu = 0.885417
obj = -1.519392, rho = 0.992708
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 196
nu = 0.879581
obj = -1.501564, rho = 0.992844
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -1.744356, rho = 0.991654
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 205
nu = 0.885417
obj = -1.744267, rho = 0.991521
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 195
nu = 0.885417
obj = -1.744252, rho = 0.991490
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744322, rho = 0.991623
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 200
nu = 0.879581
obj = -1.723862, rho = 0.991782
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 209
nu = 0.880829
obj = -2.002355, rho = 0.990413
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.002239, rho = 0.990258
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.002222, rho = 0.990222
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.002309, rho = 0.990377
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 200
nu = 0.879581
obj = -1.978834, rho = 0.990560
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 210
nu = 0.880829
obj = -2.298111, rho = 0.988990
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.297959, rho = 0.988811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.297936, rho = 0.988768
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.298051, rho = 0.988947
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 201
nu = 0.879581
obj = -2.271122, rho = 0.989158
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 211
nu = 0.880829
obj = -2.637474, rho = 0.987352
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -2.637274, rho = 0.987146
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -2.637243, rho = 0.987098
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.637394, rho = 0.987304
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 205
nu = 0.879581
obj = -2.606509, rho = 0.987548
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 212
nu = 0.880829
obj = -3.026387, rho = 0.985472
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -3.026123, rho = 0.985233
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -3.026082, rho = 0.985179
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -3.026282, rho = 0.985420
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -2.990869, rho = 0.985696
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 216
nu = 0.880829
obj = -3.472202, rho = 0.983317
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.471853, rho = 0.983041
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.471799, rho = 0.982975
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.472063, rho = 0.983250
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.879581
obj = -3.431467, rho = 0.983569
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 217
nu = 0.880829
obj = -3.982977, rho = 0.980838
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -3.982517, rho = 0.980519
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.982445, rho = 0.980443
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -3.982794, rho = 0.980760
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.879581
obj = -3.936270, rho = 0.981125
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 219
nu = 0.880829
obj = -4.567934, rho = 0.977988
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -4.567327, rho = 0.977622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -4.567233, rho = 0.977536
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -4.567693, rho = 0.977900
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.879581
obj = -4.514395, rho = 0.978318
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 224
nu = 0.880829
obj = -5.237402, rho = 0.974715
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -5.236600, rho = 0.974295
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -5.236475, rho = 0.974196
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -5.237084, rho = 0.974614
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.879581
obj = -5.176050, rho = 0.975094
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 226
nu = 0.880829
obj = -6.003398, rho = 0.970955
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -6.002339, rho = 0.970476
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -6.002173, rho = 0.970359
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -6.002977, rho = 0.970838
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 250
nu = 0.879581
obj = -5.933124, rho = 0.971389
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 226
nu = 0.880829
obj = -6.879196, rho = 0.966636
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -6.877799, rho = 0.966088
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -6.877583, rho = 0.965951
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -6.878641, rho = 0.966502
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.798734, rho = 0.967133
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 227
nu = 0.880829
obj = -7.879694, rho = 0.961675
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -7.877853, rho = 0.961047
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -7.877566, rho = 0.960893
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -7.878961, rho = 0.961520
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 259
nu = 0.879581
obj = -7.787611, rho = 0.962247
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 229
nu = 0.880829
obj = -9.021883, rho = 0.955970
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -9.019456, rho = 0.955258
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -9.019076, rho = 0.955079
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -9.020915, rho = 0.955799
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 263
nu = 0.879581
obj = -8.916562, rho = 0.956632
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 229
nu = 0.880829
obj = -10.324613, rho = 0.949423
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 251
nu = 0.885417
obj = -10.321413, rho = 0.948610
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -10.320911, rho = 0.948396
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -10.323338, rho = 0.949225
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 263
nu = 0.879581
obj = -10.204227, rho = 0.950183
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 239
nu = 0.880829
obj = -11.808616, rho = 0.941900
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 257
nu = 0.885417
obj = -11.804393, rho = 0.940970
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 246
nu = 0.885417
obj = -11.803730, rho = 0.940721
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -11.806931, rho = 0.941674
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 267
nu = 0.879581
obj = -11.671115, rho = 0.942774
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 249
nu = 0.880829
obj = -13.496736, rho = 0.933260
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -13.491161, rho = 0.932197
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -13.490286, rho = 0.931907
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -13.494512, rho = 0.933001
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.879581
obj = -13.339827, rho = 0.934266
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 257
nu = 0.880829
obj = -15.414348, rho = 0.923333
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 262
nu = 0.885417
obj = -15.406989, rho = 0.922115
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 249
nu = 0.885417
obj = -15.405835, rho = 0.921782
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 240
nu = 0.885417
obj = -15.411411, rho = 0.923038
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.879581
obj = -15.235476, rho = 0.924491
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 260
nu = 0.880829
obj = -17.588793, rho = 0.911932
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -17.579084, rho = 0.910533
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.885417
obj = -17.577560, rho = 0.910150
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 245
nu = 0.885417
obj = -17.584919, rho = 0.911592
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 271
nu = 0.879581
obj = -17.385130, rho = 0.913264
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 262
nu = 0.880829
obj = -20.048474, rho = 0.898836
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -20.035662, rho = 0.897230
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 255
nu = 0.885417
obj = -20.033652, rho = 0.896791
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 247
nu = 0.885417
obj = -20.043361, rho = 0.898445
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 273
nu = 0.879581
obj = -19.816916, rho = 0.900367
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 265
nu = 0.880829
obj = -22.824818, rho = 0.883785
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -22.807911, rho = 0.881946
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 257
nu = 0.885417
obj = -22.805259, rho = 0.881442
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 251
nu = 0.885417
obj = -22.818072, rho = 0.883338
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.879581
obj = -22.561973, rho = 0.885550
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 270
nu = 0.880829
obj = -25.947786, rho = 0.866505
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 267
nu = 0.885417
obj = -25.925476, rho = 0.864388
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 257
nu = 0.885417
obj = -25.921977, rho = 0.863814
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 252
nu = 0.885417
obj = -25.938883, rho = 0.865995
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 281
nu = 0.879581
obj = -25.650015, rho = 0.868533
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 274
nu = 0.880829
obj = -29.447956, rho = 0.846659
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 268
nu = 0.885417
obj = -29.418519, rho = 0.844228
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 257
nu = 0.885417
obj = -29.413902, rho = 0.843569
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 253
nu = 0.885417
obj = -29.436208, rho = 0.846073
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 281
nu = 0.879581
obj = -29.111401, rho = 0.848989
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 292
nu = 0.880829
obj = -33.356387, rho = 0.823850
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -33.317538, rho = 0.821059
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -33.311445, rho = 0.820300
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 253
nu = 0.885417
obj = -33.340879, rho = 0.823178
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.879581
obj = -32.977007, rho = 0.826528
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 292
nu = 0.880829
obj = -37.693911, rho = 0.797659
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -37.642652, rho = 0.794449
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 266
nu = 0.885417
obj = -37.634613, rho = 0.793586
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 256
nu = 0.885417
obj = -37.673450, rho = 0.796884
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.879581
obj = -37.267671, rho = 0.800734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 293
nu = 0.880829
obj = -42.477431, rho = 0.767575
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 283
nu = 0.885417
obj = -42.409798, rho = 0.763887
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 266
nu = 0.885417
obj = -42.399189, rho = 0.762896
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 256
nu = 0.885417
obj = -42.450433, rho = 0.766685
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.879581
obj = -42.000415, rho = 0.771106
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 293
nu = 0.880829
obj = -47.711560, rho = 0.733007
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 285
nu = 0.885417
obj = -47.622314, rho = 0.728772
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -47.608316, rho = 0.727632
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -47.675936, rho = 0.731985
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.879581
obj = -47.180227, rho = 0.737063
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 295
nu = 0.880829
obj = -53.376559, rho = 0.693312
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -53.258799, rho = 0.688445
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -53.240330, rho = 0.687134
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -53.329551, rho = 0.692134
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 298
nu = 0.879581
obj = -52.788157, rho = 0.697966
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 314
nu = 0.880829
obj = -59.427954, rho = 0.647705
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -59.272563, rho = 0.642114
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 282
nu = 0.885417
obj = -59.248192, rho = 0.640608
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 260
nu = 0.885417
obj = -59.365922, rho = 0.646349
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.879581
obj = -58.780996, rho = 0.653051
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 329
nu = 0.880829
obj = -65.775658, rho = 0.595323
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -65.570619, rho = 0.588901
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.885417
obj = -65.538462, rho = 0.587173
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -65.693804, rho = 0.593766
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -65.070692, rho = 0.601465
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 333
nu = 0.880829
obj = -72.272757, rho = 0.535148
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -72.002205, rho = 0.527774
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -71.959776, rho = 0.525789
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 263
nu = 0.885417
obj = -72.164749, rho = 0.533359
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.879581
obj = -71.513358, rho = 0.542204
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -78.686379, rho = 0.466028
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -78.329389, rho = 0.457559
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -78.273404, rho = 0.455278
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 266
nu = 0.885417
obj = -78.543865, rho = 0.463973
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 311
nu = 0.879581
obj = -77.880559, rho = 0.474135
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -84.670061, rho = 0.386623
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -84.199003, rho = 0.376892
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -84.125129, rho = 0.374276
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -84.482011, rho = 0.384263
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 313
nu = 0.879581
obj = -83.832158, rho = 0.395935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 337
nu = 0.880829
obj = -89.716271, rho = 0.295416
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -89.094710, rho = 0.284239
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -88.997233, rho = 0.281234
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.885417
obj = -89.468139, rho = 0.292704
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.879581
obj = -88.869550, rho = 0.306114
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 372
nu = 0.880829
obj = -93.102636, rho = 0.190647
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 330
nu = 0.884891
obj = -92.283259, rho = 0.178294
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.884825
obj = -92.154825, rho = 0.174902
nSV = 192, nBSV = 83
Total nSV = 192
.*
optimization finished, #iter = 320
nu = 0.885271
obj = -92.775322, rho = 0.187663
nSV = 192, nBSV = 84
Total nSV = 192
.*
optimization finished, #iter = 351
nu = 0.879479
obj = -92.282827, rho = 0.203025
nSV = 191, nBSV = 83
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 445
nu = 0.847579
obj = -93.956873, rho = 0.105374
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 431
nu = 0.843478
obj = -93.015502, rho = 0.100288
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 426
nu = 0.841998
obj = -92.864201, rho = 0.098162
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 461
nu = 0.848589
obj = -93.598080, rho = 0.105569
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.849756
obj = -93.243269, rho = 0.115503
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 443
nu = 0.737902
obj = -93.956874, rho = 0.105373
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 474
nu = 0.734299
obj = -93.015505, rho = 0.100285
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.733090
obj = -92.864594, rho = 0.098028
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.738920
obj = -93.598653, rho = 0.105403
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 455
nu = 0.739937
obj = -93.244218, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 470
nu = 0.642384
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 483
nu = 0.639238
obj = -93.015500, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 494
nu = 0.638217
obj = -92.864594, rho = 0.098026
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 476
nu = 0.643265
obj = -93.598652, rho = 0.105401
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.644165
obj = -93.244218, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.559220
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.556488
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.555594
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.559982
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.560789
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.486829
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.484451
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.483673
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.487492
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.488195
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.423809
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.421738
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.421061
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.424386
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.424997
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.368950
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.367147
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.366558
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.369452
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.369985
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.321191
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.319622
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.319109
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.321628
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.322092
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.279610
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.278244
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.277797
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.279991
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.280394
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.243415
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.242225
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.241836
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.243746
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.244097
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.211904
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.210869
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.210531
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.212193
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.212499
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.184475
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.183574
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.183279
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.184726
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.184992
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.160593
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.159808
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.159552
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.160811
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.161043
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.139805
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.139122
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.138899
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.139995
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.140197
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.121707
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.121113
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.120918
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.121873
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.122049
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.105952
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.105435
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.105265
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.106096
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.106249
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.092237
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.091786
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.091639
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.092362
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.092495
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.080297
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.079905
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.079776
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.080406
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.080522
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.069903
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.069561
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.069449
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.069998
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.070099
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.060854
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.060556
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.060459
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.060936
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.061024
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.052976
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.052717
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.052633
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.053048
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.053125
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.046119
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.045893
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.045819
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.046181
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.046248
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.040148
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.039952
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.039888
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.040203
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.040261
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.034951
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.034781
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.034725
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.034999
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.035049
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.030427
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.030278
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.030230
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.030468
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.030512
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.026488
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.026359
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.026316
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.026524
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.026562
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.023059
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.022947
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.022910
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.023091
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.023124
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.020074
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.019976
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.019944
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.020102
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.020131
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.017476
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.017390
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.017362
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.017499
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.017525
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.015213
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.015139
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.015115
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.015234
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.015256
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.013244
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.013179
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.013158
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.013262
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.013281
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.011530
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.011473
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.011455
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.011545
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.011562
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.010037
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.009988
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.009972
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.010051
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.010065
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.008738
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.008695
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.008681
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.008750
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.008762
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.007607
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.007570
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.007557
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.007617
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.007628
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.006622
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.006590
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.006579
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.006631
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.006641
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.005765
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.005737
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.005727
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.005773
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.005781
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.005019
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.004994
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.004986
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.005025
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.005033
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.004369
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.004348
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.004341
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.004375
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.004381
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.003803
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.003785
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.003779
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.003809
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.003814
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.003311
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.003295
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.003290
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.003316
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.003320
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.002882
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.002868
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.002864
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.002886
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.002890
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.002509
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.002497
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.002493
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.002513
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.002516
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.002184
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.002174
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.002170
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.002187
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.002191
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.001902
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.001892
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.001889
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.001904
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.001907
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.001656
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.001647
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.001645
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.001658
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.001660
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.001441
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.001434
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.001432
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.001443
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.001445
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.001255
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.001249
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.001247
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.001256
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.001258
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.001092
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.001087
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.001085
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.001094
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.001095
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 473
nu = 0.000951
obj = -93.956874, rho = 0.105370
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 488
nu = 0.000946
obj = -93.015502, rho = 0.100291
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.000945
obj = -92.864595, rho = 0.098027
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 470
nu = 0.000952
obj = -93.598654, rho = 0.105402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.000954
obj = -93.244219, rho = 0.115291
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999511
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 105
nu = 0.880829
obj = -0.190605, rho = 0.999428
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.190604, rho = 0.999427
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 104
nu = 0.885417
obj = -0.190605, rho = 0.999417
nSV = 189, nBSV = 151
Total nSV = 189
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999427
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.879581
obj = -0.188363, rho = 0.999426
nSV = 190, nBSV = 146
Total nSV = 190
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.218929, rho = 0.999336
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.218928, rho = 0.999342
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.218928, rho = 0.999324
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999335
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216354, rho = 0.999334
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251459, rho = 0.999229
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251458, rho = 0.999209
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251458, rho = 0.999206
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251459, rho = 0.999220
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248501, rho = 0.999235
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288821, rho = 0.999096
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288819, rho = 0.999091
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288819, rho = 0.999088
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288820, rho = 0.999104
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285423, rho = 0.999122
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331723, rho = 0.998962
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331721, rho = 0.998956
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331721, rho = 0.998953
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331722, rho = 0.998971
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327821, rho = 0.998991
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 145
nu = 0.880829
obj = -0.381022, rho = 0.998328
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 140
nu = 0.885417
obj = -0.381018, rho = 0.998329
nSV = 191, nBSV = 115
Total nSV = 191
*
optimization finished, #iter = 137
nu = 0.885417
obj = -0.381017, rho = 0.998351
nSV = 191, nBSV = 118
Total nSV = 191
*
optimization finished, #iter = 144
nu = 0.885417
obj = -0.381021, rho = 0.998329
nSV = 192, nBSV = 111
Total nSV = 192
*
optimization finished, #iter = 146
nu = 0.879581
obj = -0.376541, rho = 0.998342
nSV = 191, nBSV = 106
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -0.437611, rho = 0.998045
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 142
nu = 0.885417
obj = -0.437605, rho = 0.998060
nSV = 191, nBSV = 113
Total nSV = 191
*
optimization finished, #iter = 143
nu = 0.885417
obj = -0.437605, rho = 0.998048
nSV = 191, nBSV = 112
Total nSV = 191
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.437609, rho = 0.998055
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.879581
obj = -0.432465, rho = 0.998054
nSV = 191, nBSV = 101
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502592, rho = 0.997728
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.502584, rho = 0.997742
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502584, rho = 0.997708
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502589, rho = 0.997736
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 152
nu = 0.879581
obj = -0.496682, rho = 0.997755
nSV = 191, nBSV = 100
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577210, rho = 0.997390
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.577199, rho = 0.997406
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577200, rho = 0.997367
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577206, rho = 0.997399
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570423, rho = 0.997411
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662893, rho = 0.997002
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.662881, rho = 0.996993
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662880, rho = 0.996975
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.662889, rho = 0.997012
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655100, rho = 0.997026
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761259, rho = 0.996384
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761243, rho = 0.996325
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761243, rho = 0.996318
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761253, rho = 0.996371
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752309, rho = 0.996435
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874188, rho = 0.995846
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874168, rho = 0.995779
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874167, rho = 0.995770
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874181, rho = 0.995831
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863912, rho = 0.995904
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003840, rho = 0.995228
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003814, rho = 0.995151
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003812, rho = 0.995141
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003831, rho = 0.995212
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992041, rho = 0.995295
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152648, rho = 0.994518
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152613, rho = 0.994430
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152611, rho = 0.994419
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152634, rho = 0.994500
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139101, rho = 0.994596
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.323432, rho = 0.993703
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323386, rho = 0.993602
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323384, rho = 0.993589
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323415, rho = 0.993682
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307881, rho = 0.993792
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -1.519432, rho = 0.992767
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 202
nu = 0.885417
obj = -1.519370, rho = 0.992650
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 190
nu = 0.885417
obj = -1.519363, rho = 0.992635
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 206
nu = 0.885417
obj = -1.519410, rho = 0.992742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501580, rho = 0.992869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -1.744373, rho = 0.991695
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -1.744294, rho = 0.991554
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 207
nu = 0.885417
obj = -1.744287, rho = 0.991538
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.744344, rho = 0.991662
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723881, rho = 0.991809
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 209
nu = 0.880829
obj = -2.002377, rho = 0.990461
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.002273, rho = 0.990298
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.002265, rho = 0.990279
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.002339, rho = 0.990422
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 200
nu = 0.879581
obj = -1.978859, rho = 0.990592
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 209
nu = 0.880829
obj = -2.298141, rho = 0.989044
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -2.298003, rho = 0.988856
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.297992, rho = 0.988838
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.298090, rho = 0.988998
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 200
nu = 0.879581
obj = -2.271156, rho = 0.989193
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 211
nu = 0.880829
obj = -2.637513, rho = 0.987415
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -2.637332, rho = 0.987197
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.637317, rho = 0.987178
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.637446, rho = 0.987362
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 201
nu = 0.879581
obj = -2.606552, rho = 0.987587
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 212
nu = 0.880829
obj = -3.026438, rho = 0.985543
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -3.026199, rho = 0.985293
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.026179, rho = 0.985271
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.026350, rho = 0.985486
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.879581
obj = -2.990927, rho = 0.985743
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 217
nu = 0.880829
obj = -3.472270, rho = 0.983399
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -3.471953, rho = 0.983113
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.471927, rho = 0.983081
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -3.472153, rho = 0.983329
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.879581
obj = -3.431544, rho = 0.983622
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 219
nu = 0.880829
obj = -3.983068, rho = 0.980930
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -3.982649, rho = 0.980602
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.982614, rho = 0.980565
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.982913, rho = 0.980849
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.879581
obj = -3.936373, rho = 0.981186
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 223
nu = 0.880829
obj = -4.568055, rho = 0.978093
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -4.567501, rho = 0.977717
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -4.567456, rho = 0.977675
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -4.567851, rho = 0.978001
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.879581
obj = -4.514530, rho = 0.978388
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 227
nu = 0.880829
obj = -5.237561, rho = 0.974836
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -5.236829, rho = 0.974404
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -5.236770, rho = 0.974359
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -5.237292, rho = 0.974729
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.879581
obj = -5.176229, rho = 0.975175
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 230
nu = 0.880829
obj = -6.003607, rho = 0.971092
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -6.002641, rho = 0.970601
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -6.002562, rho = 0.970546
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -6.003251, rho = 0.970972
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 255
nu = 0.879581
obj = -5.933361, rho = 0.971483
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 232
nu = 0.880829
obj = -6.879473, rho = 0.966789
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -6.878198, rho = 0.966230
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -6.878095, rho = 0.966166
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -6.879004, rho = 0.966654
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 262
nu = 0.879581
obj = -6.799047, rho = 0.967239
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -7.880061, rho = 0.961851
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -7.878376, rho = 0.961209
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -7.878240, rho = 0.961136
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -7.879439, rho = 0.961695
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 263
nu = 0.879581
obj = -7.788024, rho = 0.962368
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 248
nu = 0.880829
obj = -9.022369, rho = 0.956177
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -9.020145, rho = 0.955443
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -9.019964, rho = 0.955357
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -9.021548, rho = 0.955999
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 265
nu = 0.879581
obj = -8.917105, rho = 0.956774
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 262
nu = 0.880829
obj = -10.325259, rho = 0.949658
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -10.322321, rho = 0.948818
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -10.322084, rho = 0.948721
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 243
nu = 0.885417
obj = -10.324174, rho = 0.949456
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 265
nu = 0.879581
obj = -10.204944, rho = 0.950346
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 270
nu = 0.880829
obj = -11.809468, rho = 0.942171
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -11.805590, rho = 0.941209
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -11.805279, rho = 0.941096
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 251
nu = 0.885417
obj = -11.808036, rho = 0.941937
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 265
nu = 0.879581
obj = -11.672060, rho = 0.942963
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 276
nu = 0.880829
obj = -13.497858, rho = 0.933572
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 249
nu = 0.885417
obj = -13.492744, rho = 0.932473
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -13.492330, rho = 0.932338
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -13.495970, rho = 0.933302
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 266
nu = 0.879581
obj = -13.341074, rho = 0.934482
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 279
nu = 0.880829
obj = -15.415827, rho = 0.923690
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 255
nu = 0.885417
obj = -15.409080, rho = 0.922436
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 245
nu = 0.885417
obj = -15.408533, rho = 0.922273
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -15.413335, rho = 0.923383
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.879581
obj = -15.237121, rho = 0.924739
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -17.590748, rho = 0.912340
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 266
nu = 0.885417
obj = -17.581844, rho = 0.910902
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 247
nu = 0.885417
obj = -17.581120, rho = 0.910718
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 263
nu = 0.885417
obj = -17.587457, rho = 0.911989
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.879581
obj = -17.387302, rho = 0.913547
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -20.051052, rho = 0.899307
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -20.039305, rho = 0.897655
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 251
nu = 0.885417
obj = -20.038349, rho = 0.897443
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -20.046711, rho = 0.898903
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 280
nu = 0.879581
obj = -19.819783, rho = 0.900693
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -22.828219, rho = 0.884331
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -22.812719, rho = 0.882437
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 254
nu = 0.885417
obj = -22.811458, rho = 0.882187
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -22.822492, rho = 0.883863
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -22.565757, rho = 0.885924
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 291
nu = 0.880829
obj = -25.952273, rho = 0.867133
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -25.931820, rho = 0.864957
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 255
nu = 0.885417
obj = -25.930157, rho = 0.864670
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 271
nu = 0.885417
obj = -25.944716, rho = 0.866594
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 291
nu = 0.879581
obj = -25.655009, rho = 0.868962
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 292
nu = 0.880829
obj = -29.453875, rho = 0.847385
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -29.426889, rho = 0.844882
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 258
nu = 0.885417
obj = -29.424695, rho = 0.844549
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -29.443912, rho = 0.846761
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.879581
obj = -29.117991, rho = 0.849480
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 295
nu = 0.880829
obj = -33.364193, rho = 0.824685
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -33.328581, rho = 0.821810
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -33.325687, rho = 0.821427
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -33.351045, rho = 0.823969
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 306
nu = 0.879581
obj = -32.985704, rho = 0.827092
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -37.704215, rho = 0.798617
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -37.657222, rho = 0.795317
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -37.653405, rho = 0.794875
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -37.686862, rho = 0.797795
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.879581
obj = -37.279149, rho = 0.801383
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 312
nu = 0.880829
obj = -42.491027, rho = 0.768676
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 275
nu = 0.885417
obj = -42.429021, rho = 0.764881
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 266
nu = 0.885417
obj = -42.423984, rho = 0.764376
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -42.468130, rho = 0.767731
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 320
nu = 0.879581
obj = -42.015560, rho = 0.771852
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 314
nu = 0.880829
obj = -47.729502, rho = 0.734272
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -47.647681, rho = 0.729913
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 267
nu = 0.885417
obj = -47.641034, rho = 0.729331
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -47.699287, rho = 0.733187
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 325
nu = 0.879581
obj = -47.200214, rho = 0.737921
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 319
nu = 0.880829
obj = -53.400234, rho = 0.694761
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -53.292270, rho = 0.689754
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 268
nu = 0.885417
obj = -53.283499, rho = 0.689084
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -53.360366, rho = 0.693515
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 327
nu = 0.879581
obj = -52.814528, rho = 0.698952
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 319
nu = 0.880829
obj = -59.459189, rho = 0.649369
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 280
nu = 0.885417
obj = -59.316728, rho = 0.643619
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -59.305155, rho = 0.642848
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 325
nu = 0.885417
obj = -59.406587, rho = 0.647937
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 328
nu = 0.879581
obj = -58.815792, rho = 0.654184
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 325
nu = 0.880829
obj = -65.816869, rho = 0.597235
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 281
nu = 0.885417
obj = -65.628893, rho = 0.590629
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.885417
obj = -65.613624, rho = 0.589745
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -65.747462, rho = 0.595590
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.879581
obj = -65.116606, rho = 0.602765
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 327
nu = 0.880829
obj = -72.327135, rho = 0.537345
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -72.079101, rho = 0.529752
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 283
nu = 0.885417
obj = -72.058953, rho = 0.528739
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.885417
obj = -72.235552, rho = 0.535454
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -71.573941, rho = 0.543696
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 327
nu = 0.880829
obj = -78.758130, rho = 0.468553
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -78.430852, rho = 0.459830
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.885417
obj = -78.404268, rho = 0.458671
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 334
nu = 0.885417
obj = -78.637288, rho = 0.466381
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.879581
obj = -77.960496, rho = 0.475848
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 327
nu = 0.880829
obj = -84.764738, rho = 0.389523
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -84.332886, rho = 0.379502
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -84.297808, rho = 0.378170
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 334
nu = 0.885417
obj = -84.605285, rho = 0.387027
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -83.937637, rho = 0.397902
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 335
nu = 0.880829
obj = -89.841198, rho = 0.298748
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -89.271369, rho = 0.287237
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -89.225083, rho = 0.285707
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -89.630803, rho = 0.295881
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.879581
obj = -89.008730, rho = 0.308372
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 362
nu = 0.880829
obj = -93.267481, rho = 0.194470
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 318
nu = 0.885417
obj = -92.515586, rho = 0.181255
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -92.454511, rho = 0.179495
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.885417
obj = -92.989862, rho = 0.191180
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.879581
obj = -92.466429, rho = 0.205524
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 491
nu = 0.849404
obj = -94.158406, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 457
nu = 0.845788
obj = -93.269747, rho = 0.101607
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 442
nu = 0.845129
obj = -93.197550, rho = 0.100408
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 488
nu = 0.850897
obj = -93.839514, rho = 0.107146
nSV = 192, nBSV = 1
Total nSV = 192
.*.*
optimization finished, #iter = 453
nu = 0.851680
obj = -93.442582, rho = 0.116337
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 487
nu = 0.739482
obj = -94.158409, rho = 0.107682
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 479
nu = 0.736330
obj = -93.269748, rho = 0.101603
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 513
nu = 0.735701
obj = -93.197552, rho = 0.100397
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.740826
obj = -93.839553, rho = 0.107098
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 406
nu = 0.741545
obj = -93.442739, rho = 0.116247
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.643763
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.640991
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 515
nu = 0.640482
obj = -93.197553, rho = 0.100395
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 464
nu = 0.644924
obj = -93.839556, rho = 0.107098
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 472
nu = 0.645546
obj = -93.442739, rho = 0.116247
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.560423
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.558009
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.557577
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.561423
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.561966
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.487876
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.485775
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.485398
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.488747
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.489219
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.424720
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.422891
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.422563
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.425478
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.425890
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.369743
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.368151
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.367865
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.370403
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.370761
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.321882
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.320495
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.320247
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.322456
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.322768
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.280211
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.279005
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.278788
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.280711
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.280983
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.243938
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.242887
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.242699
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.244373
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.244610
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.212360
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.211445
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.211282
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.212739
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.212945
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.184872
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.184075
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.183933
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.185202
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.185381
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.160938
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.160245
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.160121
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.161225
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.161381
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.140106
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.139502
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.139394
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.140356
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.140491
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.121969
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.121444
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.121350
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.122187
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.122305
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.106180
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.105723
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.105641
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.106370
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.106472
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.092435
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.092037
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.091965
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.092600
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.092689
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.080470
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.080123
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.080061
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.080613
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.080691
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.070053
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.069751
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.069697
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.070178
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.070246
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.060985
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.060722
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.060675
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.061093
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.061152
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.053090
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.052861
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.052820
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.053185
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.053236
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.046218
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.046019
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.045983
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.046300
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.046345
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.040235
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.040061
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.040030
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.040307
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.040345
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.035026
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.034876
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.034849
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.035089
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.035123
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.030492
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.030361
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.030337
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.030547
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.030576
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.026545
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.026431
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.026410
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.026592
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.026618
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.023109
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.023009
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.022991
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.023150
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.023172
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.020117
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.020031
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.020015
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.020153
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.020173
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.017513
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.017438
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.017424
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.017544
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.017561
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.015246
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.015180
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.015169
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.015273
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.015288
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.013273
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.013215
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.013205
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.013296
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.013309
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.011554
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.011505
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.011496
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.011575
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.011586
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.010059
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.010015
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.010008
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.010077
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.010086
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.008757
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.008719
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.008712
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.008772
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.008781
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.007623
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.007590
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.007584
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.007637
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.007644
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.006636
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.006608
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.006603
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.006648
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.006655
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.005777
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.005752
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.005748
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.005788
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.005793
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.005029
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.005008
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.005004
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.005038
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.005043
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.004378
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.004359
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.004356
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.004386
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.004390
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.003812
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.003795
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.003792
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.003818
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.003822
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.003318
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.003304
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.003301
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.003324
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.003327
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.002889
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.002876
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.002874
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.002894
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.002897
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.002515
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.002504
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.002502
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.002519
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.002522
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.002189
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.002180
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.002178
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.002193
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.002195
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.001906
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.001898
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.001896
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.001909
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.001911
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.001659
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.001652
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.001651
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.001662
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.001664
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.001444
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.001438
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.001437
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.001447
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.001448
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.001257
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.001252
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.001251
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.001260
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.001261
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.001095
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.001090
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.001089
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.001097
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.001098
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 475
nu = 0.000953
obj = -94.158408, rho = 0.107683
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 527
nu = 0.000949
obj = -93.269749, rho = 0.101604
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.000948
obj = -93.197550, rho = 0.100398
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 460
nu = 0.000955
obj = -93.839556, rho = 0.107097
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.000956
obj = -93.442741, rho = 0.116248
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.190606, rho = 0.999427
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.190604, rho = 0.999431
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999421
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190605, rho = 0.999428
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999425
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999336
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999319
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.218929, rho = 0.999334
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999343
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216354, rho = 0.999340
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251459, rho = 0.999238
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251458, rho = 0.999218
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251458, rho = 0.999219
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251459, rho = 0.999229
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999242
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999124
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288819, rho = 0.999101
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288819, rho = 0.999103
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288820, rho = 0.999115
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999129
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331723, rho = 0.998972
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331721, rho = 0.998968
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331721, rho = 0.998970
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331723, rho = 0.998983
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327821, rho = 0.998999
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 148
nu = 0.880829
obj = -0.381023, rho = 0.998314
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 141
nu = 0.885417
obj = -0.381019, rho = 0.998329
nSV = 191, nBSV = 114
Total nSV = 191
*
optimization finished, #iter = 141
nu = 0.885417
obj = -0.381019, rho = 0.998328
nSV = 191, nBSV = 114
Total nSV = 191
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.381022, rho = 0.998322
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.879581
obj = -0.376543, rho = 0.998319
nSV = 191, nBSV = 102
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 150
nu = 0.880829
obj = -0.437612, rho = 0.998048
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 144
nu = 0.885417
obj = -0.437607, rho = 0.998054
nSV = 191, nBSV = 111
Total nSV = 191
*
optimization finished, #iter = 144
nu = 0.885417
obj = -0.437606, rho = 0.998053
nSV = 191, nBSV = 111
Total nSV = 191
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.437610, rho = 0.998064
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 152
nu = 0.879581
obj = -0.432466, rho = 0.998053
nSV = 191, nBSV = 100
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502593, rho = 0.997740
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.502585, rho = 0.997755
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502586, rho = 0.997724
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502590, rho = 0.997747
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496683, rho = 0.997754
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577211, rho = 0.997404
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.577202, rho = 0.997396
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577202, rho = 0.997385
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577208, rho = 0.997411
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570425, rho = 0.997421
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662895, rho = 0.997018
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662884, rho = 0.996997
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662884, rho = 0.996997
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.662891, rho = 0.997027
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655102, rho = 0.997037
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761261, rho = 0.996398
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761247, rho = 0.996338
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761247, rho = 0.996337
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761257, rho = 0.996384
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752312, rho = 0.996445
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874191, rho = 0.995862
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874173, rho = 0.995794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874173, rho = 0.995792
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874185, rho = 0.995847
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863916, rho = 0.995917
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003845, rho = 0.995247
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003820, rho = 0.995168
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003820, rho = 0.995167
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003836, rho = 0.995229
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992046, rho = 0.995309
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152653, rho = 0.994540
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152621, rho = 0.994450
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152621, rho = 0.994448
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152642, rho = 0.994520
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139108, rho = 0.994612
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.323440, rho = 0.993728
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323397, rho = 0.993624
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323398, rho = 0.993623
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323425, rho = 0.993705
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307890, rho = 0.993811
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -1.519443, rho = 0.992795
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 207
nu = 0.885417
obj = -1.519387, rho = 0.992676
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 203
nu = 0.885417
obj = -1.519385, rho = 0.992673
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.519424, rho = 0.992768
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501592, rho = 0.992890
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -1.744387, rho = 0.991728
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.744315, rho = 0.991586
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -1.744313, rho = 0.991583
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.744362, rho = 0.991693
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723897, rho = 0.991833
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -2.002395, rho = 0.990498
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -2.002301, rho = 0.990335
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.002299, rho = 0.990331
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.002362, rho = 0.990457
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978880, rho = 0.990618
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 209
nu = 0.880829
obj = -2.298164, rho = 0.989087
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -2.298039, rho = 0.988899
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.298037, rho = 0.988898
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.298120, rho = 0.989039
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271183, rho = 0.989224
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 209
nu = 0.880829
obj = -2.637544, rho = 0.987464
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -2.637379, rho = 0.987251
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.637376, rho = 0.987246
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.637486, rho = 0.987409
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 200
nu = 0.879581
obj = -2.606588, rho = 0.987622
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 212
nu = 0.880829
obj = -3.026479, rho = 0.985605
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -3.026261, rho = 0.985357
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.026257, rho = 0.985350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -3.026403, rho = 0.985540
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.879581
obj = -2.990975, rho = 0.985782
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 219
nu = 0.880829
obj = -3.472325, rho = 0.983463
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.472036, rho = 0.983178
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.472030, rho = 0.983172
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -3.472224, rho = 0.983390
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.879581
obj = -3.431610, rho = 0.983667
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 224
nu = 0.880829
obj = -3.983141, rho = 0.981003
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -3.982758, rho = 0.980679
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -3.982750, rho = 0.980673
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -3.983008, rho = 0.980919
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.879581
obj = -3.936458, rho = 0.981238
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 230
nu = 0.880829
obj = -4.568152, rho = 0.978177
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -4.567645, rho = 0.977805
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -4.567635, rho = 0.977799
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -4.567975, rho = 0.978081
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.879581
obj = -4.514642, rho = 0.978447
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -5.237689, rho = 0.974931
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -5.237019, rho = 0.974505
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -5.237006, rho = 0.974498
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -5.237455, rho = 0.974822
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.879581
obj = -5.176378, rho = 0.975243
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 234
nu = 0.880829
obj = -6.003776, rho = 0.971200
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -6.002892, rho = 0.970718
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -6.002875, rho = 0.970705
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -6.003467, rho = 0.971078
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.879581
obj = -5.933557, rho = 0.971561
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 249
nu = 0.880829
obj = -6.879699, rho = 0.966916
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -6.878529, rho = 0.966364
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -6.878506, rho = 0.966349
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -6.879289, rho = 0.966773
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 261
nu = 0.879581
obj = -6.799303, rho = 0.967334
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 260
nu = 0.880829
obj = -7.880360, rho = 0.961995
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -7.878813, rho = 0.961363
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -7.878783, rho = 0.961345
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 249
nu = 0.885417
obj = -7.879819, rho = 0.961832
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 261
nu = 0.879581
obj = -7.788362, rho = 0.962477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 274
nu = 0.880829
obj = -9.022766, rho = 0.956344
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -9.020721, rho = 0.955618
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -9.020682, rho = 0.955592
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.885417
obj = -9.022051, rho = 0.956156
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 262
nu = 0.879581
obj = -8.917551, rho = 0.956898
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 280
nu = 0.880829
obj = -10.325780, rho = 0.949851
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -10.323080, rho = 0.949016
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -10.323029, rho = 0.948987
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 263
nu = 0.885417
obj = -10.324836, rho = 0.949635
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 262
nu = 0.879581
obj = -10.205533, rho = 0.950488
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 282
nu = 0.880829
obj = -11.810153, rho = 0.942393
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -11.806590, rho = 0.941435
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -11.806524, rho = 0.941398
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 263
nu = 0.885417
obj = -11.808907, rho = 0.942145
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 267
nu = 0.879581
obj = -11.672838, rho = 0.943125
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 285
nu = 0.880829
obj = -13.498762, rho = 0.933823
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 228
nu = 0.885417
obj = -13.494060, rho = 0.932723
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -13.493973, rho = 0.932684
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 267
nu = 0.885417
obj = -13.497118, rho = 0.933540
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 273
nu = 0.879581
obj = -13.342102, rho = 0.934667
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 285
nu = 0.880829
obj = -15.417019, rho = 0.923982
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 229
nu = 0.885417
obj = -15.410815, rho = 0.922719
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 238
nu = 0.885417
obj = -15.410700, rho = 0.922674
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -15.414851, rho = 0.923657
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.238481, rho = 0.924952
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 285
nu = 0.880829
obj = -17.592317, rho = 0.912678
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 234
nu = 0.885417
obj = -17.584132, rho = 0.911227
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 240
nu = 0.885417
obj = -17.583980, rho = 0.911174
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -17.589464, rho = 0.912303
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.879581
obj = -17.389096, rho = 0.913791
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 287
nu = 0.880829
obj = -20.053124, rho = 0.899694
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 243
nu = 0.885417
obj = -20.042326, rho = 0.898031
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 243
nu = 0.885417
obj = -20.042124, rho = 0.897970
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -20.049358, rho = 0.899264
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.879581
obj = -19.822151, rho = 0.900973
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 288
nu = 0.880829
obj = -22.830953, rho = 0.884776
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 253
nu = 0.885417
obj = -22.816707, rho = 0.882871
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 249
nu = 0.885417
obj = -22.816439, rho = 0.882796
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -22.825984, rho = 0.884282
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.879581
obj = -22.568881, rho = 0.886245
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 288
nu = 0.880829
obj = -25.955879, rho = 0.867644
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 255
nu = 0.885417
obj = -25.937083, rho = 0.865456
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 250
nu = 0.885417
obj = -25.936729, rho = 0.865370
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -25.949323, rho = 0.867077
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 308
nu = 0.879581
obj = -25.659131, rho = 0.869332
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 294
nu = 0.880829
obj = -29.458635, rho = 0.847972
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 258
nu = 0.885417
obj = -29.433834, rho = 0.845455
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 258
nu = 0.885417
obj = -29.433369, rho = 0.845356
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -29.449983, rho = 0.847317
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 312
nu = 0.879581
obj = -29.123429, rho = 0.849906
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 296
nu = 0.880829
obj = -33.370474, rho = 0.825360
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 263
nu = 0.885417
obj = -33.337747, rho = 0.822470
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 263
nu = 0.885417
obj = -33.337133, rho = 0.822352
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -33.359060, rho = 0.824607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 312
nu = 0.879581
obj = -32.992878, rho = 0.827581
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 299
nu = 0.880829
obj = -37.712500, rho = 0.799394
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -37.669320, rho = 0.796073
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 266
nu = 0.885417
obj = -37.668507, rho = 0.795941
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -37.697442, rho = 0.798528
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.879581
obj = -37.288615, rho = 0.801946
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -42.501960, rho = 0.769570
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 278
nu = 0.885417
obj = -42.444984, rho = 0.765754
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 267
nu = 0.885417
obj = -42.443911, rho = 0.765602
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 328
nu = 0.885417
obj = -42.482091, rho = 0.768573
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 322
nu = 0.879581
obj = -42.028049, rho = 0.772498
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 314
nu = 0.880829
obj = -47.743931, rho = 0.735299
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 278
nu = 0.885417
obj = -47.668745, rho = 0.730915
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -47.667330, rho = 0.730741
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.885417
obj = -47.717711, rho = 0.734153
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 324
nu = 0.879581
obj = -47.216693, rho = 0.738663
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 320
nu = 0.880829
obj = -53.419272, rho = 0.695947
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 281
nu = 0.885417
obj = -53.320065, rho = 0.690904
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 273
nu = 0.885417
obj = -53.318197, rho = 0.690697
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -53.384674, rho = 0.694624
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 326
nu = 0.879581
obj = -52.836272, rho = 0.699804
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 323
nu = 0.880829
obj = -59.484311, rho = 0.650731
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -59.353405, rho = 0.644932
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -59.350940, rho = 0.644702
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -59.438658, rho = 0.649209
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 326
nu = 0.879581
obj = -58.844484, rho = 0.655163
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 323
nu = 0.880829
obj = -65.850016, rho = 0.598800
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -65.677287, rho = 0.592138
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 279
nu = 0.885417
obj = -65.674036, rho = 0.591873
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 348
nu = 0.885417
obj = -65.789780, rho = 0.597051
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 329
nu = 0.879581
obj = -65.154464, rho = 0.603891
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 325
nu = 0.880829
obj = -72.370872, rho = 0.539142
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -72.142957, rho = 0.531489
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 282
nu = 0.885417
obj = -72.138665, rho = 0.531184
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 351
nu = 0.885417
obj = -72.291391, rho = 0.537134
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 329
nu = 0.879581
obj = -71.623895, rho = 0.544990
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 328
nu = 0.880829
obj = -78.815842, rho = 0.470617
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -78.515110, rho = 0.461826
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -78.509448, rho = 0.461476
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -78.710968, rho = 0.468313
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 334
nu = 0.879581
obj = -78.026411, rho = 0.477335
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -84.840893, rho = 0.391893
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -84.444069, rho = 0.381799
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -84.436597, rho = 0.381394
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 356
nu = 0.885417
obj = -84.702508, rho = 0.389248
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -84.024614, rho = 0.399611
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 336
nu = 0.880829
obj = -89.941684, rho = 0.301469
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 313
nu = 0.885417
obj = -89.418076, rho = 0.289880
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -89.408214, rho = 0.289410
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 356
nu = 0.885417
obj = -89.759083, rho = 0.298431
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.123497, rho = 0.310336
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 363
nu = 0.880829
obj = -93.400072, rho = 0.197593
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -92.709165, rho = 0.184284
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.885417
obj = -92.696152, rho = 0.183751
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.885417
obj = -93.159128, rho = 0.194108
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.879581
obj = -92.617865, rho = 0.207784
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 470
nu = 0.850901
obj = -94.321280, rho = 0.109601
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 466
nu = 0.847780
obj = -93.489441, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 459
nu = 0.847663
obj = -93.474222, rho = 0.102387
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.852714
obj = -94.035082, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 456
nu = 0.853373
obj = -93.615298, rho = 0.117112
nSV = 191, nBSV = 1
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 478
nu = 0.740747
obj = -94.321276, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 481
nu = 0.738044
obj = -93.489441, rho = 0.102816
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.737922
obj = -93.474228, rho = 0.102386
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 449
nu = 0.742355
obj = -94.035084, rho = 0.108458
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 465
nu = 0.742910
obj = -93.615301, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.644863
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.642508
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 492
nu = 0.642410
obj = -93.474221, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.646260
obj = -94.035084, rho = 0.108459
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 474
nu = 0.646751
obj = -93.615300, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.561380
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.559330
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.559255
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.562598
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.563009
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.488710
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.486925
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.486859
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.489770
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.490128
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.425446
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.423892
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.423835
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.426369
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.426680
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.370375
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.369022
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.368973
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.371178
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.371450
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.322432
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.321254
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.321211
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.323131
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.323367
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.280690
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.279665
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.279627
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.281299
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.281505
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.244355
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.243462
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.243430
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.244885
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.245064
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.212723
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.211946
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.211917
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.213184
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.213340
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.185187
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.184511
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.184486
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.185589
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.185725
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.161213
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.160624
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.160603
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.161563
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.161681
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.140345
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.139832
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.139814
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.140650
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.140752
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.122177
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.121731
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.121715
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.122442
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.122532
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.106361
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.105973
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.105959
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.106592
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.106670
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.092593
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.092255
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.092242
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.092794
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.092862
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.080607
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.080313
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.080302
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.080782
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.080841
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.070173
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.069916
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.069907
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.070325
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.070376
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.061089
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.060866
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.060857
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.061221
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.061266
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.053181
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.052986
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.052979
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.053296
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.053335
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.046297
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.046128
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.046121
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.046397
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.046431
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.040303
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.040156
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.040151
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.040391
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.040420
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.035086
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.034958
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.034953
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.035162
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.035188
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.030544
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.030433
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.030429
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.030611
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.030633
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.026590
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.026493
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.026490
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.026648
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.026668
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.023148
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.023064
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.023061
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.023198
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.023215
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.020152
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.020078
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.020075
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.020195
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.020210
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.017543
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.017479
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.017477
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.017581
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.017594
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.015272
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.015216
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.015214
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.015305
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.015316
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.013295
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.013247
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.013245
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.013324
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.013334
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.011574
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.011532
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.011530
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.011599
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.011608
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.010076
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.010039
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.010038
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.010098
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.010105
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.008772
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.008740
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.008738
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.008791
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.008797
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.007636
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.007608
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.007607
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.007653
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.007658
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.006648
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.006623
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.006622
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.006662
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.006667
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.005787
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.005766
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.005765
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.005800
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.005804
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.005038
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.005020
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.005019
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.005049
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.005053
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.004386
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.004370
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.004369
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.004395
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.004399
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.003818
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.003804
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.003804
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.003826
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.003829
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.003324
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.003312
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.003311
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.003331
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.003333
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.002894
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.002883
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.002883
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.002900
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.002902
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.002519
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.002510
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.002509
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.002524
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.002526
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.002193
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.002185
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.002185
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.002198
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.002199
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.001909
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.001902
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.001902
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.001913
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.001915
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.001662
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.001656
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.001656
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.001666
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.001667
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.001447
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.001441
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.001441
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.001450
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.001451
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.001259
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.001255
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.001255
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.001262
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.001263
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.001096
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.001092
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.001092
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.001099
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.001100
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 465
nu = 0.000955
obj = -94.321277, rho = 0.109600
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 513
nu = 0.000951
obj = -93.489440, rho = 0.102814
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 502
nu = 0.000951
obj = -93.474224, rho = 0.102385
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 454
nu = 0.000957
obj = -94.035086, rho = 0.108457
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.000957
obj = -93.615299, rho = 0.117113
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.190606, rho = 0.999431
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.190605, rho = 0.999434
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999427
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190605, rho = 0.999432
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999429
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999342
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999326
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.218929, rho = 0.999341
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999347
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999344
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251459, rho = 0.999244
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999225
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999228
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251459, rho = 0.999235
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999247
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999132
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999110
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999113
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288820, rho = 0.999121
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999135
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331723, rho = 0.998980
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.998978
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.998982
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331723, rho = 0.998991
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999006
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -0.381024, rho = 0.998314
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 142
nu = 0.885417
obj = -0.381020, rho = 0.998328
nSV = 191, nBSV = 113
Total nSV = 191
*
optimization finished, #iter = 143
nu = 0.885417
obj = -0.381020, rho = 0.998322
nSV = 191, nBSV = 112
Total nSV = 191
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.381023, rho = 0.998321
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.879581
obj = -0.376544, rho = 0.998317
nSV = 191, nBSV = 101
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.437613, rho = 0.998040
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.437608, rho = 0.998055
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.437608, rho = 0.998047
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437611, rho = 0.998063
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 152
nu = 0.879581
obj = -0.432467, rho = 0.998059
nSV = 191, nBSV = 100
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502594, rho = 0.997749
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.502587, rho = 0.997756
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502588, rho = 0.997737
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502591, rho = 0.997755
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496684, rho = 0.997761
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577212, rho = 0.997414
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.577204, rho = 0.997409
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577204, rho = 0.997400
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577209, rho = 0.997421
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570426, rho = 0.997429
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662897, rho = 0.997030
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662886, rho = 0.997011
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662886, rho = 0.997014
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.662893, rho = 0.997038
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655104, rho = 0.997046
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761263, rho = 0.996409
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761250, rho = 0.996350
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761251, rho = 0.996353
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761259, rho = 0.996395
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752314, rho = 0.996454
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874194, rho = 0.995875
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874177, rho = 0.995808
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874178, rho = 0.995810
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874188, rho = 0.995859
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863919, rho = 0.995927
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003848, rho = 0.995262
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003826, rho = 0.995184
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003826, rho = 0.995187
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003841, rho = 0.995243
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992051, rho = 0.995321
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152658, rho = 0.994557
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152628, rho = 0.994468
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152629, rho = 0.994471
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152648, rho = 0.994535
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139113, rho = 0.994625
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.323446, rho = 0.993748
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323407, rho = 0.993646
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323408, rho = 0.993649
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323432, rho = 0.993723
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307897, rho = 0.993826
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -1.519451, rho = 0.992818
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519401, rho = 0.992700
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 207
nu = 0.885417
obj = -1.519401, rho = 0.992705
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.519434, rho = 0.992789
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501601, rho = 0.992908
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -1.744398, rho = 0.991754
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.744332, rho = 0.991614
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.744334, rho = 0.991619
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.744375, rho = 0.991717
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723909, rho = 0.991853
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -2.002409, rho = 0.990528
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.002323, rho = 0.990371
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.002325, rho = 0.990376
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.002380, rho = 0.990485
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978896, rho = 0.990641
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -2.298183, rho = 0.989120
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -2.298069, rho = 0.988941
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.298071, rho = 0.988946
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.298143, rho = 0.989071
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271204, rho = 0.989251
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 209
nu = 0.880829
obj = -2.637569, rho = 0.987502
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -2.637418, rho = 0.987296
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.637422, rho = 0.987302
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.637516, rho = 0.987445
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606616, rho = 0.987652
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 218
nu = 0.880829
obj = -3.026513, rho = 0.985648
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -3.026312, rho = 0.985407
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.026317, rho = 0.985414
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -3.026444, rho = 0.985581
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.879581
obj = -2.991015, rho = 0.985816
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 225
nu = 0.880829
obj = -3.472370, rho = 0.983513
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -3.472103, rho = 0.983237
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -3.472109, rho = 0.983248
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -3.472279, rho = 0.983436
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.879581
obj = -3.431660, rho = 0.983706
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -3.983201, rho = 0.981060
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -3.982847, rho = 0.980744
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.982855, rho = 0.980757
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.983079, rho = 0.980973
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.879581
obj = -3.936526, rho = 0.981283
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -4.568229, rho = 0.978244
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -4.567763, rho = 0.977880
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -4.567774, rho = 0.977895
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -4.568070, rho = 0.978140
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.879581
obj = -4.514733, rho = 0.978499
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -5.237790, rho = 0.975009
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -5.237174, rho = 0.974592
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -5.237190, rho = 0.974607
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -5.237579, rho = 0.974890
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.879581
obj = -5.176496, rho = 0.975302
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 236
nu = 0.880829
obj = -6.003910, rho = 0.971288
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -6.003097, rho = 0.970817
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -6.003117, rho = 0.970832
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -6.003631, rho = 0.971156
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.933712, rho = 0.971629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 265
nu = 0.880829
obj = -6.879880, rho = 0.967017
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -6.878799, rho = 0.966477
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -6.878826, rho = 0.966487
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 253
nu = 0.885417
obj = -6.879510, rho = 0.966866
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.879581
obj = -6.799508, rho = 0.967411
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 282
nu = 0.880829
obj = -7.880601, rho = 0.962112
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -7.879169, rho = 0.961492
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -7.879206, rho = 0.961504
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 261
nu = 0.885417
obj = -7.880110, rho = 0.961939
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.879581
obj = -7.788632, rho = 0.962565
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 282
nu = 0.880829
obj = -9.023079, rho = 0.956479
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -9.021191, rho = 0.955762
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -9.021240, rho = 0.955779
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 265
nu = 0.885417
obj = -9.022433, rho = 0.956277
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 261
nu = 0.879581
obj = -8.917907, rho = 0.957000
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 282
nu = 0.880829
obj = -10.326192, rho = 0.950007
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -10.323700, rho = 0.949184
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -10.323765, rho = 0.949203
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 269
nu = 0.885417
obj = -10.325341, rho = 0.949775
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 261
nu = 0.879581
obj = -10.206003, rho = 0.950606
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 282
nu = 0.880829
obj = -11.810696, rho = 0.942573
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 229
nu = 0.885417
obj = -11.807409, rho = 0.941627
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -11.807495, rho = 0.941649
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 269
nu = 0.885417
obj = -11.809573, rho = 0.942306
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 277
nu = 0.879581
obj = -11.673462, rho = 0.943260
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 283
nu = 0.880829
obj = -13.499478, rho = 0.934034
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 232
nu = 0.885417
obj = -13.495141, rho = 0.932947
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -13.495254, rho = 0.932972
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -13.498003, rho = 0.933728
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 291
nu = 0.879581
obj = -13.342927, rho = 0.934824
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 283
nu = 0.880829
obj = -15.417964, rho = 0.924225
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 232
nu = 0.885417
obj = -15.412241, rho = 0.922976
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 242
nu = 0.885417
obj = -15.412390, rho = 0.923005
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -15.416017, rho = 0.923873
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.879581
obj = -15.239567, rho = 0.925131
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 285
nu = 0.880829
obj = -17.593565, rho = 0.912957
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 233
nu = 0.885417
obj = -17.586013, rho = 0.911521
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 242
nu = 0.885417
obj = -17.586210, rho = 0.911555
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -17.590995, rho = 0.912552
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.879581
obj = -17.390530, rho = 0.913997
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 285
nu = 0.880829
obj = -20.054769, rho = 0.900015
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 237
nu = 0.885417
obj = -20.044806, rho = 0.898362
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 245
nu = 0.885417
obj = -20.045065, rho = 0.898400
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -20.051378, rho = 0.899550
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.879581
obj = -19.824040, rho = 0.901210
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 285
nu = 0.880829
obj = -22.833124, rho = 0.885145
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 241
nu = 0.885417
obj = -22.819978, rho = 0.883246
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 251
nu = 0.885417
obj = -22.820321, rho = 0.883287
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -22.828650, rho = 0.884611
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -22.571373, rho = 0.886517
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 285
nu = 0.880829
obj = -25.958744, rho = 0.868067
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 241
nu = 0.885417
obj = -25.941398, rho = 0.865886
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 259
nu = 0.885417
obj = -25.941853, rho = 0.865935
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -25.952841, rho = 0.867453
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -25.662418, rho = 0.869644
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 286
nu = 0.880829
obj = -29.462413, rho = 0.848453
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 243
nu = 0.885417
obj = -29.439527, rho = 0.845951
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 262
nu = 0.885417
obj = -29.440128, rho = 0.846004
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 325
nu = 0.885417
obj = -29.454633, rho = 0.847749
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -29.127764, rho = 0.850265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 288
nu = 0.880829
obj = -33.375460, rho = 0.825908
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 245
nu = 0.885417
obj = -33.345259, rho = 0.823038
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -33.346052, rho = 0.823098
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -33.365194, rho = 0.825100
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -32.998600, rho = 0.827994
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 288
nu = 0.880829
obj = -37.719078, rho = 0.800023
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 249
nu = 0.885417
obj = -37.679229, rho = 0.796725
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 267
nu = 0.885417
obj = -37.680275, rho = 0.796796
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.885417
obj = -37.705533, rho = 0.799095
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.879581
obj = -37.296162, rho = 0.802420
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 292
nu = 0.880829
obj = -42.510638, rho = 0.770290
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 251
nu = 0.885417
obj = -42.458059, rho = 0.766505
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -42.459440, rho = 0.766581
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -42.492766, rho = 0.769224
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.879581
obj = -42.038007, rho = 0.773044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 300
nu = 0.880829
obj = -47.755382, rho = 0.736125
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 252
nu = 0.885417
obj = -47.685998, rho = 0.731777
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 274
nu = 0.885417
obj = -47.687821, rho = 0.731865
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 340
nu = 0.885417
obj = -47.731797, rho = 0.734901
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 306
nu = 0.879581
obj = -47.229833, rho = 0.739290
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 311
nu = 0.880829
obj = -53.434384, rho = 0.696890
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 254
nu = 0.885417
obj = -53.342829, rho = 0.691895
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 278
nu = 0.885417
obj = -53.345235, rho = 0.691996
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 344
nu = 0.885417
obj = -53.403262, rho = 0.695483
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 313
nu = 0.879581
obj = -52.853612, rho = 0.700525
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 314
nu = 0.880829
obj = -59.504252, rho = 0.651815
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 254
nu = 0.885417
obj = -59.383442, rho = 0.646077
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 280
nu = 0.885417
obj = -59.386617, rho = 0.646192
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 344
nu = 0.885417
obj = -59.463184, rho = 0.650199
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 315
nu = 0.879581
obj = -58.867365, rho = 0.655990
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 318
nu = 0.880829
obj = -65.876328, rho = 0.600045
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 256
nu = 0.885417
obj = -65.716921, rho = 0.593454
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 281
nu = 0.885417
obj = -65.721110, rho = 0.593585
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 344
nu = 0.885417
obj = -65.822139, rho = 0.598188
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 319
nu = 0.879581
obj = -65.184655, rho = 0.604841
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -72.405593, rho = 0.540573
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 264
nu = 0.885417
obj = -72.195255, rho = 0.533001
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 283
nu = 0.885417
obj = -72.200780, rho = 0.533151
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 344
nu = 0.885417
obj = -72.334089, rho = 0.538439
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 322
nu = 0.879581
obj = -71.663733, rho = 0.546081
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -78.861654, rho = 0.472261
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -78.584116, rho = 0.463567
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.885417
obj = -78.591407, rho = 0.463731
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 344
nu = 0.885417
obj = -78.767306, rho = 0.469809
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 324
nu = 0.879581
obj = -78.078976, rho = 0.478589
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 325
nu = 0.880829
obj = -84.901343, rho = 0.393782
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -84.535123, rho = 0.383796
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.885417
obj = -84.544743, rho = 0.383984
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 358
nu = 0.885417
obj = -84.776851, rho = 0.390966
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -84.093977, rho = 0.401052
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 329
nu = 0.880829
obj = -90.021448, rho = 0.303639
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -89.538219, rho = 0.292169
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -89.550913, rho = 0.292387
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 358
nu = 0.885417
obj = -89.857179, rho = 0.300406
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -89.215020, rho = 0.311992
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 358
nu = 0.880829
obj = -93.505321, rho = 0.200091
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -92.867696, rho = 0.186917
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 318
nu = 0.885417
obj = -92.884445, rho = 0.187165
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -93.288564, rho = 0.196380
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 362
nu = 0.879581
obj = -92.738628, rho = 0.209686
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 460
nu = 0.852091
obj = -94.451022, rho = 0.111148
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 482
nu = 0.849486
obj = -93.674795, rho = 0.103940
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 450
nu = 0.849665
obj = -93.695323, rho = 0.104022
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 463
nu = 0.854134
obj = -94.188107, rho = 0.109518
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.854706
obj = -93.758157, rho = 0.117880
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 480
nu = 0.741777
obj = -94.451027, rho = 0.111148
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 462
nu = 0.739485
obj = -93.674793, rho = 0.103936
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 483
nu = 0.739676
obj = -93.695327, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 471
nu = 0.743565
obj = -94.188101, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 468
nu = 0.744031
obj = -93.758160, rho = 0.117880
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.645755
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.643800
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.643925
obj = -93.695327, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 456
nu = 0.647297
obj = -94.188105, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.647713
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.562157
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.560455
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.560580
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.563501
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.563881
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.489386
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.487904
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.488013
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.490556
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.490886
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.426034
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.424744
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.424839
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.427053
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.427341
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.370887
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.369764
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.369847
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.371774
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.372025
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.322878
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.321900
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.321972
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.323650
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.323868
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.281078
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.280227
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.280290
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.281750
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.281940
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.244693
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.243952
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.244006
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.245278
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.245443
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.213017
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.212372
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.212420
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.213526
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.213670
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.185444
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.184882
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.184923
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.185887
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.186012
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.161436
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.160947
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.160983
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.161822
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.161931
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.140539
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.140114
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.140145
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.140875
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.140970
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.122346
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.121976
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.122003
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.122639
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.122722
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.106509
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.106186
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.106210
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.106763
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.106835
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.092721
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.092440
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.092461
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.092943
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.093005
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.080719
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.080474
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.080492
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.080912
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.080966
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.070270
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.070057
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.070072
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.070438
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.070485
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.061173
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.060988
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.061002
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.061319
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.061361
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.053254
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.053093
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.053105
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.053382
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.053418
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.046361
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.046220
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.046231
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.046472
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.046503
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.040359
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.040237
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.040246
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.040456
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.040483
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.035135
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.035028
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.035036
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.035219
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.035243
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.030587
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.030494
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.030501
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.030660
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.030680
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.026627
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.026547
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.026553
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.026691
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.026709
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.023180
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.023110
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.023115
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.023236
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.023251
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.020180
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.020119
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.020123
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.020228
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.020242
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.017567
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.017514
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.017518
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.017609
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.017621
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.015293
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.015247
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.015250
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.015330
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.015340
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.013314
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.013273
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.013276
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.013345
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.013354
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.011590
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.011555
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.011558
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.011618
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.011626
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.010090
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.010059
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.010062
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.010114
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.010121
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.008784
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.008757
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.008759
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.008805
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.008811
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.007647
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.007623
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.007625
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.007665
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.007670
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.006657
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.006637
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.006638
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.006673
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.006677
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.005795
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.005778
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.005779
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.005809
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.005813
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.005045
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.005030
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.005031
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.005057
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.005060
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.004392
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.004379
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.004380
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.004402
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.004405
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.003823
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.003812
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.003813
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.003832
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.003835
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.003328
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.003318
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.003319
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.003336
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.003339
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.002898
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.002889
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.002889
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.002904
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.002906
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.002522
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.002515
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.002515
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.002528
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.002530
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.002196
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.002189
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.002190
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.002201
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.002203
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.001912
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.001906
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.001906
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.001916
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.001918
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.001664
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.001659
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.001660
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.001668
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.001669
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.001449
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.001444
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.001445
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.001452
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.001453
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.001261
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.001257
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.001258
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.001264
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.001265
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.001098
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.001095
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.001095
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.001101
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.001101
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 517
nu = 0.000956
obj = -94.451020, rho = 0.111149
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.000953
obj = -93.674792, rho = 0.103937
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.000953
obj = -93.695326, rho = 0.104021
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 468
nu = 0.000958
obj = -94.188107, rho = 0.109517
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 438
nu = 0.000959
obj = -93.758161, rho = 0.117881
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 106
nu = 0.880829
obj = -0.190606, rho = 0.999434
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 103
nu = 0.885417
obj = -0.190605, rho = 0.999436
nSV = 188, nBSV = 152
Total nSV = 188
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999431
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999434
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999432
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999346
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999331
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.218929, rho = 0.999346
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999350
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999348
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999249
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999232
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999235
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251459, rho = 0.999240
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999251
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999137
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999118
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999121
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999127
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999140
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331724, rho = 0.998987
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.998987
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.998990
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331723, rho = 0.998997
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999012
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 149
nu = 0.880829
obj = -0.381024, rho = 0.998319
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 143
nu = 0.885417
obj = -0.381021, rho = 0.998327
nSV = 191, nBSV = 112
Total nSV = 191
*
optimization finished, #iter = 144
nu = 0.885417
obj = -0.381021, rho = 0.998322
nSV = 191, nBSV = 111
Total nSV = 191
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.381023, rho = 0.998326
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 152
nu = 0.879581
obj = -0.376544, rho = 0.998314
nSV = 191, nBSV = 100
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.437613, rho = 0.998047
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.437608, rho = 0.998062
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.437609, rho = 0.998056
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437611, rho = 0.998069
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432468, rho = 0.998056
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502594, rho = 0.997756
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.502588, rho = 0.997753
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502589, rho = 0.997747
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502592, rho = 0.997761
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496685, rho = 0.997767
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577213, rho = 0.997422
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577205, rho = 0.997408
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577206, rho = 0.997412
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577210, rho = 0.997429
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570427, rho = 0.997435
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662898, rho = 0.997039
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662888, rho = 0.997023
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662888, rho = 0.997027
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.662894, rho = 0.997046
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655105, rho = 0.997053
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761265, rho = 0.996418
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761253, rho = 0.996361
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761253, rho = 0.996365
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761261, rho = 0.996403
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752316, rho = 0.996461
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874196, rho = 0.995885
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874180, rho = 0.995820
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874181, rho = 0.995824
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874191, rho = 0.995868
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863921, rho = 0.995935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003851, rho = 0.995274
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003830, rho = 0.995198
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003831, rho = 0.995203
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003844, rho = 0.995253
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992054, rho = 0.995330
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152662, rho = 0.994571
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152634, rho = 0.994484
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152636, rho = 0.994490
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152652, rho = 0.994547
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139117, rho = 0.994636
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.323451, rho = 0.993763
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323414, rho = 0.993664
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323416, rho = 0.993670
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323438, rho = 0.993737
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307902, rho = 0.993838
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -1.519457, rho = 0.992836
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.519412, rho = 0.992722
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -1.519414, rho = 0.992728
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.519442, rho = 0.992805
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501608, rho = 0.992922
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -1.744406, rho = 0.991774
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.744345, rho = 0.991639
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.744349, rho = 0.991647
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.744385, rho = 0.991735
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723919, rho = 0.991869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -2.002420, rho = 0.990551
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.002341, rho = 0.990400
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.002345, rho = 0.990408
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.002393, rho = 0.990506
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978909, rho = 0.990660
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -2.298197, rho = 0.989147
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.298092, rho = 0.988973
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.298097, rho = 0.988983
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.298161, rho = 0.989095
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271221, rho = 0.989272
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -2.637588, rho = 0.987532
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -2.637449, rho = 0.987333
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.637456, rho = 0.987344
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.637539, rho = 0.987473
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606638, rho = 0.987676
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 222
nu = 0.880829
obj = -3.026540, rho = 0.985682
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -3.026353, rho = 0.985450
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -3.026362, rho = 0.985463
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -3.026476, rho = 0.985610
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.879581
obj = -2.991045, rho = 0.985844
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 228
nu = 0.880829
obj = -3.472405, rho = 0.983553
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.472157, rho = 0.983286
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -3.472170, rho = 0.983299
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -3.472319, rho = 0.983470
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.879581
obj = -3.431701, rho = 0.983738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -3.983246, rho = 0.981107
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.982918, rho = 0.980801
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -3.982935, rho = 0.980817
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -3.983133, rho = 0.981010
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.879581
obj = -3.936579, rho = 0.981320
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -4.568289, rho = 0.978297
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -4.567857, rho = 0.977945
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -4.567879, rho = 0.977964
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -4.568140, rho = 0.978185
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 241
nu = 0.879581
obj = -4.514802, rho = 0.978541
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 235
nu = 0.880829
obj = -5.237870, rho = 0.975066
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -5.237299, rho = 0.974666
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -5.237328, rho = 0.974689
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -5.237672, rho = 0.974942
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.879581
obj = -5.176587, rho = 0.975350
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 262
nu = 0.880829
obj = -6.004021, rho = 0.971358
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -6.003261, rho = 0.970902
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -6.003299, rho = 0.970925
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 249
nu = 0.885417
obj = -6.003758, rho = 0.971215
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.933831, rho = 0.971685
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 277
nu = 0.880829
obj = -6.880023, rho = 0.967098
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -6.879016, rho = 0.966575
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -6.879068, rho = 0.966601
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 263
nu = 0.885417
obj = -6.879676, rho = 0.966935
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799665, rho = 0.967474
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 282
nu = 0.880829
obj = -7.880786, rho = 0.962206
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -7.879456, rho = 0.961601
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -7.879526, rho = 0.961634
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 270
nu = 0.885417
obj = -7.880328, rho = 0.962018
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.788839, rho = 0.962638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 282
nu = 0.880829
obj = -9.023323, rho = 0.956586
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -9.021569, rho = 0.955892
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -9.021662, rho = 0.955926
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 273
nu = 0.885417
obj = -9.022720, rho = 0.956369
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918181, rho = 0.957083
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 282
nu = 0.880829
obj = -10.326514, rho = 0.950130
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -10.324201, rho = 0.949332
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -10.324322, rho = 0.949371
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 273
nu = 0.885417
obj = -10.325718, rho = 0.949881
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.206364, rho = 0.950700
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 282
nu = 0.880829
obj = -11.811122, rho = 0.942715
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -11.808070, rho = 0.941797
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 244
nu = 0.885417
obj = -11.808229, rho = 0.941842
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 291
nu = 0.885417
obj = -11.810076, rho = 0.942428
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 287
nu = 0.879581
obj = -11.673941, rho = 0.943369
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 283
nu = 0.880829
obj = -13.500039, rho = 0.934197
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 239
nu = 0.885417
obj = -13.496013, rho = 0.933140
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 245
nu = 0.885417
obj = -13.496223, rho = 0.933192
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -13.498659, rho = 0.933868
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.879581
obj = -13.343557, rho = 0.934949
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 286
nu = 0.880829
obj = -15.418705, rho = 0.924412
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 239
nu = 0.885417
obj = -15.413392, rho = 0.923198
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 249
nu = 0.885417
obj = -15.413670, rho = 0.923258
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -15.416884, rho = 0.924034
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.879581
obj = -15.240399, rho = 0.925277
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 288
nu = 0.880829
obj = -17.594542, rho = 0.913170
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 243
nu = 0.885417
obj = -17.587533, rho = 0.911775
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 265
nu = 0.885417
obj = -17.587902, rho = 0.911844
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -17.592139, rho = 0.912737
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 298
nu = 0.879581
obj = -17.391626, rho = 0.914165
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -20.056060, rho = 0.900259
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 245
nu = 0.885417
obj = -20.046810, rho = 0.898653
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -20.047300, rho = 0.898736
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -20.052888, rho = 0.899762
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.879581
obj = -19.825487, rho = 0.901403
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -22.834827, rho = 0.885425
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 256
nu = 0.885417
obj = -22.822625, rho = 0.883580
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 275
nu = 0.885417
obj = -22.823268, rho = 0.883671
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -22.830643, rho = 0.884857
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.879581
obj = -22.573283, rho = 0.886740
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -25.960991, rho = 0.868389
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 261
nu = 0.885417
obj = -25.944893, rho = 0.866269
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 280
nu = 0.885417
obj = -25.945741, rho = 0.866374
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -25.955480, rho = 0.867736
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.879581
obj = -25.664937, rho = 0.869899
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 295
nu = 0.880829
obj = -29.465380, rho = 0.848824
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -29.444140, rho = 0.846388
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 282
nu = 0.885417
obj = -29.445257, rho = 0.846509
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -29.458107, rho = 0.848074
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -29.131089, rho = 0.850559
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 296
nu = 0.880829
obj = -33.379374, rho = 0.826338
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 272
nu = 0.885417
obj = -33.351346, rho = 0.823540
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.885417
obj = -33.352821, rho = 0.823677
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 334
nu = 0.885417
obj = -33.369777, rho = 0.825479
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -33.002987, rho = 0.828331
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 303
nu = 0.880829
obj = -37.724244, rho = 0.800514
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 273
nu = 0.885417
obj = -37.687260, rho = 0.797302
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.885417
obj = -37.689207, rho = 0.797460
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -37.711580, rho = 0.799530
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.879581
obj = -37.301951, rho = 0.802806
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -42.517455, rho = 0.770854
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 280
nu = 0.885417
obj = -42.468657, rho = 0.767163
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -42.471224, rho = 0.767346
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -42.500744, rho = 0.769724
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.879581
obj = -42.045646, rho = 0.773488
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -47.764376, rho = 0.736774
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -47.699983, rho = 0.732533
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -47.703377, rho = 0.732744
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -47.742324, rho = 0.735476
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 310
nu = 0.879581
obj = -47.239914, rho = 0.739799
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 310
nu = 0.880829
obj = -53.446248, rho = 0.697634
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -53.361286, rho = 0.692763
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -53.365759, rho = 0.693006
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -53.417150, rho = 0.696141
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 312
nu = 0.879581
obj = -52.866912, rho = 0.701109
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 310
nu = 0.880829
obj = -59.519906, rho = 0.652670
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -59.407800, rho = 0.647074
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -59.413699, rho = 0.647353
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -59.481511, rho = 0.650955
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.879581
obj = -58.884915, rho = 0.656662
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 310
nu = 0.880829
obj = -65.896982, rho = 0.601027
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -65.749061, rho = 0.594599
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -65.756844, rho = 0.594920
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -65.846320, rho = 0.599057
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 318
nu = 0.879581
obj = -65.207811, rho = 0.605612
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 311
nu = 0.880829
obj = -72.432845, rho = 0.541699
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -72.237661, rho = 0.534316
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -72.247931, rho = 0.534684
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -72.365996, rho = 0.539436
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 320
nu = 0.879581
obj = -71.694288, rho = 0.546967
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 314
nu = 0.880829
obj = -78.897615, rho = 0.473554
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -78.640071, rho = 0.465073
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 324
nu = 0.885417
obj = -78.653626, rho = 0.465500
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 340
nu = 0.885417
obj = -78.809407, rho = 0.470956
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 330
nu = 0.879581
obj = -78.119295, rho = 0.479605
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 315
nu = 0.880829
obj = -84.948793, rho = 0.395267
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -84.608957, rho = 0.385525
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 344
nu = 0.885417
obj = -84.626849, rho = 0.386015
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.885417
obj = -84.832402, rho = 0.392285
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.879581
obj = -84.147177, rho = 0.402219
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -90.084058, rho = 0.305347
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 325
nu = 0.885417
obj = -89.635646, rho = 0.294156
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 344
nu = 0.885417
obj = -89.659252, rho = 0.294718
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 343
nu = 0.885417
obj = -89.930478, rho = 0.301921
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.879581
obj = -89.285219, rho = 0.313331
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 345
nu = 0.880829
obj = -93.587936, rho = 0.202052
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 340
nu = 0.885417
obj = -92.996252, rho = 0.189196
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 367
nu = 0.885417
obj = -93.027400, rho = 0.189840
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.885417
obj = -93.385284, rho = 0.198114
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 353
nu = 0.879581
obj = -92.831260, rho = 0.211224
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 424
nu = 0.852990
obj = -94.553135, rho = 0.112368
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 465
nu = 0.850859
obj = -93.828227, rho = 0.104986
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.851215
obj = -93.866252, rho = 0.105341
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 495
nu = 0.855171
obj = -94.304481, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 446
nu = 0.855681
obj = -93.870529, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 520
nu = 0.742571
obj = -94.553135, rho = 0.112368
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 457
nu = 0.740735
obj = -93.828230, rho = 0.104986
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 480
nu = 0.741025
obj = -93.866251, rho = 0.105338
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 497
nu = 0.744465
obj = -94.304481, rho = 0.110338
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 511
nu = 0.744937
obj = -93.870535, rho = 0.118538
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.646437
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.644839
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.645100
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.648106
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.648511
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.562751
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.561360
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.561586
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.564203
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.564555
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.489902
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.488692
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.488889
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.491167
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.491474
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.426484
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.425430
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.425602
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.427585
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.427852
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.371279
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.370361
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.370511
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.372237
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.372470
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.323219
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.322420
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.322550
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.324053
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.324255
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.281375
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.280680
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.280793
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.282101
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.282278
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.244951
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.244346
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.244444
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.245583
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.245737
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.213242
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.212715
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.212801
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.213792
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.213926
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.185639
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.185181
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.185255
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.186119
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.186235
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.161607
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.161207
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.161272
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.162024
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.162125
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.140688
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.140340
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.140397
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.141051
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.141139
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.122476
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.122173
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.122222
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.122792
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.122868
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.106621
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.106358
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.106400
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.106896
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.106963
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.092819
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.092589
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.092627
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.093058
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.093117
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.080804
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.080604
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.080637
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.081013
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.081063
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.070344
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.070170
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.070198
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.070525
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.070569
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.061238
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.061086
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.061111
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.061396
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.061434
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.053311
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.053179
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.053200
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.053448
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.053482
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.046410
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.046295
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.046314
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.046529
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.046558
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.040402
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.040302
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.040318
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.040506
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.040531
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.035172
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.035085
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.035099
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.035263
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.035285
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.030619
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.030543
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.030556
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.030698
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.030717
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.026655
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.026589
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.026600
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.026724
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.026741
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.023205
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.023147
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.023157
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.023265
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.023279
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.020201
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.020151
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.020159
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.020253
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.020266
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.017586
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.017542
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.017550
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.017631
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.017642
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.015309
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.015272
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.015278
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.015349
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.015359
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.013328
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.013295
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.013300
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.013362
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.013370
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.011602
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.011574
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.011578
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.011632
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.011640
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.010100
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.010076
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.010080
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.010127
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.010133
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.008793
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.008771
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.008775
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.008816
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.008821
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.007655
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.007636
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.007639
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.007674
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.007679
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.006664
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.006647
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.006650
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.006681
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.006685
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.005801
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.005787
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.005789
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.005816
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.005820
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.005050
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.005038
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.005040
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.005063
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.005066
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.004396
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.004386
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.004387
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.004408
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.004411
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.003827
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.003818
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.003819
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.003837
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.003840
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.003332
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.003324
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.003325
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.003341
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.003343
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.002901
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.002893
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.002895
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.002908
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.002910
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.002525
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.002519
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.002520
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.002532
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.002533
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.002198
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.002193
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.002194
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.002204
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.002205
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.001914
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.001909
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.001910
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.001919
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.001920
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.001666
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.001662
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.001663
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.001670
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.001671
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.001450
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.001447
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.001447
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.001454
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.001455
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.001263
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.001259
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.001260
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.001266
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.001267
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.001099
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.001096
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.001097
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.001102
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.001103
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 524
nu = 0.000957
obj = -94.553133, rho = 0.112366
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 514
nu = 0.000954
obj = -93.828228, rho = 0.104985
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.000955
obj = -93.866253, rho = 0.105337
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.000959
obj = -94.304480, rho = 0.110339
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.000960
obj = -93.870534, rho = 0.118539
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999433
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999432
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999434
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999436
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999435
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999349
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999336
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999338
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999341
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999351
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999252
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999237
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999240
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999243
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999254
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999141
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999124
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999127
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999131
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999143
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331724, rho = 0.998991
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.998994
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.998997
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331723, rho = 0.999001
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999016
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 151
nu = 0.880829
obj = -0.381025, rho = 0.998310
nSV = 193, nBSV = 104
Total nSV = 193
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.381022, rho = 0.998318
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.381022, rho = 0.998320
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.381024, rho = 0.998330
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 152
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 100
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.437614, rho = 0.998051
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.437609, rho = 0.998060
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437610, rho = 0.998045
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437612, rho = 0.998056
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432468, rho = 0.998060
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502595, rho = 0.997761
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502589, rho = 0.997751
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502590, rho = 0.997754
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502593, rho = 0.997766
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496686, rho = 0.997771
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577214, rho = 0.997428
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577207, rho = 0.997416
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577207, rho = 0.997420
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577211, rho = 0.997434
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570428, rho = 0.997440
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662899, rho = 0.997045
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662890, rho = 0.997032
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.662890, rho = 0.997036
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.662895, rho = 0.997053
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655106, rho = 0.997059
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761266, rho = 0.996424
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761255, rho = 0.996369
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761256, rho = 0.996371
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761262, rho = 0.996407
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752317, rho = 0.996466
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874198, rho = 0.995892
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874183, rho = 0.995830
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874184, rho = 0.995831
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874193, rho = 0.995872
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863923, rho = 0.995941
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003853, rho = 0.995281
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003834, rho = 0.995209
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003835, rho = 0.995211
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003846, rho = 0.995258
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992056, rho = 0.995337
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152664, rho = 0.994580
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152638, rho = 0.994497
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152640, rho = 0.994499
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152655, rho = 0.994553
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139120, rho = 0.994644
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323454, rho = 0.993774
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323420, rho = 0.993679
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323422, rho = 0.993681
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323442, rho = 0.993743
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307906, rho = 0.993847
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -1.519462, rho = 0.992852
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.519420, rho = 0.992740
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.519423, rho = 0.992747
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.519447, rho = 0.992815
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501614, rho = 0.992932
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -1.744412, rho = 0.991789
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.744356, rho = 0.991660
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.744360, rho = 0.991668
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.744392, rho = 0.991747
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723926, rho = 0.991881
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.002429, rho = 0.990567
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.002355, rho = 0.990420
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.002359, rho = 0.990429
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.002402, rho = 0.990519
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978918, rho = 0.990674
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -2.298208, rho = 0.989169
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.298111, rho = 0.988999
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.298116, rho = 0.989007
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.298173, rho = 0.989112
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271233, rho = 0.989288
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -2.637602, rho = 0.987558
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -2.637474, rho = 0.987367
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -2.637482, rho = 0.987378
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.637556, rho = 0.987493
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606654, rho = 0.987695
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 228
nu = 0.880829
obj = -3.026561, rho = 0.985708
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -3.026386, rho = 0.985489
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 218
nu = 0.885417
obj = -3.026396, rho = 0.985501
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.026499, rho = 0.985633
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.879581
obj = -2.991068, rho = 0.985865
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -3.472433, rho = 0.983583
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 219
nu = 0.885417
obj = -3.472200, rho = 0.983331
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -3.472215, rho = 0.983345
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -3.472350, rho = 0.983497
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.879581
obj = -3.431730, rho = 0.983763
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 233
nu = 0.880829
obj = -3.983281, rho = 0.981141
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -3.982976, rho = 0.980851
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -3.982994, rho = 0.980868
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -3.983172, rho = 0.981042
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.879581
obj = -3.936618, rho = 0.981348
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 236
nu = 0.880829
obj = -4.568336, rho = 0.978336
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -4.567933, rho = 0.978003
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -4.567957, rho = 0.978023
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -4.568192, rho = 0.978223
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.879581
obj = -4.514853, rho = 0.978574
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 238
nu = 0.880829
obj = -5.237932, rho = 0.975115
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -5.237399, rho = 0.974732
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -5.237432, rho = 0.974755
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -5.237741, rho = 0.974985
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.879581
obj = -5.176654, rho = 0.975388
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 279
nu = 0.880829
obj = -6.004108, rho = 0.971410
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -6.003393, rho = 0.970975
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -6.003436, rho = 0.971001
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 265
nu = 0.885417
obj = -6.003853, rho = 0.971264
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.933919, rho = 0.971728
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 281
nu = 0.880829
obj = -6.880133, rho = 0.967159
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -6.879190, rho = 0.966655
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -6.879249, rho = 0.966685
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 271
nu = 0.885417
obj = -6.879799, rho = 0.966991
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799781, rho = 0.967524
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 281
nu = 0.880829
obj = -7.880930, rho = 0.962276
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -7.879687, rho = 0.961696
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 241
nu = 0.885417
obj = -7.879764, rho = 0.961731
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 273
nu = 0.885417
obj = -7.880489, rho = 0.962081
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.788992, rho = 0.962696
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 281
nu = 0.880829
obj = -9.023513, rho = 0.956666
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -9.021875, rho = 0.956001
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.885417
obj = -9.021977, rho = 0.956038
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 273
nu = 0.885417
obj = -9.022932, rho = 0.956443
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918382, rho = 0.957149
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 281
nu = 0.880829
obj = -10.326765, rho = 0.950222
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 244
nu = 0.885417
obj = -10.324605, rho = 0.949455
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 246
nu = 0.885417
obj = -10.324737, rho = 0.949501
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 274
nu = 0.885417
obj = -10.325998, rho = 0.949965
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.206629, rho = 0.950776
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 281
nu = 0.880829
obj = -11.811452, rho = 0.942820
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -11.808603, rho = 0.941938
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 251
nu = 0.885417
obj = -11.808779, rho = 0.941990
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 290
nu = 0.885417
obj = -11.810445, rho = 0.942525
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 290
nu = 0.879581
obj = -11.674293, rho = 0.943457
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 284
nu = 0.880829
obj = -13.500476, rho = 0.934322
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 249
nu = 0.885417
obj = -13.496716, rho = 0.933301
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 254
nu = 0.885417
obj = -13.496948, rho = 0.933365
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -13.499146, rho = 0.933979
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.879581
obj = -13.344020, rho = 0.935049
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -15.419282, rho = 0.924556
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 250
nu = 0.885417
obj = -15.414320, rho = 0.923381
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -15.414630, rho = 0.923452
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -15.417526, rho = 0.924161
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.879581
obj = -15.241009, rho = 0.925391
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 290
nu = 0.880829
obj = -17.595304, rho = 0.913336
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 270
nu = 0.885417
obj = -17.588761, rho = 0.911986
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 283
nu = 0.885417
obj = -17.589169, rho = 0.912068
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -17.592986, rho = 0.912883
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.879581
obj = -17.392430, rho = 0.914296
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 291
nu = 0.880829
obj = -20.057064, rho = 0.900450
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 277
nu = 0.885417
obj = -20.048433, rho = 0.898899
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -20.048971, rho = 0.898992
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -20.054006, rho = 0.899930
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.879581
obj = -19.826548, rho = 0.901553
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 291
nu = 0.880829
obj = -22.836152, rho = 0.885645
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -22.824767, rho = 0.883863
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -22.825475, rho = 0.883970
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 318
nu = 0.885417
obj = -22.832125, rho = 0.885048
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.879581
obj = -22.574684, rho = 0.886912
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 293
nu = 0.880829
obj = -25.962740, rho = 0.868642
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -25.947717, rho = 0.866594
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -25.948653, rho = 0.866715
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 324
nu = 0.885417
obj = -25.957427, rho = 0.867956
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 303
nu = 0.879581
obj = -25.666787, rho = 0.870097
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 304
nu = 0.880829
obj = -29.467688, rho = 0.849114
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -29.447866, rho = 0.846756
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -29.449099, rho = 0.846900
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 324
nu = 0.885417
obj = -29.460676, rho = 0.848326
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 306
nu = 0.879581
obj = -29.133531, rho = 0.850785
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 310
nu = 0.880829
obj = -33.382422, rho = 0.826668
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -33.356265, rho = 0.823963
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -33.357890, rho = 0.824128
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 327
nu = 0.885417
obj = -33.373167, rho = 0.825766
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 309
nu = 0.879581
obj = -33.006210, rho = 0.828591
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 315
nu = 0.880829
obj = -37.728266, rho = 0.800896
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -37.693751, rho = 0.797788
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -37.695894, rho = 0.797979
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 327
nu = 0.885417
obj = -37.716052, rho = 0.799860
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 315
nu = 0.879581
obj = -37.306204, rho = 0.803105
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -42.522761, rho = 0.771293
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -42.477219, rho = 0.767723
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -42.480047, rho = 0.767942
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -42.506646, rho = 0.770106
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.879581
obj = -42.051259, rho = 0.773830
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -47.771376, rho = 0.737278
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -47.711281, rho = 0.733178
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -47.715013, rho = 0.733429
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.885417
obj = -47.750116, rho = 0.735914
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 332
nu = 0.879581
obj = -47.247323, rho = 0.740192
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -53.455485, rho = 0.698214
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -53.376189, rho = 0.693504
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -53.381114, rho = 0.693792
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 343
nu = 0.885417
obj = -53.427431, rho = 0.696647
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 343
nu = 0.879581
obj = -52.876691, rho = 0.701561
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 320
nu = 0.880829
obj = -59.532095, rho = 0.653336
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 322
nu = 0.885417
obj = -59.427464, rho = 0.647925
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 314
nu = 0.885417
obj = -59.433962, rho = 0.648260
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 343
nu = 0.885417
obj = -59.495077, rho = 0.651536
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.879581
obj = -58.897821, rho = 0.657180
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 331
nu = 0.880829
obj = -65.913069, rho = 0.601788
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -65.775011, rho = 0.595580
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -65.783582, rho = 0.595961
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 343
nu = 0.885417
obj = -65.864221, rho = 0.599724
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.879581
obj = -65.224842, rho = 0.606207
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 355
nu = 0.880829
obj = -72.454078, rho = 0.542573
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -72.271903, rho = 0.535445
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -72.283216, rho = 0.535882
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 343
nu = 0.885417
obj = -72.389616, rho = 0.540203
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.879581
obj = -71.716759, rho = 0.547651
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 365
nu = 0.880829
obj = -78.925633, rho = 0.474559
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -78.685254, rho = 0.466368
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -78.700181, rho = 0.466869
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 368
nu = 0.885417
obj = -78.840580, rho = 0.471833
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.879581
obj = -78.148943, rho = 0.480391
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 366
nu = 0.880829
obj = -84.985764, rho = 0.396421
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 342
nu = 0.885417
obj = -84.668577, rho = 0.387013
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -84.688273, rho = 0.387588
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.885417
obj = -84.873538, rho = 0.393290
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.879581
obj = -84.186298, rho = 0.403121
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 369
nu = 0.880829
obj = -90.132841, rho = 0.306673
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 342
nu = 0.885417
obj = -89.714311, rho = 0.295865
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 340
nu = 0.885417
obj = -89.740302, rho = 0.296529
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.885417
obj = -89.984758, rho = 0.303076
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.879581
obj = -89.336837, rho = 0.314368
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 391
nu = 0.880829
obj = -93.652304, rho = 0.203575
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 368
nu = 0.885417
obj = -93.100051, rho = 0.191162
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.885417
obj = -93.134344, rho = 0.191923
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 392
nu = 0.885417
obj = -93.456908, rho = 0.199444
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 375
nu = 0.879581
obj = -92.899369, rho = 0.212415
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 478
nu = 0.853732
obj = -94.632845, rho = 0.113320
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 459
nu = 0.851997
obj = -93.953749, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.852385
obj = -93.995682, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 511
nu = 0.855985
obj = -94.391732, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 410
nu = 0.856442
obj = -93.954466, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 517
nu = 0.743209
obj = -94.632847, rho = 0.113316
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 478
nu = 0.741707
obj = -93.953741, rho = 0.105960
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.742038
obj = -93.995681, rho = 0.106401
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 488
nu = 0.745163
obj = -94.391729, rho = 0.110989
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 480
nu = 0.745602
obj = -93.954464, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.646989
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.645671
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.645972
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.648705
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.649075
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.563231
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.562084
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.562346
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.564724
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.565046
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.490321
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.489322
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.489550
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.491621
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.491901
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.426848
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.425979
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.426177
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.427980
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.428224
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.371596
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.370839
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.371012
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.372581
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.372794
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.323494
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.322836
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.322986
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.324352
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.324537
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.281615
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.281042
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.281173
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.282362
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.282523
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.245160
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.244661
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.244775
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.245810
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.245951
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.213424
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.212989
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.213089
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.213990
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.214112
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.185798
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.185419
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.185506
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.186291
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.186397
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.161745
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.161415
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.161490
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.162174
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.162266
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.140808
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.140521
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.140586
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.141181
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.141262
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.122580
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.122331
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.122388
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.122905
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.122975
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.106712
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.106495
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.106544
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.106995
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.107056
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.092898
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.092709
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.092752
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.093144
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.093198
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.080873
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.080708
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.080746
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.081087
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.081134
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.070404
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.070260
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.070293
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.070591
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.070631
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.061290
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.061165
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.061194
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.061453
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.061488
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.053356
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.053247
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.053272
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.053498
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.053528
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.046449
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.046355
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.046376
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.046572
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.046599
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.040436
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.040354
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.040373
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.040544
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.040567
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.035202
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.035130
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.035147
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.035295
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.035315
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.030645
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.030583
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.030597
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.030726
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.030744
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.026678
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.026624
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.026636
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.026749
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.026764
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.023225
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.023177
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.023188
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.023286
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.023299
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.020218
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.020177
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.020186
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.020272
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.020283
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.017601
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.017565
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.017573
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.017648
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.017658
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.015323
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.015291
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.015298
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.015363
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.015372
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.013339
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.013312
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.013318
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.013374
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.013382
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.011612
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.011589
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.011594
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.011643
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.011650
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.010109
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.010088
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.010093
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.010136
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.010142
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.008800
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.008783
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.008787
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.008824
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.008829
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.007661
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.007646
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.007649
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.007682
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.007686
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.006670
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.006656
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.006659
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.006687
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.006691
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.005806
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.005794
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.005797
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.005822
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.005825
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.005055
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.005044
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.005047
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.005068
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.005071
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.004400
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.004391
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.004393
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.004412
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.004414
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.003831
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.003823
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.003825
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.003841
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.003843
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.003335
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.003328
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.003330
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.003344
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.003346
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.002903
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.002897
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.002899
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.002911
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.002912
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.002527
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.002522
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.002523
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.002534
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.002535
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.002200
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.002196
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.002197
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.002206
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.002207
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.001915
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.001911
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.001912
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.001920
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.001921
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.001667
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.001664
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.001665
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.001672
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.001673
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.001452
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.001449
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.001449
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.001455
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.001456
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.001264
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.001261
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.001262
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.001267
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.001268
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.001100
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.001098
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.001098
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.001103
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.001104
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.000958
obj = -94.632843, rho = 0.113318
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 512
nu = 0.000956
obj = -93.953746, rho = 0.105961
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.000956
obj = -93.995677, rho = 0.106402
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.000960
obj = -94.391734, rho = 0.110991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 483
nu = 0.000961
obj = -93.954468, rho = 0.119082
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999511
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999435
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999434
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999436
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999437
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999436
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999351
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999340
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999342
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999344
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999352
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999255
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999242
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999244
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999246
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999256
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999144
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999129
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999132
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999134
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999146
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.331724, rho = 0.999017
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.999000
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.999003
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331723, rho = 0.999005
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999019
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.381026, rho = 0.998307
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 145
nu = 0.885417
obj = -0.381022, rho = 0.998323
nSV = 192, nBSV = 110
Total nSV = 192
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.381022, rho = 0.998318
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.381024, rho = 0.998325
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998313
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.437614, rho = 0.998055
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 147
nu = 0.885417
obj = -0.437610, rho = 0.998056
nSV = 192, nBSV = 108
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437610, rho = 0.998050
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998059
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432468, rho = 0.998062
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502595, rho = 0.997765
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502590, rho = 0.997758
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502590, rho = 0.997761
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502593, rho = 0.997770
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496686, rho = 0.997774
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577214, rho = 0.997433
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577208, rho = 0.997424
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.577208, rho = 0.997428
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577212, rho = 0.997439
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570428, rho = 0.997443
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662900, rho = 0.997051
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662891, rho = 0.997028
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662891, rho = 0.997032
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662896, rho = 0.997045
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655107, rho = 0.997063
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761267, rho = 0.996430
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761257, rho = 0.996376
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761257, rho = 0.996379
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761263, rho = 0.996411
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752318, rho = 0.996470
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874199, rho = 0.995899
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874185, rho = 0.995837
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874186, rho = 0.995840
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874194, rho = 0.995878
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863924, rho = 0.995945
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003855, rho = 0.995289
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003837, rho = 0.995218
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003838, rho = 0.995222
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003848, rho = 0.995265
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992058, rho = 0.995342
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152666, rho = 0.994588
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152642, rho = 0.994506
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152644, rho = 0.994511
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152657, rho = 0.994561
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139122, rho = 0.994650
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323457, rho = 0.993784
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323425, rho = 0.993690
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323427, rho = 0.993695
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323445, rho = 0.993752
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307909, rho = 0.993854
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.519466, rho = 0.992859
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -1.519426, rho = 0.992753
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519428, rho = 0.992758
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.519451, rho = 0.992825
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501617, rho = 0.992940
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -1.744417, rho = 0.991801
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.744365, rho = 0.991679
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -1.744368, rho = 0.991686
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.744398, rho = 0.991757
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723931, rho = 0.991890
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.002435, rho = 0.990582
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.002366, rho = 0.990441
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.002370, rho = 0.990449
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.002409, rho = 0.990532
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978925, rho = 0.990684
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.298217, rho = 0.989182
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.298126, rho = 0.989023
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.298131, rho = 0.989030
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.298183, rho = 0.989126
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271242, rho = 0.989300
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 208
nu = 0.880829
obj = -2.637614, rho = 0.987577
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -2.637494, rho = 0.987393
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -2.637501, rho = 0.987404
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.637569, rho = 0.987509
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606665, rho = 0.987708
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 228
nu = 0.880829
obj = -3.026577, rho = 0.985730
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 217
nu = 0.885417
obj = -3.026412, rho = 0.985519
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 221
nu = 0.885417
obj = -3.026422, rho = 0.985531
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.026516, rho = 0.985652
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.879581
obj = -2.991084, rho = 0.985881
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 234
nu = 0.880829
obj = -3.472453, rho = 0.983608
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 222
nu = 0.885417
obj = -3.472236, rho = 0.983365
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -3.472249, rho = 0.983379
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -3.472372, rho = 0.983518
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.879581
obj = -3.431751, rho = 0.983781
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 234
nu = 0.880829
obj = -3.983309, rho = 0.981170
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -3.983022, rho = 0.980891
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -3.983039, rho = 0.980907
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -3.983202, rho = 0.981067
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.879581
obj = -3.936644, rho = 0.981369
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 238
nu = 0.880829
obj = -4.568373, rho = 0.978369
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -4.567994, rho = 0.978049
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -4.568016, rho = 0.978068
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -4.568231, rho = 0.978251
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 244
nu = 0.879581
obj = -4.514888, rho = 0.978598
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -5.237981, rho = 0.975149
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -5.237479, rho = 0.974786
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -5.237509, rho = 0.974807
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -5.237793, rho = 0.975017
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176701, rho = 0.975415
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 280
nu = 0.880829
obj = -6.004172, rho = 0.971453
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -6.003499, rho = 0.971032
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -6.003538, rho = 0.971057
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 265
nu = 0.885417
obj = -6.003922, rho = 0.971302
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.933981, rho = 0.971759
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 280
nu = 0.880829
obj = -6.880217, rho = 0.967208
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -6.879333, rho = 0.966724
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 243
nu = 0.885417
obj = -6.879385, rho = 0.966752
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 271
nu = 0.885417
obj = -6.879890, rho = 0.967034
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799862, rho = 0.967560
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 281
nu = 0.880829
obj = -7.881041, rho = 0.962332
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 244
nu = 0.885417
obj = -7.879876, rho = 0.961776
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.885417
obj = -7.879943, rho = 0.961807
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 273
nu = 0.885417
obj = -7.880609, rho = 0.962131
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789099, rho = 0.962737
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 281
nu = 0.880829
obj = -9.023660, rho = 0.956731
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -9.022123, rho = 0.956091
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 251
nu = 0.885417
obj = -9.022213, rho = 0.956127
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 279
nu = 0.885417
obj = -9.023092, rho = 0.956499
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918524, rho = 0.957196
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 281
nu = 0.880829
obj = -10.326959, rho = 0.950297
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -10.324930, rho = 0.949561
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 254
nu = 0.885417
obj = -10.325050, rho = 0.949603
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 282
nu = 0.885417
obj = -10.326210, rho = 0.950030
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.206817, rho = 0.950831
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 281
nu = 0.880829
obj = -11.811708, rho = 0.942906
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 254
nu = 0.885417
obj = -11.809034, rho = 0.942055
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 256
nu = 0.885417
obj = -11.809190, rho = 0.942105
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 287
nu = 0.885417
obj = -11.810722, rho = 0.942600
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674539, rho = 0.943519
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 288
nu = 0.880829
obj = -13.500815, rho = 0.934417
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 269
nu = 0.885417
obj = -13.497288, rho = 0.933439
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 280
nu = 0.885417
obj = -13.497498, rho = 0.933495
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -13.499511, rho = 0.934065
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.879581
obj = -13.344345, rho = 0.935121
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 294
nu = 0.880829
obj = -15.419730, rho = 0.924664
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 284
nu = 0.885417
obj = -15.415079, rho = 0.923541
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -15.415354, rho = 0.923606
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -15.418007, rho = 0.924260
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.879581
obj = -15.241438, rho = 0.925474
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 294
nu = 0.880829
obj = -17.595894, rho = 0.913461
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -17.589759, rho = 0.912170
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -17.590122, rho = 0.912245
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -17.593622, rho = 0.912997
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.879581
obj = -17.392996, rho = 0.914391
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 294
nu = 0.880829
obj = -20.057843, rho = 0.900594
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -20.049748, rho = 0.899107
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.050228, rho = 0.899196
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -20.054845, rho = 0.900061
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.879581
obj = -19.827295, rho = 0.901662
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 294
nu = 0.880829
obj = -22.837180, rho = 0.885810
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -22.826501, rho = 0.884100
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -22.827131, rho = 0.884205
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 306
nu = 0.885417
obj = -22.833229, rho = 0.885198
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 304
nu = 0.879581
obj = -22.575672, rho = 0.887037
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 303
nu = 0.880829
obj = -25.964099, rho = 0.868832
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -25.950005, rho = 0.866868
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -25.950837, rho = 0.866988
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 306
nu = 0.885417
obj = -25.958883, rho = 0.868128
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 312
nu = 0.879581
obj = -25.668092, rho = 0.870241
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -29.469483, rho = 0.849332
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -29.450883, rho = 0.847076
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -29.451980, rho = 0.847214
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -29.462597, rho = 0.848525
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 319
nu = 0.879581
obj = -29.135253, rho = 0.850951
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 323
nu = 0.880829
obj = -33.384790, rho = 0.826922
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -33.360244, rho = 0.824330
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -33.361692, rho = 0.824488
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 324
nu = 0.885417
obj = -33.375706, rho = 0.825994
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.879581
obj = -33.008482, rho = 0.828782
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 326
nu = 0.880829
obj = -37.731389, rho = 0.801187
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -37.699000, rho = 0.798211
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -37.700911, rho = 0.798391
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 324
nu = 0.885417
obj = -37.719402, rho = 0.800122
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.879581
obj = -37.309201, rho = 0.803324
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 327
nu = 0.880829
obj = -42.526881, rho = 0.771628
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -42.484145, rho = 0.768209
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -42.486667, rho = 0.768412
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -42.511070, rho = 0.770404
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -42.055217, rho = 0.774082
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 329
nu = 0.880829
obj = -47.776815, rho = 0.737662
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -47.720421, rho = 0.733735
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -47.723750, rho = 0.733968
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -47.755951, rho = 0.736257
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -47.252542, rho = 0.740482
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 358
nu = 0.880829
obj = -53.462668, rho = 0.698655
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 314
nu = 0.885417
obj = -53.388252, rho = 0.694144
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -53.392642, rho = 0.694412
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -53.435131, rho = 0.697041
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -52.883574, rho = 0.701894
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 360
nu = 0.880829
obj = -59.541574, rho = 0.653847
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 325
nu = 0.885417
obj = -59.443382, rho = 0.648662
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 313
nu = 0.885417
obj = -59.449172, rho = 0.648968
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 348
nu = 0.885417
obj = -59.505237, rho = 0.651987
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -58.906901, rho = 0.657564
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 360
nu = 0.880829
obj = -65.925572, rho = 0.602378
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 326
nu = 0.885417
obj = -65.796011, rho = 0.596423
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 313
nu = 0.885417
obj = -65.803651, rho = 0.596775
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 348
nu = 0.885417
obj = -65.877627, rho = 0.600242
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 349
nu = 0.879581
obj = -65.236822, rho = 0.606649
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 360
nu = 0.880829
obj = -72.470570, rho = 0.543252
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 330
nu = 0.885417
obj = -72.299613, rho = 0.536415
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 314
nu = 0.885417
obj = -72.309693, rho = 0.536815
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 352
nu = 0.885417
obj = -72.407306, rho = 0.540798
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.879581
obj = -71.732569, rho = 0.548158
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 361
nu = 0.880829
obj = -78.947391, rho = 0.475338
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 334
nu = 0.885417
obj = -78.721817, rho = 0.467485
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 322
nu = 0.885417
obj = -78.735118, rho = 0.467945
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 357
nu = 0.885417
obj = -78.863917, rho = 0.472520
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 359
nu = 0.879581
obj = -78.169804, rho = 0.480973
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 367
nu = 0.880829
obj = -85.014476, rho = 0.397317
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -84.716823, rho = 0.388295
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 326
nu = 0.885417
obj = -84.734376, rho = 0.388824
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 359
nu = 0.885417
obj = -84.904328, rho = 0.394079
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.879581
obj = -84.213827, rho = 0.403790
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -90.170732, rho = 0.307701
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -89.777973, rho = 0.297338
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 326
nu = 0.885417
obj = -89.801133, rho = 0.297945
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.885417
obj = -90.025385, rho = 0.303982
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.879581
obj = -89.373163, rho = 0.315137
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 407
nu = 0.880829
obj = -93.702302, rho = 0.204756
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 359
nu = 0.885417
obj = -93.184055, rho = 0.192854
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 349
nu = 0.885417
obj = -93.214613, rho = 0.193551
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 378
nu = 0.885417
obj = -93.510516, rho = 0.200485
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 381
nu = 0.879581
obj = -92.947301, rho = 0.213298
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 494
nu = 0.854276
obj = -94.694860, rho = 0.114054
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 537
nu = 0.852955
obj = -94.056124, rho = 0.106858
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 560
nu = 0.853246
obj = -94.093561, rho = 0.107274
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 512
nu = 0.856540
obj = -94.457555, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 449
nu = 0.857011
obj = -94.014082, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.743681
obj = -94.694863, rho = 0.114055
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 532
nu = 0.742508
obj = -94.056127, rho = 0.106858
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 509
nu = 0.742802
obj = -94.093562, rho = 0.107274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 505
nu = 0.745713
obj = -94.457554, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 491
nu = 0.746068
obj = -94.014082, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.647429
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.646389
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.646653
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.649179
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.649501
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.563614
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.562709
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.562938
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.565138
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.565418
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.490654
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.489866
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.490066
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.491981
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.492225
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.427139
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.426452
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.426627
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.428293
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.428506
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.371848
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.371251
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.371403
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.372854
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.373039
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.323714
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.323195
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.323326
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.324590
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.324751
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.281807
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.281354
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.281469
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.282569
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.282709
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.245327
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.244933
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.245033
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.245990
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.246112
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.213569
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.213226
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.213313
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.214147
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.214253
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.185924
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.185626
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.185701
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.186427
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.186519
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.161855
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.161595
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.161661
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.162292
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.162373
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.140903
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.140677
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.140735
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.141284
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.141354
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.122664
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.122466
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.122516
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.122995
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.123056
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.106785
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.106613
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.106657
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.107073
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.107126
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.092961
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.092812
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.092850
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.093213
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.093259
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.080928
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.080798
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.080831
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.081147
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.081187
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.070452
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.070339
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.070367
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.070642
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.070677
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.061332
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.061233
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.061258
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.061498
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.061528
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.053392
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.053307
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.053328
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.053537
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.053563
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.046481
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.046406
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.046425
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.046606
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.046630
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.040464
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.040399
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.040415
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.040573
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.040593
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.035226
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.035169
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.035184
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.035321
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.035339
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.030666
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.030617
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.030629
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.030749
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.030764
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.026696
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.026653
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.026664
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.026768
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.026782
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.023240
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.023203
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.023213
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.023303
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.023315
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.020232
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.020199
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.020208
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.020287
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.020297
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.017613
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.017585
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.017592
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.017661
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.017669
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.015333
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.015308
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.015315
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.015374
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.015382
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.013348
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.013327
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.013332
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.013384
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.013391
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.011620
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.011602
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.011606
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.011652
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.011657
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.010116
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.010100
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.010104
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.010143
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.010148
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.008806
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.008792
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.008796
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.008830
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.008835
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.007666
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.007654
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.007657
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.007687
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.007691
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.006674
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.006663
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.006666
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.006692
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.006695
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.005810
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.005801
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.005803
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.005826
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.005829
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.005058
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.005050
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.005052
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.005072
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.005074
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.004403
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.004396
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.004398
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.004415
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.004417
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.003833
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.003827
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.003829
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.003844
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.003846
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.003337
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.003332
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.003333
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.003346
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.003348
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.002905
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.002900
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.002902
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.002913
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.002914
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.002529
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.002525
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.002526
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.002536
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.002537
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.002202
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.002198
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.002199
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.002208
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.002209
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.001917
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.001914
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.001914
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.001922
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.001923
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.001669
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.001666
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.001667
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.001673
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.001674
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.001453
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.001450
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.001451
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.001456
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.001457
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.001264
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.001262
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.001263
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.001268
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.001269
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.001101
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.001099
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.001099
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.001104
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.001104
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 586
nu = 0.000958
obj = -94.694867, rho = 0.114053
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.000957
obj = -94.056123, rho = 0.106859
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 530
nu = 0.000957
obj = -94.093562, rho = 0.107276
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 534
nu = 0.000961
obj = -94.457551, rho = 0.111527
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 503
nu = 0.000961
obj = -94.014078, rho = 0.119511
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999437
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999436
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999437
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999437
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999353
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999343
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999345
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999346
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999354
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999257
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999246
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999247
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999249
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999258
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999146
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999133
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999135
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999137
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999147
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.331724, rho = 0.999019
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.999005
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.999007
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331723, rho = 0.999008
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999020
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.381026, rho = 0.998309
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.381023, rho = 0.998321
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.381023, rho = 0.998322
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.381024, rho = 0.998328
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998315
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.437614, rho = 0.998058
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437611, rho = 0.998053
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437611, rho = 0.998055
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998062
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998064
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502596, rho = 0.997769
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502591, rho = 0.997764
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502591, rho = 0.997766
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502594, rho = 0.997774
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496686, rho = 0.997776
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577215, rho = 0.997437
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577209, rho = 0.997420
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577209, rho = 0.997422
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577212, rho = 0.997431
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997446
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662900, rho = 0.997056
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662892, rho = 0.997036
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662892, rho = 0.997039
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662897, rho = 0.997049
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997066
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761268, rho = 0.996434
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761258, rho = 0.996383
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761258, rho = 0.996385
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761264, rho = 0.996416
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752319, rho = 0.996473
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874200, rho = 0.995904
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874187, rho = 0.995845
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874188, rho = 0.995848
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874195, rho = 0.995883
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863925, rho = 0.995948
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003856, rho = 0.995295
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003839, rho = 0.995227
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003840, rho = 0.995231
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003850, rho = 0.995270
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992059, rho = 0.995346
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152668, rho = 0.994596
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152645, rho = 0.994518
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152646, rho = 0.994521
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152659, rho = 0.994567
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139124, rho = 0.994654
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323459, rho = 0.993792
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323429, rho = 0.993702
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323431, rho = 0.993707
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323448, rho = 0.993759
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307911, rho = 0.993859
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.519469, rho = 0.992869
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519431, rho = 0.992766
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519433, rho = 0.992771
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519454, rho = 0.992831
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501620, rho = 0.992946
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.744421, rho = 0.991808
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -1.744372, rho = 0.991692
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -1.744374, rho = 0.991697
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -1.744402, rho = 0.991766
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723934, rho = 0.991897
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.002441, rho = 0.990593
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.002375, rho = 0.990460
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.002378, rho = 0.990466
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.002415, rho = 0.990542
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978929, rho = 0.990692
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.298224, rho = 0.989195
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.298138, rho = 0.989043
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 215
nu = 0.885417
obj = -2.298142, rho = 0.989049
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.298190, rho = 0.989136
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271247, rho = 0.989308
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.637623, rho = 0.987588
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.637509, rho = 0.987413
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.637515, rho = 0.987422
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.637578, rho = 0.987522
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606673, rho = 0.987718
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 234
nu = 0.880829
obj = -3.026590, rho = 0.985743
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 220
nu = 0.885417
obj = -3.026434, rho = 0.985542
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 223
nu = 0.885417
obj = -3.026442, rho = 0.985552
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -3.026530, rho = 0.985667
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 241
nu = 0.879581
obj = -2.991095, rho = 0.985892
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 235
nu = 0.880829
obj = -3.472470, rho = 0.983623
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -3.472264, rho = 0.983392
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 226
nu = 0.885417
obj = -3.472274, rho = 0.983403
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -3.472389, rho = 0.983535
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.879581
obj = -3.431765, rho = 0.983794
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.983332, rho = 0.981187
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -3.983060, rho = 0.980922
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.983073, rho = 0.980934
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.983225, rho = 0.981087
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936663, rho = 0.981383
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -4.568402, rho = 0.978389
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -4.568044, rho = 0.978084
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -4.568061, rho = 0.978099
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -4.568262, rho = 0.978274
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514912, rho = 0.978615
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -5.238018, rho = 0.975176
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -5.237545, rho = 0.974826
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -5.237567, rho = 0.974843
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -5.237833, rho = 0.975044
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176733, rho = 0.975435
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 280
nu = 0.880829
obj = -6.004222, rho = 0.971487
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -6.003587, rho = 0.971082
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 240
nu = 0.885417
obj = -6.003618, rho = 0.971102
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 271
nu = 0.885417
obj = -6.003977, rho = 0.971332
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934022, rho = 0.971782
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 280
nu = 0.880829
obj = -6.880283, rho = 0.967247
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 243
nu = 0.885417
obj = -6.879449, rho = 0.966782
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 246
nu = 0.885417
obj = -6.879489, rho = 0.966803
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 273
nu = 0.885417
obj = -6.879960, rho = 0.967068
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799917, rho = 0.967586
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 280
nu = 0.880829
obj = -7.881128, rho = 0.962377
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 247
nu = 0.885417
obj = -7.880028, rho = 0.961841
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 254
nu = 0.885417
obj = -7.880082, rho = 0.961866
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 282
nu = 0.885417
obj = -7.880704, rho = 0.962171
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789172, rho = 0.962767
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 280
nu = 0.880829
obj = -9.023774, rho = 0.956783
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 252
nu = 0.885417
obj = -9.022325, rho = 0.956165
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 255
nu = 0.885417
obj = -9.022395, rho = 0.956195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 283
nu = 0.885417
obj = -9.023216, rho = 0.956544
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918620, rho = 0.957230
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 280
nu = 0.880829
obj = -10.327109, rho = 0.950357
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 253
nu = 0.885417
obj = -10.325197, rho = 0.949647
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 255
nu = 0.885417
obj = -10.325289, rho = 0.949680
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 283
nu = 0.885417
obj = -10.326372, rho = 0.950082
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.206943, rho = 0.950870
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 282
nu = 0.880829
obj = -11.811907, rho = 0.942974
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 264
nu = 0.885417
obj = -11.809387, rho = 0.942155
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 278
nu = 0.885417
obj = -11.809512, rho = 0.942194
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 287
nu = 0.885417
obj = -11.810936, rho = 0.942659
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674705, rho = 0.943564
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 294
nu = 0.880829
obj = -13.501079, rho = 0.934495
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -13.497758, rho = 0.933554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -13.497920, rho = 0.933599
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -13.499794, rho = 0.934133
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344564, rho = 0.935173
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 296
nu = 0.880829
obj = -15.420077, rho = 0.924752
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -15.415697, rho = 0.923673
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.415910, rho = 0.923725
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -15.418380, rho = 0.924339
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.241726, rho = 0.925533
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 296
nu = 0.880829
obj = -17.596352, rho = 0.913561
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.590573, rho = 0.912323
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -17.590854, rho = 0.912385
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -17.594114, rho = 0.913087
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 285
nu = 0.879581
obj = -17.393376, rho = 0.914459
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 301
nu = 0.880829
obj = -20.058448, rho = 0.900709
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -20.050822, rho = 0.899289
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -20.051192, rho = 0.899358
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -20.055494, rho = 0.900164
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.879581
obj = -19.827798, rho = 0.901741
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -22.837981, rho = 0.885942
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -22.827916, rho = 0.884312
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -22.828404, rho = 0.884391
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -22.834083, rho = 0.885317
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 312
nu = 0.879581
obj = -22.576338, rho = 0.887127
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 336
nu = 0.880829
obj = -25.965161, rho = 0.868982
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -25.951872, rho = 0.867110
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -25.952516, rho = 0.867201
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -25.960009, rho = 0.868265
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.879581
obj = -25.668971, rho = 0.870345
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 337
nu = 0.880829
obj = -29.470880, rho = 0.849505
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -29.453347, rho = 0.847358
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -29.454197, rho = 0.847462
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -29.464083, rho = 0.848683
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.879581
obj = -29.136410, rho = 0.851070
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 337
nu = 0.880829
obj = -33.386632, rho = 0.827121
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 306
nu = 0.885417
obj = -33.363496, rho = 0.824655
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 314
nu = 0.885417
obj = -33.364619, rho = 0.824774
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -33.377662, rho = 0.826176
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 327
nu = 0.879581
obj = -33.010011, rho = 0.828918
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 346
nu = 0.880829
obj = -37.733821, rho = 0.801416
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -37.703292, rho = 0.798583
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 314
nu = 0.885417
obj = -37.704773, rho = 0.798720
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -37.721986, rho = 0.800333
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -37.311220, rho = 0.803481
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 359
nu = 0.880829
obj = -42.530094, rho = 0.771890
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -42.489809, rho = 0.768634
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 315
nu = 0.885417
obj = -42.491763, rho = 0.768793
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 326
nu = 0.885417
obj = -42.514480, rho = 0.770646
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -42.057878, rho = 0.774262
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 359
nu = 0.880829
obj = -47.781054, rho = 0.737964
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -47.727894, rho = 0.734224
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.885417
obj = -47.730473, rho = 0.734406
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -47.760453, rho = 0.736535
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -47.256053, rho = 0.740689
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 360
nu = 0.880829
obj = -53.468254, rho = 0.699002
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -53.398111, rho = 0.694706
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -53.401514, rho = 0.694911
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -53.441072, rho = 0.697361
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -52.888207, rho = 0.702132
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 362
nu = 0.880829
obj = -59.548944, rho = 0.654245
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 313
nu = 0.885417
obj = -59.456388, rho = 0.649303
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -59.460878, rho = 0.649542
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -59.513076, rho = 0.652356
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -58.913014, rho = 0.657837
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 362
nu = 0.880829
obj = -65.935297, rho = 0.602836
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -65.813173, rho = 0.597157
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 325
nu = 0.885417
obj = -65.819099, rho = 0.597433
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 343
nu = 0.885417
obj = -65.887972, rho = 0.600667
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -65.244886, rho = 0.606962
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 363
nu = 0.880829
obj = -72.483402, rho = 0.543777
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 324
nu = 0.885417
obj = -72.322259, rho = 0.537255
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.885417
obj = -72.330079, rho = 0.537572
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -72.420957, rho = 0.541287
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.879581
obj = -71.743213, rho = 0.548517
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 363
nu = 0.880829
obj = -78.964323, rho = 0.475942
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -78.751698, rho = 0.468449
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 340
nu = 0.885417
obj = -78.762017, rho = 0.468812
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -78.881927, rho = 0.473081
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 366
nu = 0.879581
obj = -78.183850, rho = 0.481386
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 387
nu = 0.880829
obj = -85.036824, rho = 0.398010
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -84.756251, rho = 0.389403
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 340
nu = 0.885417
obj = -84.769868, rho = 0.389820
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -84.928093, rho = 0.394723
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 372
nu = 0.879581
obj = -84.232361, rho = 0.404264
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 391
nu = 0.880829
obj = -90.200214, rho = 0.308501
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -89.829999, rho = 0.298611
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -89.847965, rho = 0.299089
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -90.056743, rho = 0.304722
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 372
nu = 0.879581
obj = -89.397617, rho = 0.315681
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 418
nu = 0.880829
obj = -93.741207, rho = 0.205675
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -93.252701, rho = 0.194314
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 356
nu = 0.885417
obj = -93.276407, rho = 0.194864
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.885417
obj = -93.551893, rho = 0.201335
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 391
nu = 0.879581
obj = -92.979570, rho = 0.213924
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 491
nu = 0.854704
obj = -94.743169, rho = 0.114624
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 528
nu = 0.853690
obj = -94.140148, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 561
nu = 0.853969
obj = -94.169234, rho = 0.108008
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 461
nu = 0.857019
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 462
nu = 0.857361
obj = -94.054411, rho = 0.119834
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 499
nu = 0.744056
obj = -94.743170, rho = 0.114624
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 509
nu = 0.743167
obj = -94.140147, rho = 0.107679
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 512
nu = 0.743415
obj = -94.169237, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 503
nu = 0.746062
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 444
nu = 0.746363
obj = -94.054405, rho = 0.119834
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.647761
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.646970
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.647168
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.649531
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.649778
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.563903
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.563215
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.563387
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.565444
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.565659
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.490906
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.490307
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.490456
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.492247
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.492434
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.427358
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.426836
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.426966
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.428526
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.428688
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.372039
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.371585
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.371698
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.373056
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.373198
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.323880
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.323485
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.323584
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.324766
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.324889
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.281951
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.281607
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.281693
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.282722
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.282829
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.245453
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.245153
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.245228
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.246124
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.246217
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.213679
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.213418
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.213483
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.214263
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.214344
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.186020
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.185793
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.185849
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.186528
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.186599
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.161938
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.161740
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.161789
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.162380
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.162442
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.140976
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.140804
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.140847
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.141361
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.141415
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.122726
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.122577
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.122614
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.123062
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.123109
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.106839
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.106709
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.106742
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.107131
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.107172
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.093009
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.092895
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.092924
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.093263
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.093299
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.080969
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.080871
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.080895
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.081191
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.081222
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.070488
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.070402
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.070423
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.070681
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.070707
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.061363
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.061288
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.061307
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.061531
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.061554
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.053420
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.053355
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.053371
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.053566
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.053586
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.046505
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.046448
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.046462
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.046632
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.046649
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.040485
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.040435
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.040447
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.040595
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.040611
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.035244
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.035201
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.035212
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.035340
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.035354
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.030682
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.030644
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.030654
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.030765
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.030777
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.026710
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.026677
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.026685
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.026783
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.026793
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.023252
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.023224
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.023231
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.023316
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.023325
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.020242
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.020218
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.020224
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.020298
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.020305
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.017622
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.017600
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.017606
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.017670
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.017677
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.015341
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.015322
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.015327
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.015383
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.015389
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.013355
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.013339
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.013343
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.013391
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.013397
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.011626
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.011612
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.011616
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.011658
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.011662
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.010121
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.010109
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.010112
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.010149
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.010153
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.008811
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.008800
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.008803
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.008835
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.008838
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.007670
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.007661
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.007663
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.007691
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.007694
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.006677
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.006669
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.006671
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.006696
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.006698
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.005813
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.005806
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.005808
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.005829
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.005831
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.005061
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.005054
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.005056
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.005074
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.005076
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.004405
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.004400
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.004401
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.004418
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.004419
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.003835
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.003831
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.003832
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.003846
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.003847
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.003339
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.003335
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.003336
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.003348
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.003349
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.002907
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.002903
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.002904
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.002914
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.002916
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.002530
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.002527
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.002528
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.002537
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.002538
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.002203
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.002200
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.002201
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.002209
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.002210
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.001918
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.001915
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.001916
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.001923
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.001924
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.001669
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.001667
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.001668
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.001674
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.001675
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.001453
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.001451
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.001452
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.001457
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.001458
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.001265
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.001264
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.001264
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.001269
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.001269
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.001101
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.001100
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.001100
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.001104
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.001105
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.000959
obj = -94.743166, rho = 0.114623
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 532
nu = 0.000958
obj = -94.140147, rho = 0.107678
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 523
nu = 0.000958
obj = -94.169238, rho = 0.108010
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 566
nu = 0.000961
obj = -94.508580, rho = 0.111991
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.000962
obj = -94.054405, rho = 0.119833
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999438
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999437
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 105
nu = 0.885417
obj = -0.190605, rho = 0.999438
nSV = 190, nBSV = 150
Total nSV = 190
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999438
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999354
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999346
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999347
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999348
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999355
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999258
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999249
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999250
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999251
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999259
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999148
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999137
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999138
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999139
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999148
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331724, rho = 0.998999
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331722, rho = 0.999009
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331723, rho = 0.999010
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331723, rho = 0.999011
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999022
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.381026, rho = 0.998312
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.381023, rho = 0.998324
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.381023, rho = 0.998325
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.381024, rho = 0.998329
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998316
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.437615, rho = 0.998061
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437611, rho = 0.998058
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437611, rho = 0.998059
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998064
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998065
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502596, rho = 0.997772
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502591, rho = 0.997769
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.502591, rho = 0.997771
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502594, rho = 0.997776
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496686, rho = 0.997778
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577215, rho = 0.997441
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577209, rho = 0.997426
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577209, rho = 0.997428
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997434
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997447
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662901, rho = 0.997060
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662893, rho = 0.997043
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662893, rho = 0.997045
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662898, rho = 0.997053
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997068
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761269, rho = 0.996438
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761259, rho = 0.996390
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761259, rho = 0.996391
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761265, rho = 0.996419
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752319, rho = 0.996475
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874201, rho = 0.995909
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874189, rho = 0.995853
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874189, rho = 0.995855
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874196, rho = 0.995887
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863925, rho = 0.995951
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003857, rho = 0.995300
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003841, rho = 0.995236
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003842, rho = 0.995238
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003851, rho = 0.995275
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992059, rho = 0.995348
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152669, rho = 0.994601
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152648, rho = 0.994528
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152649, rho = 0.994530
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152661, rho = 0.994572
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139125, rho = 0.994657
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323461, rho = 0.993799
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323433, rho = 0.993714
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323434, rho = 0.993717
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323450, rho = 0.993765
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307912, rho = 0.993862
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.519471, rho = 0.992876
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519436, rho = 0.992779
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519437, rho = 0.992782
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519457, rho = 0.992838
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501621, rho = 0.992950
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.744424, rho = 0.991817
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.744377, rho = 0.991705
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.744379, rho = 0.991709
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744405, rho = 0.991773
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723936, rho = 0.991901
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.002444, rho = 0.990600
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -2.002383, rho = 0.990473
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -2.002385, rho = 0.990477
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.002419, rho = 0.990551
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978932, rho = 0.990697
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.298229, rho = 0.989203
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -2.298148, rho = 0.989057
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -2.298150, rho = 0.989062
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.298196, rho = 0.989146
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271251, rho = 0.989314
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.637630, rho = 0.987601
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.637523, rho = 0.987434
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 216
nu = 0.885417
obj = -2.637526, rho = 0.987440
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.637586, rho = 0.987533
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606677, rho = 0.987724
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 234
nu = 0.880829
obj = -3.026600, rho = 0.985757
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -3.026453, rho = 0.985566
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 224
nu = 0.885417
obj = -3.026457, rho = 0.985572
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -3.026540, rho = 0.985680
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 242
nu = 0.879581
obj = -2.991102, rho = 0.985899
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.472484, rho = 0.983638
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.472289, rho = 0.983419
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.472295, rho = 0.983427
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.472404, rho = 0.983550
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431774, rho = 0.983802
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.983348, rho = 0.981205
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.983091, rho = 0.980953
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.983100, rho = 0.980962
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.983244, rho = 0.981104
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936675, rho = 0.981393
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -4.568424, rho = 0.978410
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -4.568085, rho = 0.978121
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -4.568096, rho = 0.978131
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -4.568286, rho = 0.978294
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514928, rho = 0.978626
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -5.238047, rho = 0.975200
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -5.237599, rho = 0.974867
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -5.237615, rho = 0.974879
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -5.237865, rho = 0.975066
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176753, rho = 0.975448
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 279
nu = 0.880829
obj = -6.004260, rho = 0.971512
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 242
nu = 0.885417
obj = -6.003661, rho = 0.971130
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 248
nu = 0.885417
obj = -6.003683, rho = 0.971142
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 276
nu = 0.885417
obj = -6.004020, rho = 0.971357
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934049, rho = 0.971797
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 279
nu = 0.880829
obj = -6.880334, rho = 0.967276
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 253
nu = 0.885417
obj = -6.879547, rho = 0.966832
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 256
nu = 0.885417
obj = -6.879575, rho = 0.966847
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 282
nu = 0.885417
obj = -6.880019, rho = 0.967097
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799952, rho = 0.967604
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 279
nu = 0.880829
obj = -7.881195, rho = 0.962411
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 256
nu = 0.885417
obj = -7.880157, rho = 0.961899
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 257
nu = 0.885417
obj = -7.880193, rho = 0.961917
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 283
nu = 0.885417
obj = -7.880780, rho = 0.962204
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789218, rho = 0.962787
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 279
nu = 0.880829
obj = -9.023863, rho = 0.956821
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 257
nu = 0.885417
obj = -9.022493, rho = 0.956233
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -9.022542, rho = 0.956254
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -9.023316, rho = 0.956584
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918681, rho = 0.957253
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 280
nu = 0.880829
obj = -10.327227, rho = 0.950400
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -10.325420, rho = 0.949725
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -10.325483, rho = 0.949749
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -10.326504, rho = 0.950128
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207024, rho = 0.950897
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 289
nu = 0.880829
obj = -11.812064, rho = 0.943025
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 290
nu = 0.885417
obj = -11.809686, rho = 0.942249
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 300
nu = 0.885417
obj = -11.809773, rho = 0.942276
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 287
nu = 0.885417
obj = -11.811109, rho = 0.942711
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674812, rho = 0.943595
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 295
nu = 0.880829
obj = -13.501285, rho = 0.934553
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -13.498148, rho = 0.933662
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -13.498259, rho = 0.933693
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -13.500022, rho = 0.934193
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344704, rho = 0.935208
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 301
nu = 0.880829
obj = -15.420349, rho = 0.924821
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -15.416208, rho = 0.923797
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -15.416355, rho = 0.923833
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -15.418681, rho = 0.924408
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.241912, rho = 0.925573
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -17.596714, rho = 0.913641
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -17.591248, rho = 0.912465
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.591442, rho = 0.912506
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -17.594511, rho = 0.913166
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393622, rho = 0.914505
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -20.058925, rho = 0.900800
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.051712, rho = 0.899450
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.051968, rho = 0.899497
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -20.056017, rho = 0.900255
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828120, rho = 0.901793
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 326
nu = 0.880829
obj = -22.838612, rho = 0.886047
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -22.829090, rho = 0.884496
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -22.829428, rho = 0.884551
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -22.834771, rho = 0.885421
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.879581
obj = -22.576767, rho = 0.887188
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -25.965990, rho = 0.869104
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -25.953423, rho = 0.867322
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -25.953869, rho = 0.867385
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -25.960919, rho = 0.868385
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.879581
obj = -25.669535, rho = 0.870414
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 348
nu = 0.880829
obj = -29.471976, rho = 0.849645
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -29.455394, rho = 0.847598
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -29.455984, rho = 0.847670
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -29.465283, rho = 0.848819
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -29.137159, rho = 0.851150
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 358
nu = 0.880829
obj = -33.388081, rho = 0.827281
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 315
nu = 0.885417
obj = -33.366198, rho = 0.824928
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -33.366975, rho = 0.825013
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -33.379247, rho = 0.826333
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -33.010996, rho = 0.829010
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 358
nu = 0.880829
obj = -37.735731, rho = 0.801600
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 315
nu = 0.885417
obj = -37.706856, rho = 0.798898
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -37.707883, rho = 0.798993
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -37.724074, rho = 0.800511
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -37.312519, rho = 0.803586
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 358
nu = 0.880829
obj = -42.532610, rho = 0.772102
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -42.494512, rho = 0.768998
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.885417
obj = -42.495866, rho = 0.769107
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -42.517231, rho = 0.770852
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -42.059590, rho = 0.774383
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 358
nu = 0.880829
obj = -47.784374, rho = 0.738207
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -47.734101, rho = 0.734641
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -47.735887, rho = 0.734766
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 314
nu = 0.885417
obj = -47.764084, rho = 0.736773
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -47.258313, rho = 0.740828
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 358
nu = 0.880829
obj = -53.472634, rho = 0.699281
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 320
nu = 0.885417
obj = -53.406300, rho = 0.695184
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 350
nu = 0.885417
obj = -53.408665, rho = 0.695328
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 314
nu = 0.885417
obj = -53.445862, rho = 0.697634
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -52.891189, rho = 0.702292
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 361
nu = 0.880829
obj = -59.554724, rho = 0.654561
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -59.467198, rho = 0.649855
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 352
nu = 0.885417
obj = -59.470315, rho = 0.650020
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 320
nu = 0.885417
obj = -59.519398, rho = 0.652669
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -58.916948, rho = 0.658020
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 364
nu = 0.880829
obj = -65.942925, rho = 0.603199
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -65.827439, rho = 0.597793
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -65.831548, rho = 0.597983
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 326
nu = 0.885417
obj = -65.896314, rho = 0.601026
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 337
nu = 0.879581
obj = -65.250078, rho = 0.607172
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 364
nu = 0.880829
obj = -72.493467, rho = 0.544195
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -72.341083, rho = 0.537985
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 361
nu = 0.885417
obj = -72.346506, rho = 0.538203
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -72.431966, rho = 0.541699
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.750061, rho = 0.548759
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 365
nu = 0.880829
obj = -78.977604, rho = 0.476418
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -78.776535, rho = 0.469286
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -78.783691, rho = 0.469539
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.885417
obj = -78.896455, rho = 0.473555
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.192884, rho = 0.481664
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 365
nu = 0.880829
obj = -85.054341, rho = 0.398558
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 359
nu = 0.885417
obj = -84.789026, rho = 0.390364
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 367
nu = 0.885417
obj = -84.798468, rho = 0.390654
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 350
nu = 0.885417
obj = -84.947266, rho = 0.395269
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 348
nu = 0.879581
obj = -84.244280, rho = 0.404584
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 377
nu = 0.880829
obj = -90.223331, rho = 0.309127
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 362
nu = 0.885417
obj = -89.873245, rho = 0.299712
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 381
nu = 0.885417
obj = -89.885706, rho = 0.300047
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 350
nu = 0.885417
obj = -90.082042, rho = 0.305348
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 348
nu = 0.879581
obj = -89.413344, rho = 0.316048
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 395
nu = 0.880829
obj = -93.771708, rho = 0.206394
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -93.309765, rho = 0.195580
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 394
nu = 0.885417
obj = -93.326208, rho = 0.195964
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 362
nu = 0.885417
obj = -93.585274, rho = 0.202054
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 358
nu = 0.879581
obj = -93.000320, rho = 0.214345
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 492
nu = 0.855040
obj = -94.781083, rho = 0.115073
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 568
nu = 0.854320
obj = -94.210173, rho = 0.108414
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 510
nu = 0.854508
obj = -94.230375, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 447
nu = 0.857405
obj = -94.549846, rho = 0.112405
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 479
nu = 0.857596
obj = -94.080414, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 492
nu = 0.744360
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 505
nu = 0.743734
obj = -94.210175, rho = 0.108414
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 496
nu = 0.743894
obj = -94.230374, rho = 0.108650
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 513
nu = 0.746413
obj = -94.549840, rho = 0.112405
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 444
nu = 0.746600
obj = -94.080414, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.647998
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.647451
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.647598
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.649805
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.649957
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.564109
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.563633
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.563761
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.565682
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.565814
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.491085
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.490671
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.490782
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.492455
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.492570
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.427514
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.427153
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.427250
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.428706
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.428806
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.372175
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.371861
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.371946
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.373213
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.373300
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.323999
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.323726
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.323799
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.324902
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.324978
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.282055
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.281817
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.281881
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.282841
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.282907
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.245543
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.245335
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.245391
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.246227
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.246285
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.213757
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.213577
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.213625
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.214353
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.214403
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.186088
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.185931
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.185973
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.186607
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.186650
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.161997
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.161860
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.161897
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.162449
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.162486
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.141027
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.140908
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.140940
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.141421
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.141454
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.122771
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.122668
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.122696
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.123114
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.123142
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.106878
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.106788
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.106813
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.107177
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.107202
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.093043
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.092964
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.092986
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.093302
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.093324
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.080999
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.080931
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.080949
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.081225
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.081244
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.070514
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.070454
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.070470
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.070710
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.070727
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.061386
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.061334
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.061348
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.061557
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.061571
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.053439
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.053394
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.053406
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.053588
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.053601
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.046522
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.046482
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.046493
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.046651
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.046662
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.040499
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.040465
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.040474
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.040612
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.040622
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.035257
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.035227
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.035235
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.035355
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.035363
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.030693
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.030667
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.030674
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.030778
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.030786
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.026720
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.026697
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.026703
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.026794
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.026800
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.023261
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.023241
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.023246
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.023326
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.023331
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.020250
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.020233
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.020237
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.020306
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.020311
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.017628
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.017614
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.017618
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.017678
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.017682
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.015346
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.015333
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.015337
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.015389
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.015393
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.013360
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.013349
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.013352
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.013397
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.013400
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.011630
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.011621
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.011623
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.011663
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.011666
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.010125
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.010116
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.010119
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.010153
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.010155
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.008814
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.008807
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.008809
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.008839
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.008841
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.007673
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.007667
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.007668
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.007695
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.007696
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.006680
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.006674
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.006676
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.006699
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.006700
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.005815
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.005810
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.005812
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.005831
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.005833
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.005062
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.005058
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.005059
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.005077
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.005078
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.004407
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.004403
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.004404
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.004419
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.004420
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.003837
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.003833
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.003834
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.003847
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.003848
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.003340
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.003337
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.003338
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.003349
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.003350
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.002908
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.002905
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.002906
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.002916
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.002916
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.002531
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.002529
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.002530
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.002538
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.002539
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.002204
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.002202
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.002202
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.002210
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.002210
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.001918
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.001917
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.001917
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.001924
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.001924
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.001670
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.001669
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.001669
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.001675
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.001675
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.001454
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.001453
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.001453
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.001458
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.001458
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.001266
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.001265
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.001265
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.001269
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.001269
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.001102
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.001101
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.001101
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.001105
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.001105
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 548
nu = 0.000959
obj = -94.781083, rho = 0.115071
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 523
nu = 0.000958
obj = -94.210176, rho = 0.108415
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 498
nu = 0.000959
obj = -94.230377, rho = 0.108649
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.000962
obj = -94.549844, rho = 0.112404
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 545
nu = 0.000962
obj = -94.080415, rho = 0.120063
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999438
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999432
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999433
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999348
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999349
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999349
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999355
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999259
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999251
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999252
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999252
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999259
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999140
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999141
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999141
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999149
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.331724, rho = 0.999022
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331723, rho = 0.999012
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331723, rho = 0.999013
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999014
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999022
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.381026, rho = 0.998314
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.381023, rho = 0.998328
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 146
nu = 0.885417
obj = -0.381023, rho = 0.998328
nSV = 192, nBSV = 109
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.381024, rho = 0.998331
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998316
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.437615, rho = 0.998063
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437611, rho = 0.998062
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437611, rho = 0.998063
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998066
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998066
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502596, rho = 0.997775
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.502592, rho = 0.997764
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.502592, rho = 0.997765
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502594, rho = 0.997769
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496686, rho = 0.997779
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577215, rho = 0.997444
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577210, rho = 0.997431
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577210, rho = 0.997432
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997437
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997448
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662901, rho = 0.997064
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662894, rho = 0.997050
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662894, rho = 0.997051
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662898, rho = 0.997056
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997069
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761269, rho = 0.996441
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761260, rho = 0.996395
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761260, rho = 0.996396
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761265, rho = 0.996422
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996476
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874202, rho = 0.995912
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874190, rho = 0.995859
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874190, rho = 0.995861
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874197, rho = 0.995890
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995952
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003858, rho = 0.995304
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003843, rho = 0.995244
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003843, rho = 0.995245
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003852, rho = 0.995279
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995350
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152671, rho = 0.994606
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152650, rho = 0.994536
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152651, rho = 0.994538
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152662, rho = 0.994577
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139125, rho = 0.994659
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323463, rho = 0.993804
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323436, rho = 0.993724
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323436, rho = 0.993726
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323451, rho = 0.993770
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307913, rho = 0.993864
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.519473, rho = 0.992883
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519440, rho = 0.992791
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519440, rho = 0.992793
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519459, rho = 0.992844
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501622, rho = 0.992952
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.744427, rho = 0.991824
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.744382, rho = 0.991718
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.744383, rho = 0.991721
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744408, rho = 0.991780
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723937, rho = 0.991904
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.002448, rho = 0.990608
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.002389, rho = 0.990487
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.002390, rho = 0.990490
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002423, rho = 0.990557
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978933, rho = 0.990700
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.298233, rho = 0.989213
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -2.298156, rho = 0.989074
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -2.298158, rho = 0.989077
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.298201, rho = 0.989155
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271253, rho = 0.989317
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.637635, rho = 0.987608
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -2.637533, rho = 0.987449
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 214
nu = 0.885417
obj = -2.637536, rho = 0.987453
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 210
nu = 0.885417
obj = -2.637593, rho = 0.987542
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606680, rho = 0.987729
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 239
nu = 0.880829
obj = -3.026608, rho = 0.985766
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 225
nu = 0.885417
obj = -3.026468, rho = 0.985583
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.026471, rho = 0.985587
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026549, rho = 0.985690
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 244
nu = 0.879581
obj = -2.991106, rho = 0.985904
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.472494, rho = 0.983649
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.472309, rho = 0.983439
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.472313, rho = 0.983444
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.472416, rho = 0.983562
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431780, rho = 0.983808
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.983362, rho = 0.981217
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.983117, rho = 0.980976
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.983123, rho = 0.980982
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.983259, rho = 0.981117
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936682, rho = 0.981400
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -4.568442, rho = 0.978424
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -4.568119, rho = 0.978147
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -4.568127, rho = 0.978153
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -4.568306, rho = 0.978309
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514937, rho = 0.978634
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -5.238071, rho = 0.975216
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -5.237645, rho = 0.974898
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -5.237656, rho = 0.974905
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -5.237892, rho = 0.975084
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176765, rho = 0.975457
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -6.004291, rho = 0.971530
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 252
nu = 0.885417
obj = -6.003725, rho = 0.971164
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 256
nu = 0.885417
obj = -6.003739, rho = 0.971173
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 282
nu = 0.885417
obj = -6.004058, rho = 0.971379
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934065, rho = 0.971807
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -6.880375, rho = 0.967297
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -6.879630, rho = 0.966876
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -6.879647, rho = 0.966885
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -6.880068, rho = 0.967122
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799974, rho = 0.967615
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -7.881249, rho = 0.962434
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -7.880266, rho = 0.961952
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -7.880288, rho = 0.961962
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -7.880844, rho = 0.962233
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789247, rho = 0.962800
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 279
nu = 0.880829
obj = -9.023934, rho = 0.956852
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -9.022637, rho = 0.956294
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 260
nu = 0.885417
obj = -9.022667, rho = 0.956306
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -9.023399, rho = 0.956617
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918718, rho = 0.957268
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 279
nu = 0.880829
obj = -10.327320, rho = 0.950435
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 262
nu = 0.885417
obj = -10.325609, rho = 0.949795
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 266
nu = 0.885417
obj = -10.325650, rho = 0.949808
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 287
nu = 0.885417
obj = -10.326615, rho = 0.950167
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207073, rho = 0.950914
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 296
nu = 0.880829
obj = -11.812190, rho = 0.943065
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 299
nu = 0.885417
obj = -11.809938, rho = 0.942328
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 299
nu = 0.885417
obj = -11.809991, rho = 0.942345
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 287
nu = 0.885417
obj = -11.811254, rho = 0.942757
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674877, rho = 0.943614
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 307
nu = 0.880829
obj = -13.501452, rho = 0.934599
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -13.498477, rho = 0.933752
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -13.498547, rho = 0.933773
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -13.500214, rho = 0.934245
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344791, rho = 0.935230
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -15.420569, rho = 0.924874
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -15.416643, rho = 0.923901
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -15.416735, rho = 0.923925
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -15.418935, rho = 0.924468
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242025, rho = 0.925599
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -17.597001, rho = 0.913702
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -17.591821, rho = 0.912585
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -17.591943, rho = 0.912611
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -17.594845, rho = 0.913235
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393772, rho = 0.914535
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -20.059303, rho = 0.900870
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -20.052468, rho = 0.899587
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -20.052629, rho = 0.899618
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -20.056459, rho = 0.900336
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828318, rho = 0.901827
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 342
nu = 0.880829
obj = -22.839117, rho = 0.886128
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -22.830090, rho = 0.884654
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 306
nu = 0.885417
obj = -22.830302, rho = 0.884689
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -22.835354, rho = 0.885513
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.879581
obj = -22.577029, rho = 0.887227
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 355
nu = 0.880829
obj = -25.966655, rho = 0.869196
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -25.954744, rho = 0.867503
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -25.955024, rho = 0.867543
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -25.961687, rho = 0.868491
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -25.669884, rho = 0.870459
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 356
nu = 0.880829
obj = -29.472852, rho = 0.849751
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -29.457136, rho = 0.847806
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -29.457505, rho = 0.847852
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -29.466296, rho = 0.848941
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -29.137616, rho = 0.851201
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 356
nu = 0.880829
obj = -33.389234, rho = 0.827403
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 325
nu = 0.885417
obj = -33.368497, rho = 0.825169
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 326
nu = 0.885417
obj = -33.368984, rho = 0.825222
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -33.380583, rho = 0.826472
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.011600, rho = 0.829069
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 356
nu = 0.880829
obj = -37.737252, rho = 0.801740
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 325
nu = 0.885417
obj = -37.709890, rho = 0.799174
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 327
nu = 0.885417
obj = -37.710534, rho = 0.799234
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -37.725838, rho = 0.800671
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.313315, rho = 0.803654
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 356
nu = 0.880829
obj = -42.534618, rho = 0.772263
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -42.498517, rho = 0.769315
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -42.499367, rho = 0.769384
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -42.519557, rho = 0.771035
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -42.060640, rho = 0.774461
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 361
nu = 0.880829
obj = -47.787024, rho = 0.738395
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -47.739389, rho = 0.735006
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 364
nu = 0.885417
obj = -47.740514, rho = 0.735085
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -47.767149, rho = 0.736982
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -47.259698, rho = 0.740918
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 367
nu = 0.880829
obj = -53.476133, rho = 0.699497
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 367
nu = 0.885417
obj = -53.413283, rho = 0.695600
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -53.414761, rho = 0.695695
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -53.449907, rho = 0.697873
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -52.893017, rho = 0.702394
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 367
nu = 0.880829
obj = -59.559340, rho = 0.654810
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 373
nu = 0.885417
obj = -59.476409, rho = 0.650334
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -59.478359, rho = 0.650442
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -59.524736, rho = 0.652944
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -58.919360, rho = 0.658138
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 367
nu = 0.880829
obj = -65.949015, rho = 0.603485
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 373
nu = 0.885417
obj = -65.839589, rho = 0.598343
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -65.842162, rho = 0.598468
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -65.903355, rho = 0.601342
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.879581
obj = -65.253261, rho = 0.607308
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 368
nu = 0.880829
obj = -72.501503, rho = 0.544523
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -72.357115, rho = 0.538617
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -72.360508, rho = 0.538760
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -72.441254, rho = 0.542062
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -71.754259, rho = 0.548914
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 368
nu = 0.880829
obj = -78.988207, rho = 0.476798
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -78.797689, rho = 0.470014
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 366
nu = 0.885417
obj = -78.802166, rho = 0.470177
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -78.908709, rho = 0.473971
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -78.198424, rho = 0.481843
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 382
nu = 0.880829
obj = -85.068336, rho = 0.398994
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -84.816938, rho = 0.391201
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -84.822850, rho = 0.391385
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 314
nu = 0.885417
obj = -84.963436, rho = 0.395747
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -84.251590, rho = 0.404789
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 383
nu = 0.880829
obj = -90.241794, rho = 0.309627
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -89.910074, rho = 0.300676
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -89.917874, rho = 0.300887
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 327
nu = 0.885417
obj = -90.103382, rho = 0.305898
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -89.422990, rho = 0.316284
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 394
nu = 0.880829
obj = -93.796068, rho = 0.206969
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.885417
obj = -93.358360, rho = 0.196687
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 389
nu = 0.885417
obj = -93.368653, rho = 0.196930
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -93.613432, rho = 0.202687
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 350
nu = 0.879581
obj = -93.013047, rho = 0.214616
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 478
nu = 0.855303
obj = -94.811382, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 474
nu = 0.854848
obj = -94.269900, rho = 0.109079
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 492
nu = 0.854978
obj = -94.282565, rho = 0.109229
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 451
nu = 0.857705
obj = -94.584687, rho = 0.112782
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 458
nu = 0.857736
obj = -94.096371, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 488
nu = 0.744603
obj = -94.811380, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 473
nu = 0.744204
obj = -94.269901, rho = 0.109079
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 451
nu = 0.744298
obj = -94.282562, rho = 0.109227
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 525
nu = 0.746688
obj = -94.584693, rho = 0.112782
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 443
nu = 0.746765
obj = -94.096364, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.648222
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.647866
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.647957
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.650020
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.650071
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.564304
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.563994
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.564074
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.565870
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.565914
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.491255
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.490985
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.491054
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.492618
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.492656
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.427662
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.427427
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.427487
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.428848
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.428882
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.372304
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.372099
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.372152
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.373337
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.373366
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.324111
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.323933
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.323979
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.325010
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.325036
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.282152
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.281997
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.282037
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.282935
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.282957
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.245628
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.245493
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.245527
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.246309
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.246328
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.213831
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.213713
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.213744
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.214424
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.214441
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.186152
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.186050
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.186076
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.186668
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.186683
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.162053
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.161964
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.161987
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.162502
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.162515
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.141076
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.140999
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.141018
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.141467
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.141478
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.122814
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.122746
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.122764
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.123154
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.123164
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.106915
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.106857
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.106872
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.107212
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.107220
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.093075
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.093024
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.093037
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.093333
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.093341
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.081027
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.080983
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.080994
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.081252
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.081258
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.070538
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.070499
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.070509
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.070734
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.070739
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.061407
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.061373
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.061382
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.061577
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.061582
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.053458
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.053428
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.053436
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.053606
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.053610
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.046538
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.046512
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.046519
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.046667
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.046671
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.040513
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.040491
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.040497
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.040626
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.040629
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.035269
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.035250
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.035255
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.035367
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.035370
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.030703
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.030687
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.030691
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.030789
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.030791
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.026729
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.026714
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.026718
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.026803
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.026805
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.023269
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.023256
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.023259
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.023333
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.023335
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.020257
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.020246
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.020248
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.020313
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.020315
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.017635
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.017625
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.017627
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.017683
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.017685
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.015352
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.015343
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.015345
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.015394
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.015396
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.013364
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.013357
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.013359
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.013402
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.013403
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.011634
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.011628
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.011630
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.011667
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.011668
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.010128
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.010123
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.010124
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.010156
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.010157
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.008817
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.008812
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.008814
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.008842
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.008842
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.007676
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.007672
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.007673
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.007697
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.007698
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.006682
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.006679
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.006679
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.006701
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.006701
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.005817
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.005814
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.005815
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.005833
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.005834
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.005064
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.005061
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.005062
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.005078
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.005079
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.004409
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.004406
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.004407
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.004421
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.004421
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.003838
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.003836
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.003836
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.003849
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.003849
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.003341
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.003339
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.003340
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.003350
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.003351
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.002909
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.002907
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.002907
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.002917
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.002917
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.002532
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.002531
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.002531
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.002539
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.002539
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.002204
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.002203
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.002203
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.002210
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.002211
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.001919
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.001918
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.001918
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.001924
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.001924
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.001671
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.001670
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.001670
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.001675
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.001675
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.001454
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.001454
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.001454
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.001458
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.001458
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.001266
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.001265
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.001266
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.001270
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.001270
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.001102
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.001102
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.001102
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.001105
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.001105
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 546
nu = 0.000959
obj = -94.811378, rho = 0.115428
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 429
nu = 0.000959
obj = -94.269896, rho = 0.109078
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 411
nu = 0.000959
obj = -94.282564, rho = 0.109224
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 543
nu = 0.000962
obj = -94.584688, rho = 0.112781
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 541
nu = 0.000962
obj = -94.096370, rho = 0.120217
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999434
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999434
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999435
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218929, rho = 0.999350
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999350
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999351
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999355
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999259
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999253
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999254
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999254
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999142
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999143
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999143
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999149
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331723, rho = 0.999015
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331723, rho = 0.999015
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999016
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.381026, rho = 0.998315
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.381024, rho = 0.998316
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.381024, rho = 0.998316
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.381025, rho = 0.998318
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.437615, rho = 0.998065
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437612, rho = 0.998066
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.437612, rho = 0.998066
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998068
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502596, rho = 0.997777
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.502592, rho = 0.997768
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.502592, rho = 0.997769
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997771
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997779
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577216, rho = 0.997446
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577210, rho = 0.997436
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577210, rho = 0.997437
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997440
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997449
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662901, rho = 0.997067
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662894, rho = 0.997055
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662894, rho = 0.997056
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662898, rho = 0.997059
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761269, rho = 0.996444
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761261, rho = 0.996401
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761261, rho = 0.996401
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761266, rho = 0.996425
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874202, rho = 0.995915
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874191, rho = 0.995865
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874191, rho = 0.995866
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874197, rho = 0.995893
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003859, rho = 0.995308
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003844, rho = 0.995250
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003844, rho = 0.995251
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003853, rho = 0.995282
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995351
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152671, rho = 0.994610
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152652, rho = 0.994544
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152652, rho = 0.994545
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152663, rho = 0.994581
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994660
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323464, rho = 0.993809
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323438, rho = 0.993733
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323439, rho = 0.993734
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323453, rho = 0.993775
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307913, rho = 0.993866
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.519475, rho = 0.992888
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519443, rho = 0.992801
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519443, rho = 0.992802
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519461, rho = 0.992850
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.744429, rho = 0.991830
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.744387, rho = 0.991730
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.744387, rho = 0.991732
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744411, rho = 0.991786
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723938, rho = 0.991905
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.002450, rho = 0.990616
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.002395, rho = 0.990501
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.002395, rho = 0.990502
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002426, rho = 0.990565
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978934, rho = 0.990701
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.298237, rho = 0.989221
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.298163, rho = 0.989089
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.298164, rho = 0.989091
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298205, rho = 0.989162
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271254, rho = 0.989320
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.637640, rho = 0.987618
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.637543, rho = 0.987466
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.637544, rho = 0.987468
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637598, rho = 0.987550
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606682, rho = 0.987731
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.026615, rho = 0.985777
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.026481, rho = 0.985602
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.026483, rho = 0.985605
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026557, rho = 0.985699
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991109, rho = 0.985907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.472502, rho = 0.983662
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.472326, rho = 0.983461
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.472328, rho = 0.983464
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.472426, rho = 0.983573
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431783, rho = 0.983811
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.983373, rho = 0.981232
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.983140, rho = 0.981002
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.983144, rho = 0.981005
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.983272, rho = 0.981130
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936686, rho = 0.981404
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -4.568457, rho = 0.978441
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -4.568151, rho = 0.978176
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -4.568155, rho = 0.978180
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -4.568325, rho = 0.978324
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514943, rho = 0.978638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -5.238090, rho = 0.975235
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -5.237686, rho = 0.974932
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -5.237692, rho = 0.974936
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -5.237916, rho = 0.975101
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176772, rho = 0.975462
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -6.004317, rho = 0.971550
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 261
nu = 0.885417
obj = -6.003781, rho = 0.971201
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 261
nu = 0.885417
obj = -6.003788, rho = 0.971205
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -6.004090, rho = 0.971399
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934075, rho = 0.971813
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -6.880409, rho = 0.967319
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 261
nu = 0.885417
obj = -6.879702, rho = 0.966918
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 261
nu = 0.885417
obj = -6.879711, rho = 0.966924
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -6.880110, rho = 0.967146
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799986, rho = 0.967621
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -7.881293, rho = 0.962460
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 262
nu = 0.885417
obj = -7.880361, rho = 0.961996
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 262
nu = 0.885417
obj = -7.880373, rho = 0.962003
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -7.880899, rho = 0.962261
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789263, rho = 0.962807
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -9.023993, rho = 0.956878
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 268
nu = 0.885417
obj = -9.022764, rho = 0.956345
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 268
nu = 0.885417
obj = -9.022781, rho = 0.956353
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -9.023472, rho = 0.956649
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918740, rho = 0.957277
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -10.327398, rho = 0.950465
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 268
nu = 0.885417
obj = -10.325776, rho = 0.949854
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 268
nu = 0.885417
obj = -10.325798, rho = 0.949862
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -10.326711, rho = 0.950203
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207102, rho = 0.950924
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 301
nu = 0.880829
obj = -11.812294, rho = 0.943099
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 296
nu = 0.885417
obj = -11.810156, rho = 0.942397
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 296
nu = 0.885417
obj = -11.810186, rho = 0.942407
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -11.811381, rho = 0.942798
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674915, rho = 0.943626
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -13.501589, rho = 0.934638
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -13.498766, rho = 0.933833
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -13.498805, rho = 0.933844
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -13.500381, rho = 0.934292
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344841, rho = 0.935244
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -15.420749, rho = 0.924919
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -15.417023, rho = 0.923994
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -15.417075, rho = 0.924007
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -15.419155, rho = 0.924523
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242091, rho = 0.925614
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -17.597239, rho = 0.913753
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -17.592323, rho = 0.912691
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -17.592392, rho = 0.912706
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -17.595136, rho = 0.913298
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393859, rho = 0.914552
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -20.059617, rho = 0.900930
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -20.053131, rho = 0.899710
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -20.053222, rho = 0.899726
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -20.056843, rho = 0.900407
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828433, rho = 0.901847
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 353
nu = 0.880829
obj = -22.839535, rho = 0.886197
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -22.830969, rho = 0.884795
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 324
nu = 0.885417
obj = -22.831090, rho = 0.884813
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -22.835860, rho = 0.885595
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -22.577184, rho = 0.887250
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 354
nu = 0.880829
obj = -25.967203, rho = 0.869276
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -25.955903, rho = 0.867665
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -25.956061, rho = 0.867686
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -25.962354, rho = 0.868584
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -25.670085, rho = 0.870486
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 354
nu = 0.880829
obj = -29.473574, rho = 0.849842
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -29.458665, rho = 0.847992
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -29.458874, rho = 0.848017
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -29.467177, rho = 0.849049
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.137882, rho = 0.851232
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 354
nu = 0.880829
obj = -33.390187, rho = 0.827508
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -33.370513, rho = 0.825383
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -33.370788, rho = 0.825411
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -33.381747, rho = 0.826597
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.011950, rho = 0.829105
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 356
nu = 0.880829
obj = -37.738511, rho = 0.801861
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -37.712550, rho = 0.799419
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -37.712914, rho = 0.799452
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -37.727373, rho = 0.800814
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.313777, rho = 0.803695
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 356
nu = 0.880829
obj = -42.536278, rho = 0.772400
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -42.502030, rho = 0.769594
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -42.502511, rho = 0.769635
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -42.521582, rho = 0.771199
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -42.061249, rho = 0.774508
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 372
nu = 0.880829
obj = -47.789218, rho = 0.738550
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -47.744022, rho = 0.735327
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -47.744656, rho = 0.735374
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -47.769821, rho = 0.737170
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -47.260502, rho = 0.740971
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 373
nu = 0.880829
obj = -53.479027, rho = 0.699676
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 359
nu = 0.885417
obj = -53.419392, rho = 0.695975
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 358
nu = 0.885417
obj = -53.420228, rho = 0.696026
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -53.453433, rho = 0.698090
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.894079, rho = 0.702456
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 373
nu = 0.880829
obj = -59.563159, rho = 0.655015
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 359
nu = 0.885417
obj = -59.484469, rho = 0.650764
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 359
nu = 0.885417
obj = -59.485572, rho = 0.650824
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -59.529388, rho = 0.653194
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.920761, rho = 0.658209
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 372
nu = 0.880829
obj = -65.954053, rho = 0.603719
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 364
nu = 0.885417
obj = -65.850225, rho = 0.598839
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 364
nu = 0.885417
obj = -65.851680, rho = 0.598908
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -65.909495, rho = 0.601628
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.255110, rho = 0.607389
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 373
nu = 0.880829
obj = -72.508151, rho = 0.544794
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 368
nu = 0.885417
obj = -72.371149, rho = 0.539186
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 369
nu = 0.885417
obj = -72.373070, rho = 0.539264
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -72.449356, rho = 0.542390
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -71.756698, rho = 0.549008
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 391
nu = 0.880829
obj = -78.996984, rho = 0.477110
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 384
nu = 0.885417
obj = -78.816211, rho = 0.470667
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 393
nu = 0.885417
obj = -78.818749, rho = 0.470757
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -78.919399, rho = 0.474347
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -78.201641, rho = 0.481950
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 407
nu = 0.880829
obj = -85.079919, rho = 0.399352
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 393
nu = 0.885417
obj = -84.841381, rho = 0.391951
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 393
nu = 0.885417
obj = -84.844727, rho = 0.392054
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -84.977538, rho = 0.396178
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -84.255836, rho = 0.404912
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 407
nu = 0.880829
obj = -90.257077, rho = 0.310038
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 393
nu = 0.885417
obj = -89.942327, rho = 0.301537
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 393
nu = 0.885417
obj = -89.946742, rho = 0.301656
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -90.121986, rho = 0.306393
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -89.428593, rho = 0.316426
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 416
nu = 0.880829
obj = -93.816235, rho = 0.207442
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 401
nu = 0.885417
obj = -93.400919, rho = 0.197676
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 402
nu = 0.885417
obj = -93.406744, rho = 0.197813
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -93.637982, rho = 0.203254
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 349
nu = 0.879581
obj = -93.020440, rho = 0.214779
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 504
nu = 0.855530
obj = -94.836478, rho = 0.115725
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 472
nu = 0.855324
obj = -94.322275, rho = 0.109682
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 511
nu = 0.855403
obj = -94.329455, rho = 0.109766
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 527
nu = 0.857988
obj = -94.615101, rho = 0.113126
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 445
nu = 0.857831
obj = -94.105645, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 510
nu = 0.744772
obj = -94.836480, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 494
nu = 0.744602
obj = -94.322280, rho = 0.109683
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 492
nu = 0.744670
obj = -94.329452, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 506
nu = 0.746940
obj = -94.615095, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 469
nu = 0.746834
obj = -94.105641, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.648413
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.648226
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.648256
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.650238
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.650120
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.564471
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.564307
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.564334
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.566060
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.565956
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.491400
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.491258
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.491281
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.492783
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.492693
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.427788
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.427664
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.427684
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.428992
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.428914
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.372414
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.372306
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.372324
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.373462
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.373394
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.324207
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.324113
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.324128
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.325119
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.325060
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.282235
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.282154
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.282167
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.283030
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.282978
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.245700
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.245629
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.245641
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.246392
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.246347
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.213894
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.213832
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.213842
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.214496
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.214457
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.186207
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.186153
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.186162
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.186731
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.186697
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.162101
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.162054
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.162061
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.162557
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.162527
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.141118
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.141077
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.141084
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.141515
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.141489
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.122850
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.122814
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.122820
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.123196
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.123173
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.106947
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.106916
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.106921
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.107248
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.107228
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.093103
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.093076
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.093080
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.093365
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.093348
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.081051
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.081028
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.081031
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.081279
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.081264
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.070559
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.070538
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.070542
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.070757
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.070745
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.061425
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.061407
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.061410
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.061598
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.061587
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.053473
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.053458
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.053461
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.053624
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.053614
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.046551
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.046538
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.046540
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.046683
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.046674
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.040525
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.040514
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.040516
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.040639
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.040632
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.035279
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.035269
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.035271
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.035379
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.035372
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.030712
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.030704
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.030705
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.030799
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.030793
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.026737
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.026729
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.026730
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.026812
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.026807
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.023276
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.023269
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.023270
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.023341
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.023337
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.020263
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.020257
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.020258
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.020320
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.020316
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.017640
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.017635
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.017635
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.017689
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.017686
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.015356
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.015352
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.015353
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.015399
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.015397
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.013368
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.013365
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.013365
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.013406
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.013404
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.011638
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.011634
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.011635
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.011671
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.011668
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.010131
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.010128
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.010129
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.010160
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.010158
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.008820
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.008817
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.008818
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.008845
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.008843
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.007678
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.007676
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.007676
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.007700
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.007698
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.006684
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.006682
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.006683
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.006703
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.006702
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.005819
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.005817
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.005818
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.005835
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.005834
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.005066
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.005064
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.005064
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.005080
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.005079
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.004410
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.004409
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.004409
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.004422
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.004422
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.003839
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.003838
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.003838
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.003850
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.003849
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.003342
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.003341
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.003341
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.003352
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.003351
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.002909
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.002909
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.002909
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.002918
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.002917
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.002533
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.002532
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.002532
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.002540
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.002540
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.002205
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.002204
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.002204
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.002211
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.002211
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.001920
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.001919
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.001919
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.001925
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.001925
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.001671
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.001671
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.001671
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.001676
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.001675
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.001455
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.001454
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.001454
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.001459
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.001459
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.001266
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.001266
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.001266
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.001270
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.001270
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.001102
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.001102
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.001102
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.001106
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.001105
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 567
nu = 0.000960
obj = -94.836470, rho = 0.115723
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 446
nu = 0.000959
obj = -94.322274, rho = 0.109684
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 481
nu = 0.000960
obj = -94.329450, rho = 0.109767
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.000962
obj = -94.615099, rho = 0.113125
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 534
nu = 0.000962
obj = -94.105638, rho = 0.120312
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999435
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999435
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999436
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999351
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999351
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999352
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999255
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999255
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999255
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999144
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999144
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999145
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331723, rho = 0.999017
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.331723, rho = 0.999017
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999017
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.381026, rho = 0.998317
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.381024, rho = 0.998319
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.381024, rho = 0.998319
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.381025, rho = 0.998319
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.437615, rho = 0.998066
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.437612, rho = 0.998060
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.437612, rho = 0.998061
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998061
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.502596, rho = 0.997779
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.502592, rho = 0.997772
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.502592, rho = 0.997772
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997773
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997779
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.577216, rho = 0.997449
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577211, rho = 0.997441
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.577211, rho = 0.997441
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997442
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997449
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.662902, rho = 0.997069
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662895, rho = 0.997060
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.662895, rho = 0.997061
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997062
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761270, rho = 0.996447
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761262, rho = 0.996405
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761262, rho = 0.996406
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761266, rho = 0.996427
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874203, rho = 0.995918
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874192, rho = 0.995871
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874192, rho = 0.995871
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874198, rho = 0.995896
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003859, rho = 0.995311
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003845, rho = 0.995257
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003845, rho = 0.995257
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003853, rho = 0.995286
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995351
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152672, rho = 0.994614
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152654, rho = 0.994551
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152654, rho = 0.994552
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152664, rho = 0.994585
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994660
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323465, rho = 0.993813
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323440, rho = 0.993741
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323441, rho = 0.993742
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323454, rho = 0.993779
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993866
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.519476, rho = 0.992893
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519446, rho = 0.992810
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.519446, rho = 0.992811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519463, rho = 0.992854
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -1.744431, rho = 0.991836
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.744391, rho = 0.991741
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -1.744391, rho = 0.991742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744413, rho = 0.991792
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991906
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.002453, rho = 0.990622
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.002400, rho = 0.990513
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.002400, rho = 0.990514
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002429, rho = 0.990571
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.298240, rho = 0.989228
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.298170, rho = 0.989103
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.298171, rho = 0.989104
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298209, rho = 0.989170
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271255, rho = 0.989321
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 206
nu = 0.880829
obj = -2.637644, rho = 0.987626
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.637552, rho = 0.987482
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 212
nu = 0.885417
obj = -2.637552, rho = 0.987483
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637603, rho = 0.987559
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606683, rho = 0.987732
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.026621, rho = 0.985787
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.026493, rho = 0.985621
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 227
nu = 0.885417
obj = -3.026494, rho = 0.985622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026564, rho = 0.985709
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991110, rho = 0.985908
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.472510, rho = 0.983670
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -3.472342, rho = 0.983480
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -3.472343, rho = 0.983482
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.472435, rho = 0.983584
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431784, rho = 0.983813
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.983383, rho = 0.981242
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.983162, rho = 0.981024
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.983164, rho = 0.981025
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -3.983285, rho = 0.981143
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936688, rho = 0.981406
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -4.568470, rho = 0.978449
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -4.568179, rho = 0.978199
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -4.568181, rho = 0.978201
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -4.568341, rho = 0.978338
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514946, rho = 0.978641
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -5.238108, rho = 0.975245
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -5.237723, rho = 0.974957
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -5.237726, rho = 0.974959
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -5.237937, rho = 0.975117
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176776, rho = 0.975465
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -6.004339, rho = 0.971564
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 262
nu = 0.885417
obj = -6.003830, rho = 0.971233
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 262
nu = 0.885417
obj = -6.003834, rho = 0.971236
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004118, rho = 0.971417
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934080, rho = 0.971816
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -6.880438, rho = 0.967336
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 263
nu = 0.885417
obj = -6.879767, rho = 0.966956
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 263
nu = 0.885417
obj = -6.879772, rho = 0.966958
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880146, rho = 0.967167
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799993, rho = 0.967625
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -7.881333, rho = 0.962479
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 269
nu = 0.885417
obj = -7.880448, rho = 0.962042
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 269
nu = 0.885417
obj = -7.880454, rho = 0.962046
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.880947, rho = 0.962285
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789272, rho = 0.962812
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -9.024045, rho = 0.956900
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 271
nu = 0.885417
obj = -9.022878, rho = 0.956396
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 271
nu = 0.885417
obj = -9.022887, rho = 0.956399
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023536, rho = 0.956677
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918752, rho = 0.957282
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 278
nu = 0.880829
obj = -10.327466, rho = 0.950490
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 272
nu = 0.885417
obj = -10.325926, rho = 0.949911
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 272
nu = 0.885417
obj = -10.325938, rho = 0.949915
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326795, rho = 0.950236
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207118, rho = 0.950929
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 310
nu = 0.880829
obj = -11.812387, rho = 0.943128
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 296
nu = 0.885417
obj = -11.810354, rho = 0.942462
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 296
nu = 0.885417
obj = -11.810369, rho = 0.942467
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -11.811492, rho = 0.942835
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674936, rho = 0.943632
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 310
nu = 0.880829
obj = -13.501709, rho = 0.934672
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -13.499026, rho = 0.933907
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -13.499046, rho = 0.933913
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -13.500528, rho = 0.934336
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344868, rho = 0.935251
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 311
nu = 0.880829
obj = -15.420907, rho = 0.924958
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -15.417367, rho = 0.924079
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -15.417393, rho = 0.924086
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -15.419348, rho = 0.924571
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242127, rho = 0.925623
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 311
nu = 0.880829
obj = -17.597448, rho = 0.913798
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -17.592776, rho = 0.912789
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -17.592811, rho = 0.912796
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -17.595391, rho = 0.913354
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393906, rho = 0.914562
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 311
nu = 0.880829
obj = -20.059894, rho = 0.900981
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -20.053729, rho = 0.899821
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -20.053775, rho = 0.899830
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -20.057179, rho = 0.900471
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828495, rho = 0.901859
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 350
nu = 0.880829
obj = -22.839898, rho = 0.886255
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -22.831762, rho = 0.884923
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -22.831823, rho = 0.884933
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -22.836307, rho = 0.885669
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.879581
obj = -22.577267, rho = 0.887263
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 351
nu = 0.880829
obj = -25.967682, rho = 0.869345
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 333
nu = 0.885417
obj = -25.956947, rho = 0.867812
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.885417
obj = -25.957028, rho = 0.867824
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -25.962944, rho = 0.868669
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670195, rho = 0.870501
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 351
nu = 0.880829
obj = -29.474207, rho = 0.849921
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -29.460043, rho = 0.848161
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -29.460149, rho = 0.848174
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -29.467954, rho = 0.849145
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138026, rho = 0.851249
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 351
nu = 0.880829
obj = -33.391022, rho = 0.827599
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -33.372331, rho = 0.825576
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -33.372472, rho = 0.825591
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -33.382771, rho = 0.826707
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012141, rho = 0.829124
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 351
nu = 0.880829
obj = -37.739611, rho = 0.801965
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -37.714949, rho = 0.799642
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -37.715135, rho = 0.799659
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -37.728725, rho = 0.800941
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314029, rho = 0.803718
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 372
nu = 0.880829
obj = -42.537736, rho = 0.772522
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -42.505192, rho = 0.769851
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 344
nu = 0.885417
obj = -42.505437, rho = 0.769870
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -42.523367, rho = 0.771345
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -42.061581, rho = 0.774534
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 375
nu = 0.880829
obj = -47.791138, rho = 0.738689
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 346
nu = 0.885417
obj = -47.748194, rho = 0.735621
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -47.748517, rho = 0.735644
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.885417
obj = -47.772181, rho = 0.737337
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.260941, rho = 0.741001
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 375
nu = 0.880829
obj = -53.481560, rho = 0.699835
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 346
nu = 0.885417
obj = -53.424896, rho = 0.696311
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 346
nu = 0.885417
obj = -53.425322, rho = 0.696337
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.885417
obj = -53.456546, rho = 0.698282
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.894657, rho = 0.702491
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 376
nu = 0.880829
obj = -59.566502, rho = 0.655195
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -59.491732, rho = 0.651152
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -59.492294, rho = 0.651182
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -59.533495, rho = 0.653413
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.921525, rho = 0.658249
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 378
nu = 0.880829
obj = -65.958465, rho = 0.603928
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -65.859807, rho = 0.599283
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.885417
obj = -65.860549, rho = 0.599318
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -65.914913, rho = 0.601880
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.256117, rho = 0.607435
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 398
nu = 0.880829
obj = -72.513978, rho = 0.545032
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 362
nu = 0.885417
obj = -72.383796, rho = 0.539697
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 362
nu = 0.885417
obj = -72.384775, rho = 0.539737
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -72.456505, rho = 0.542680
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -71.758027, rho = 0.549061
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 427
nu = 0.880829
obj = -79.004676, rho = 0.477382
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 364
nu = 0.885417
obj = -78.832894, rho = 0.471255
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 364
nu = 0.885417
obj = -78.834186, rho = 0.471301
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 356
nu = 0.885417
obj = -78.928844, rho = 0.474681
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -78.203396, rho = 0.482011
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 427
nu = 0.880829
obj = -85.090064, rho = 0.399665
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 369
nu = 0.885417
obj = -84.863395, rho = 0.392627
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 369
nu = 0.885417
obj = -84.865099, rho = 0.392679
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 357
nu = 0.885417
obj = -84.990001, rho = 0.396561
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.258151, rho = 0.404982
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 428
nu = 0.880829
obj = -90.270464, rho = 0.310398
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 371
nu = 0.885417
obj = -89.971374, rho = 0.302316
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.885417
obj = -89.973623, rho = 0.302376
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 358
nu = 0.885417
obj = -90.138431, rho = 0.306833
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.431647, rho = 0.316505
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 435
nu = 0.880829
obj = -93.833899, rho = 0.207855
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 380
nu = 0.885417
obj = -93.439247, rho = 0.198571
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 381
nu = 0.885417
obj = -93.442214, rho = 0.198640
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 367
nu = 0.885417
obj = -93.659680, rho = 0.203759
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 352
nu = 0.879581
obj = -93.024470, rho = 0.214870
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 528
nu = 0.855746
obj = -94.858467, rho = 0.115983
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 550
nu = 0.855743
obj = -94.369502, rho = 0.110233
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.855777
obj = -94.373164, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 501
nu = 0.858277
obj = -94.641992, rho = 0.113437
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 475
nu = 0.857879
obj = -94.110704, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 510
nu = 0.744969
obj = -94.858467, rho = 0.115982
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 543
nu = 0.744974
obj = -94.369505, rho = 0.110231
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 537
nu = 0.745025
obj = -94.373164, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 455
nu = 0.747169
obj = -94.641992, rho = 0.113437
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 433
nu = 0.746862
obj = -94.110698, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.648526
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.648558
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.648573
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.650430
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650141
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.564569
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.564597
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.564609
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.566226
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.565975
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.491485
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.491510
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.491521
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.492928
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492709
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.427862
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.427884
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.427893
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.429118
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428928
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.372478
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.372497
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.372505
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.373572
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373406
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.324263
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.324279
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.324286
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.325215
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325070
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.282284
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.282298
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.282305
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.283113
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.282987
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.245743
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.245755
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.245760
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.246464
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246355
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.213931
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.213942
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.213947
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.214559
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214464
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.186239
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.186248
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.186253
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.186786
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186703
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.162129
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.162137
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.162140
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.162605
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162533
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.141142
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.141149
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.141152
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.141557
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141494
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.122871
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.122877
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.122880
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.123232
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123177
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.106966
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.106971
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.106973
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.107280
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107232
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.093119
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.093123
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.093125
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.093392
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093351
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.081065
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.081069
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.081071
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.081303
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081267
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.070571
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.070575
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.070576
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.070778
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070747
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.061436
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.061439
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.061440
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.061616
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061589
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.053483
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.053485
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.053487
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.053640
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053616
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.046560
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.046562
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.046563
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.046696
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046676
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.040532
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.040534
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.040535
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.040651
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040633
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.035286
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.035287
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.035288
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.035389
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035373
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.030718
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.030719
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.030720
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.030808
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030794
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.026741
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.026743
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.026743
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.026820
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026808
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.023280
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.023281
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.023281
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.023348
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023338
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.020266
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.020267
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.020268
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.020326
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020317
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.017643
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.017644
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.017644
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.017695
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017687
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.015359
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.015360
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.015360
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.015404
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015397
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.013371
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.013371
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.013372
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.013410
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013404
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.011640
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.011640
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.011641
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.011674
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011669
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.010133
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.010134
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.010134
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.010163
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010158
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.008821
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.008822
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.008822
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.008847
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008843
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.007679
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.007680
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.007680
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.007702
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007699
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.006685
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.006686
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.006686
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.006705
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006702
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.005820
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.005820
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.005820
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.005837
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005834
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.005067
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.005067
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.005067
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.005081
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005079
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.004411
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.004411
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.004411
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.004424
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.003840
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.003840
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.003840
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.003851
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003849
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.003343
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.003343
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.003343
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.003352
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.002910
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.002910
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.002910
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.002919
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002917
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.002533
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.002533
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.002533
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.002541
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.002205
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.002205
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.002206
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.002212
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.001920
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.001920
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.001920
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.001926
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.001671
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.001671
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.001671
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.001676
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.001455
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.001455
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.001455
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.001459
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.001267
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.001267
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.001267
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.001270
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.001103
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.001103
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.001103
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.001106
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001105
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*.*
optimization finished, #iter = 581
nu = 0.000960
obj = -94.858464, rho = 0.115980
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.000960
obj = -94.369506, rho = 0.110232
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.000960
obj = -94.373165, rho = 0.110274
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 521
nu = 0.000963
obj = -94.641992, rho = 0.113438
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.110693, rho = 0.120368
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999436
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999436
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999437
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999353
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999353
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999353
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999256
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999256
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999256
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999146
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999146
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999146
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331724, rho = 0.998984
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331723, rho = 0.998978
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331723, rho = 0.998978
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999019
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.381026, rho = 0.998319
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.381024, rho = 0.998322
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 148
nu = 0.885417
obj = -0.381024, rho = 0.998322
nSV = 192, nBSV = 107
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.381025, rho = 0.998320
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.437615, rho = 0.998059
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437612, rho = 0.998054
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437612, rho = 0.998054
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998063
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.502597, rho = 0.997770
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502593, rho = 0.997765
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502593, rho = 0.997765
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997775
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.577216, rho = 0.997438
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577211, rho = 0.997432
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577211, rho = 0.997432
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997444
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997449
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662902, rho = 0.997047
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662896, rho = 0.997040
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662896, rho = 0.997040
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997064
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761270, rho = 0.996446
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761262, rho = 0.996406
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761262, rho = 0.996407
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996429
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874203, rho = 0.995917
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874193, rho = 0.995872
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874193, rho = 0.995872
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874198, rho = 0.995898
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003860, rho = 0.995310
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003847, rho = 0.995258
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003847, rho = 0.995258
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003854, rho = 0.995288
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152673, rho = 0.994615
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152656, rho = 0.994555
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152656, rho = 0.994556
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152665, rho = 0.994588
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.323466, rho = 0.993814
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323443, rho = 0.993746
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323443, rho = 0.993746
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323455, rho = 0.993783
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -1.519477, rho = 0.992895
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -1.519448, rho = 0.992816
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -1.519449, rho = 0.992816
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519464, rho = 0.992859
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -1.744432, rho = 0.991838
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -1.744394, rho = 0.991747
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -1.744394, rho = 0.991748
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744415, rho = 0.991796
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -2.002455, rho = 0.990624
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.002404, rho = 0.990520
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.002404, rho = 0.990521
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002432, rho = 0.990576
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.298243, rho = 0.989230
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.298177, rho = 0.989111
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.298177, rho = 0.989112
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298212, rho = 0.989176
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271255, rho = 0.989321
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.637648, rho = 0.987629
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.637560, rho = 0.987492
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.637561, rho = 0.987492
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637607, rho = 0.987566
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606683, rho = 0.987733
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.026626, rho = 0.985789
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -3.026505, rho = 0.985632
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -3.026505, rho = 0.985633
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026570, rho = 0.985717
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985909
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.472517, rho = 0.983676
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.472357, rho = 0.983496
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.472358, rho = 0.983496
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -3.472444, rho = 0.983593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431785, rho = 0.983814
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.983393, rho = 0.981249
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.983182, rho = 0.981041
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.983183, rho = 0.981042
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -3.983296, rho = 0.981154
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936689, rho = 0.981407
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -4.568483, rho = 0.978460
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -4.568205, rho = 0.978222
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -4.568206, rho = 0.978223
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -4.568355, rho = 0.978351
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514947, rho = 0.978642
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -5.238124, rho = 0.975257
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -5.237758, rho = 0.974984
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -5.237759, rho = 0.974985
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -5.237956, rho = 0.975132
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176778, rho = 0.975466
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 272
nu = 0.880829
obj = -6.004360, rho = 0.971578
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 261
nu = 0.885417
obj = -6.003875, rho = 0.971263
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 262
nu = 0.885417
obj = -6.003877, rho = 0.971264
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004142, rho = 0.971434
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934082, rho = 0.971818
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 276
nu = 0.880829
obj = -6.880466, rho = 0.967352
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 270
nu = 0.885417
obj = -6.879828, rho = 0.966989
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 270
nu = 0.885417
obj = -6.879830, rho = 0.966991
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880178, rho = 0.967186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799997, rho = 0.967627
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 276
nu = 0.880829
obj = -7.881370, rho = 0.962497
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 272
nu = 0.885417
obj = -7.880528, rho = 0.962081
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 272
nu = 0.885417
obj = -7.880531, rho = 0.962083
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.880989, rho = 0.962307
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789277, rho = 0.962814
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 276
nu = 0.880829
obj = -9.024094, rho = 0.956921
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 274
nu = 0.885417
obj = -9.022984, rho = 0.956440
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 274
nu = 0.885417
obj = -9.022988, rho = 0.956442
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023591, rho = 0.956703
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918758, rho = 0.957284
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 276
nu = 0.880829
obj = -10.327530, rho = 0.950515
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 274
nu = 0.885417
obj = -10.326066, rho = 0.949963
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 274
nu = 0.885417
obj = -10.326071, rho = 0.949965
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.326868, rho = 0.950264
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207125, rho = 0.950932
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 309
nu = 0.880829
obj = -11.812473, rho = 0.943156
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 290
nu = 0.885417
obj = -11.810535, rho = 0.942522
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 290
nu = 0.885417
obj = -11.810542, rho = 0.942524
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -11.811589, rho = 0.942868
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674946, rho = 0.943636
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -13.501822, rho = 0.934704
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -13.499265, rho = 0.933976
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -13.499274, rho = 0.933978
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -13.500656, rho = 0.934373
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344882, rho = 0.935255
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -15.421056, rho = 0.924995
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -15.417684, rho = 0.924158
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -15.417696, rho = 0.924161
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -15.419518, rho = 0.924614
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242145, rho = 0.925628
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -17.597645, rho = 0.913840
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -17.593194, rho = 0.912879
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -17.593210, rho = 0.912883
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -17.595617, rho = 0.913403
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393930, rho = 0.914567
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -20.060153, rho = 0.901030
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -20.054281, rho = 0.899926
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -20.054302, rho = 0.899930
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -20.057476, rho = 0.900527
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828527, rho = 0.901865
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -22.840237, rho = 0.886311
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 326
nu = 0.885417
obj = -22.832489, rho = 0.885043
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 326
nu = 0.885417
obj = -22.832517, rho = 0.885047
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -22.836698, rho = 0.885733
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577310, rho = 0.887270
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -25.968130, rho = 0.869407
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 328
nu = 0.885417
obj = -25.957907, rho = 0.867950
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 328
nu = 0.885417
obj = -25.957944, rho = 0.867955
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -25.963460, rho = 0.868743
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670250, rho = 0.870508
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 346
nu = 0.880829
obj = -29.474799, rho = 0.849993
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.461311, rho = 0.848319
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.461359, rho = 0.848325
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -29.468635, rho = 0.849230
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138099, rho = 0.851258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 347
nu = 0.880829
obj = -33.391804, rho = 0.827681
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.374004, rho = 0.825758
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.374068, rho = 0.825765
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -33.383672, rho = 0.826804
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012237, rho = 0.829135
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 347
nu = 0.880829
obj = -37.740644, rho = 0.802060
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.717157, rho = 0.799851
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.717242, rho = 0.799859
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -37.729916, rho = 0.801052
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314156, rho = 0.803729
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 375
nu = 0.880829
obj = -42.539101, rho = 0.772632
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -42.508103, rho = 0.770093
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.885417
obj = -42.508214, rho = 0.770102
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 325
nu = 0.885417
obj = -42.524940, rho = 0.771473
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061750, rho = 0.774548
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 377
nu = 0.880829
obj = -47.792939, rho = 0.738816
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -47.752035, rho = 0.735900
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -47.752182, rho = 0.735910
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 325
nu = 0.885417
obj = -47.774252, rho = 0.737484
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261163, rho = 0.741017
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 377
nu = 0.880829
obj = -53.483936, rho = 0.699981
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -53.429964, rho = 0.696630
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -53.430158, rho = 0.696642
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 328
nu = 0.885417
obj = -53.459279, rho = 0.698451
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.894950, rho = 0.702509
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 377
nu = 0.880829
obj = -59.569637, rho = 0.655366
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -59.498419, rho = 0.651517
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -59.498675, rho = 0.651531
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 346
nu = 0.885417
obj = -59.537106, rho = 0.653607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.921910, rho = 0.658269
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 377
nu = 0.880829
obj = -65.962602, rho = 0.604123
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -65.868630, rho = 0.599702
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -65.868968, rho = 0.599718
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 361
nu = 0.885417
obj = -65.919683, rho = 0.602103
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.256626, rho = 0.607459
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 406
nu = 0.880829
obj = -72.519439, rho = 0.545254
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -72.395434, rho = 0.540178
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -72.395880, rho = 0.540196
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -72.462803, rho = 0.542936
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.879581
obj = -71.758699, rho = 0.549088
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 406
nu = 0.880829
obj = -79.011873, rho = 0.477638
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -78.848250, rho = 0.471807
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -78.848839, rho = 0.471828
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -78.937143, rho = 0.474975
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204283, rho = 0.482042
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 407
nu = 0.880829
obj = -85.099560, rho = 0.399961
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -84.883655, rho = 0.393261
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -84.884432, rho = 0.393285
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 380
nu = 0.885417
obj = -85.000953, rho = 0.396900
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.259321, rho = 0.405017
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 407
nu = 0.880829
obj = -90.282994, rho = 0.310738
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 346
nu = 0.885417
obj = -89.998110, rho = 0.303042
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 346
nu = 0.885417
obj = -89.999134, rho = 0.303069
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 380
nu = 0.885417
obj = -90.152881, rho = 0.307222
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.433191, rho = 0.316546
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 412
nu = 0.880829
obj = -93.850432, rho = 0.208246
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 354
nu = 0.885417
obj = -93.474526, rho = 0.199405
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 356
nu = 0.885417
obj = -93.475877, rho = 0.199436
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 387
nu = 0.885417
obj = -93.678747, rho = 0.204206
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 350
nu = 0.879581
obj = -93.026507, rho = 0.214917
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 537
nu = 0.855936
obj = -94.879074, rho = 0.116224
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 503
nu = 0.856155
obj = -94.413006, rho = 0.110740
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 507
nu = 0.856187
obj = -94.414673, rho = 0.110760
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 489
nu = 0.858494
obj = -94.665627, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 471
nu = 0.857915
obj = -94.113264, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 497
nu = 0.745111
obj = -94.879072, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 551
nu = 0.745347
obj = -94.413004, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 532
nu = 0.745344
obj = -94.414675, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 459
nu = 0.747344
obj = -94.665631, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 433
nu = 0.746840
obj = -94.113257, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.648687
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.648840
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.648870
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.650597
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650190
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.564709
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.564842
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.564869
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.566372
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566018
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.491607
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.491723
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.491746
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.493055
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492747
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.427968
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.428069
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.428089
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.429229
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428960
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.372571
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.372659
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.372676
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.373668
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373434
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.324343
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.324420
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.324435
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.325299
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325095
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.282354
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.282421
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.282434
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.283186
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283009
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.245804
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.245862
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.245873
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.246528
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246373
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.213984
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.214035
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.214045
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.214614
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214480
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.186285
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.186329
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.186338
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.186834
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186717
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.162169
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.162207
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.162215
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.162647
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162545
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.141177
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.141211
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.141217
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.141593
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141504
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.122902
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.122931
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.122937
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.123264
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123187
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.106992
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.107017
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.107022
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.107307
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107240
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.093142
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.093164
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.093168
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.093416
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093358
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.081085
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.081104
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.081108
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.081324
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081273
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.070589
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.070605
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.070609
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.070797
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070752
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.061451
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.061465
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.061468
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.061632
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061593
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.053496
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.053509
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.053511
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.053654
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053620
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.046571
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.046582
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.046584
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.046708
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046679
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.040542
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.040552
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.040554
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.040662
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040636
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.035294
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.035303
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.035304
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.035398
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035376
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.030725
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.030733
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.030734
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.030816
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030797
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.026748
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.026754
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.026756
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.026827
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026810
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.023286
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.023291
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.023292
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.023354
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023339
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.020271
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.020276
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.020277
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.020331
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020318
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.017647
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.017651
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.017652
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.017699
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017688
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.015363
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.015366
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.015367
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.015408
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015398
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.013374
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.013377
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.013378
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.013413
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013405
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.011643
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.011646
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.011646
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.011677
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011670
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.010136
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.010138
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.010138
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.010165
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010159
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.008824
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.008826
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.008826
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.008850
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008844
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.007681
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.007683
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.007684
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.007704
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007699
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.006687
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.006689
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.006689
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.006707
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006703
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.005821
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.005823
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.005823
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.005839
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005835
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.005068
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.005069
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.005069
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.005083
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005080
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.004412
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.004413
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.004413
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.004425
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.003841
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.003842
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.003842
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.003852
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003850
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.003344
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.003344
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.003344
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.003353
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.002911
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.002911
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.002912
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.002919
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002917
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.002534
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.002535
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.002535
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.002541
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.002206
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.002206
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.002207
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.002212
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.001920
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.001921
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.001921
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.001926
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.001672
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.001672
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.001672
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.001677
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.001455
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.001456
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.001456
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.001460
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.001267
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.001267
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.001267
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.001271
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.001103
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.001103
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.001103
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.001106
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 578
nu = 0.000960
obj = -94.879075, rho = 0.116225
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 526
nu = 0.000960
obj = -94.413000, rho = 0.110742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 526
nu = 0.000960
obj = -94.414668, rho = 0.110762
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 549
nu = 0.000963
obj = -94.665621, rho = 0.113714
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.113249, rho = 0.120396
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999437
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999437
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999437
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999353
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999353
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999354
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999257
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999257
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999257
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999147
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.288820, rho = 0.999147
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999147
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331724, rho = 0.998986
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331723, rho = 0.998981
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331723, rho = 0.998981
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999020
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.381026, rho = 0.998320
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.381024, rho = 0.998317
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.381024, rho = 0.998317
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381025, rho = 0.998315
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.437615, rho = 0.998060
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998057
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998057
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998064
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.502597, rho = 0.997772
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502593, rho = 0.997768
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502593, rho = 0.997768
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997776
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.577216, rho = 0.997440
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577212, rho = 0.997436
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.577212, rho = 0.997436
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997445
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997449
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662903, rho = 0.997049
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662896, rho = 0.997043
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662896, rho = 0.997044
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997066
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761270, rho = 0.996448
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761263, rho = 0.996410
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761263, rho = 0.996410
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996431
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874204, rho = 0.995920
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874194, rho = 0.995876
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874194, rho = 0.995876
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874199, rho = 0.995900
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003861, rho = 0.995313
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003848, rho = 0.995263
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003848, rho = 0.995263
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003854, rho = 0.995291
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.152674, rho = 0.994618
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152657, rho = 0.994561
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.152657, rho = 0.994561
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152666, rho = 0.994590
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.323467, rho = 0.993817
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323445, rho = 0.993752
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323445, rho = 0.993752
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323456, rho = 0.993786
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -1.519478, rho = 0.992898
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.519451, rho = 0.992823
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.519451, rho = 0.992823
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519466, rho = 0.992862
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -1.744434, rho = 0.991842
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -1.744397, rho = 0.991755
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -1.744397, rho = 0.991756
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744416, rho = 0.991800
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -2.002457, rho = 0.990629
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.002409, rho = 0.990529
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.002409, rho = 0.990530
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002434, rho = 0.990581
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.298246, rho = 0.989236
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.298183, rho = 0.989122
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.298183, rho = 0.989122
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298215, rho = 0.989181
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271255, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.637652, rho = 0.987635
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.637568, rho = 0.987504
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.637568, rho = 0.987504
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637611, rho = 0.987572
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987733
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.026632, rho = 0.985797
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -3.026515, rho = 0.985646
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 228
nu = 0.885417
obj = -3.026515, rho = 0.985646
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026575, rho = 0.985724
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.472524, rho = 0.983684
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.472371, rho = 0.983512
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.472371, rho = 0.983512
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -3.472450, rho = 0.983602
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983814
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.983402, rho = 0.981258
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.983200, rho = 0.981060
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.983200, rho = 0.981060
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -3.983305, rho = 0.981163
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981407
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -4.568495, rho = 0.978471
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -4.568229, rho = 0.978243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 232
nu = 0.885417
obj = -4.568229, rho = 0.978243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 237
nu = 0.885417
obj = -4.568367, rho = 0.978361
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978642
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -5.238141, rho = 0.975270
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -5.237790, rho = 0.975007
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -5.237790, rho = 0.975007
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.237972, rho = 0.975143
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176779, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 272
nu = 0.880829
obj = -6.004381, rho = 0.971592
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 264
nu = 0.885417
obj = -6.003918, rho = 0.971291
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 264
nu = 0.885417
obj = -6.003919, rho = 0.971291
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004163, rho = 0.971447
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 272
nu = 0.880829
obj = -6.880494, rho = 0.967368
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 272
nu = 0.885417
obj = -6.879885, rho = 0.967021
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 272
nu = 0.885417
obj = -6.879885, rho = 0.967022
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880205, rho = 0.967201
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799998, rho = 0.967628
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 272
nu = 0.880829
obj = -7.881406, rho = 0.962516
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 274
nu = 0.885417
obj = -7.880602, rho = 0.962116
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 274
nu = 0.885417
obj = -7.880604, rho = 0.962117
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881025, rho = 0.962325
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789279, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 276
nu = 0.880829
obj = -9.024142, rho = 0.956943
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 275
nu = 0.885417
obj = -9.023081, rho = 0.956483
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 275
nu = 0.885417
obj = -9.023083, rho = 0.956484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023639, rho = 0.956723
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918761, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 276
nu = 0.880829
obj = -10.327595, rho = 0.950540
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 281
nu = 0.885417
obj = -10.326197, rho = 0.950009
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 281
nu = 0.885417
obj = -10.326199, rho = 0.950010
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.326931, rho = 0.950287
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207129, rho = 0.950934
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 309
nu = 0.880829
obj = -11.812558, rho = 0.943185
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.810705, rho = 0.942575
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.810708, rho = 0.942576
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.811673, rho = 0.942894
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674951, rho = 0.943637
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -13.501934, rho = 0.934737
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -13.499490, rho = 0.934036
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -13.499493, rho = 0.934038
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -13.500766, rho = 0.934403
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344888, rho = 0.935257
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 309
nu = 0.880829
obj = -15.421204, rho = 0.925032
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -15.417979, rho = 0.924228
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -15.417984, rho = 0.924229
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -15.419665, rho = 0.924649
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242154, rho = 0.925630
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 311
nu = 0.880829
obj = -17.597841, rho = 0.913883
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -17.593584, rho = 0.912959
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -17.593591, rho = 0.912961
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -17.595808, rho = 0.913444
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393941, rho = 0.914570
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 311
nu = 0.880829
obj = -20.060411, rho = 0.901079
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -20.054795, rho = 0.900020
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 291
nu = 0.885417
obj = -20.054803, rho = 0.900021
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -20.057730, rho = 0.900574
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828541, rho = 0.901867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 336
nu = 0.880829
obj = -22.840577, rho = 0.886368
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -22.833164, rho = 0.885151
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -22.833175, rho = 0.885153
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -22.837034, rho = 0.885787
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577329, rho = 0.887273
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -25.968579, rho = 0.869472
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 322
nu = 0.885417
obj = -25.958800, rho = 0.868075
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 322
nu = 0.885417
obj = -25.958815, rho = 0.868077
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -25.963903, rho = 0.868805
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670276, rho = 0.870512
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -29.475389, rho = 0.850068
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -29.462488, rho = 0.848465
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -29.462507, rho = 0.848467
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -29.469223, rho = 0.849302
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138133, rho = 0.851262
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -33.392583, rho = 0.827767
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 328
nu = 0.885417
obj = -33.375559, rho = 0.825926
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 328
nu = 0.885417
obj = -33.375585, rho = 0.825929
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -33.384445, rho = 0.826887
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012282, rho = 0.829139
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -37.741671, rho = 0.802158
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -37.719209, rho = 0.800043
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -37.719243, rho = 0.800047
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -37.730934, rho = 0.801148
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314214, rho = 0.803735
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 377
nu = 0.880829
obj = -42.540460, rho = 0.772743
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -42.510814, rho = 0.770314
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -42.510858, rho = 0.770318
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -42.526287, rho = 0.771582
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061827, rho = 0.774554
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 378
nu = 0.880829
obj = -47.794732, rho = 0.738944
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -47.755611, rho = 0.736153
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -47.755671, rho = 0.736158
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -47.776030, rho = 0.737610
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261265, rho = 0.741024
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 378
nu = 0.880829
obj = -53.486302, rho = 0.700127
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -53.434683, rho = 0.696922
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -53.434761, rho = 0.696927
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 362
nu = 0.885417
obj = -53.461631, rho = 0.698596
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895084, rho = 0.702517
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 378
nu = 0.880829
obj = -59.572759, rho = 0.655534
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -59.504646, rho = 0.651852
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -59.504749, rho = 0.651857
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 364
nu = 0.885417
obj = -59.540205, rho = 0.653774
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922088, rho = 0.658279
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 378
nu = 0.880829
obj = -65.966720, rho = 0.604316
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -65.876847, rho = 0.600087
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 341
nu = 0.885417
obj = -65.876982, rho = 0.600093
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 364
nu = 0.885417
obj = -65.923767, rho = 0.602295
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.256860, rho = 0.607470
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -72.524868, rho = 0.545478
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 363
nu = 0.885417
obj = -72.406282, rho = 0.540620
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 363
nu = 0.885417
obj = -72.406461, rho = 0.540627
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.468190, rho = 0.543157
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759010, rho = 0.549100
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 392
nu = 0.880829
obj = -79.019038, rho = 0.477895
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -78.862565, rho = 0.472315
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -78.862801, rho = 0.472323
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -78.944251, rho = 0.475229
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204692, rho = 0.482056
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 392
nu = 0.880829
obj = -85.109015, rho = 0.400254
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 368
nu = 0.885417
obj = -84.902545, rho = 0.393844
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 368
nu = 0.885417
obj = -84.902857, rho = 0.393853
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -85.010331, rho = 0.397191
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.259860, rho = 0.405034
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 392
nu = 0.880829
obj = -90.295469, rho = 0.311075
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -90.023033, rho = 0.303712
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.885417
obj = -90.023447, rho = 0.303723
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -90.165257, rho = 0.307556
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.433902, rho = 0.316565
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 394
nu = 0.880829
obj = -93.866893, rho = 0.208633
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 382
nu = 0.885417
obj = -93.507413, rho = 0.200174
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 382
nu = 0.885417
obj = -93.507957, rho = 0.200187
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 378
nu = 0.885417
obj = -93.695077, rho = 0.204591
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.879581
obj = -93.027446, rho = 0.214939
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 552
nu = 0.856135
obj = -94.899588, rho = 0.116467
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 501
nu = 0.856541
obj = -94.453594, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 496
nu = 0.856531
obj = -94.454263, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 511
nu = 0.858639
obj = -94.685897, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.857944
obj = -94.114442, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 515
nu = 0.745325
obj = -94.899586, rho = 0.116465
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 509
nu = 0.745651
obj = -94.453589, rho = 0.111218
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 495
nu = 0.745653
obj = -94.454260, rho = 0.111225
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 497
nu = 0.747474
obj = -94.685899, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 442
nu = 0.746860
obj = -94.114435, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.648826
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.649128
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.649133
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.650723
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650171
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.564830
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.565093
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.565098
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.566481
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566001
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.491713
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.491941
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.491946
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.493150
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492732
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.428060
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.428259
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.428263
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.429311
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428947
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.372651
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.372824
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.372827
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.373740
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373423
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.324413
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.324564
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.324567
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.325361
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325085
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.282415
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.282546
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.282549
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.283241
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283000
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.245856
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.245971
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.245973
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.246575
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246366
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.214030
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.214130
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.214132
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.214656
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214474
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.186325
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.186412
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.186414
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.186870
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186712
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.162204
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.162279
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.162281
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.162678
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162540
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.141207
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.141273
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.141274
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.141620
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141500
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.122928
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.122985
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.122986
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.123288
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123183
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.107015
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.107065
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.107066
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.107328
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107237
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.093162
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.093205
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.093206
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.093434
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093355
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.081103
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.081140
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.081141
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.081340
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081271
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.070604
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.070637
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.070637
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.070810
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070750
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.061464
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.061493
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.061493
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.061644
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061591
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.053507
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.053532
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.053533
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.053664
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053618
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.046581
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.046603
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.046603
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.046717
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046678
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.040551
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.040570
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.040570
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.040670
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040635
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.035302
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.035318
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.035319
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.035405
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035375
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.030732
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.030746
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.030747
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.030822
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030796
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.026754
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.026766
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.026767
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.026832
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026809
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.023290
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.023301
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.023302
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.023359
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023339
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.020276
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.020285
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.020285
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.020335
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020318
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.017651
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.017659
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.017659
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.017703
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017688
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.015366
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.015373
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.015373
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.015411
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015398
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.013377
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.013383
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.013383
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.013416
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013405
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.011645
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.011651
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.011651
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.011679
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011669
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.010138
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.010143
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.010143
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.010167
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010159
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.008825
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.008830
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.008830
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.008851
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008844
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.007683
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.007687
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.007687
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.007705
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007699
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.006688
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.006692
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.006692
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.006708
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006702
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.005823
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.005825
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.005825
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.005840
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005835
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.005069
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.005071
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.005071
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.005084
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005079
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.004413
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.004415
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.004415
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.004426
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.003842
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.003843
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.003843
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.003853
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003849
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.003344
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.003346
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.003346
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.003354
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.002911
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.002913
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.002913
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.002920
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002917
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.002534
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.002536
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.002536
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.002542
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.002206
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.002207
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.002207
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.002213
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.001921
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.001922
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.001922
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.001926
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.001672
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.001673
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.001673
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.001677
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.001456
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.001456
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.001456
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.001460
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.001267
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.001268
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.001268
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.001271
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.001103
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.001104
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.001104
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.001106
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001105
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 572
nu = 0.000960
obj = -94.899590, rho = 0.116466
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 552
nu = 0.000961
obj = -94.453595, rho = 0.111220
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 552
nu = 0.000961
obj = -94.454267, rho = 0.111228
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 583
nu = 0.000963
obj = -94.685888, rho = 0.113952
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.114428, rho = 0.120410
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999354
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999354
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999354
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999258
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.251459, rho = 0.999258
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999258
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.288822, rho = 0.999118
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.288821, rho = 0.999115
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.288821, rho = 0.999115
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999148
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331724, rho = 0.998987
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331723, rho = 0.998984
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331723, rho = 0.998984
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999021
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.381026, rho = 0.998321
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.381024, rho = 0.998319
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.381024, rho = 0.998319
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998315
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.437615, rho = 0.998061
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998059
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998059
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998065
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.502597, rho = 0.997773
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502593, rho = 0.997770
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502593, rho = 0.997771
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997777
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577217, rho = 0.997433
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577212, rho = 0.997429
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577212, rho = 0.997429
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997447
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662903, rho = 0.997051
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662897, rho = 0.997047
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662897, rho = 0.997047
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761271, rho = 0.996450
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761264, rho = 0.996414
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761264, rho = 0.996414
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996432
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874204, rho = 0.995922
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874195, rho = 0.995880
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874195, rho = 0.995880
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874199, rho = 0.995902
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003861, rho = 0.995316
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003849, rho = 0.995268
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003849, rho = 0.995268
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003855, rho = 0.995293
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152675, rho = 0.994619
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152658, rho = 0.994564
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152658, rho = 0.994564
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152666, rho = 0.994593
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 171
nu = 0.880829
obj = -1.323469, rho = 0.993821
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323447, rho = 0.993758
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 171
nu = 0.885417
obj = -1.323447, rho = 0.993758
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323457, rho = 0.993789
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -1.519480, rho = 0.992902
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.519453, rho = 0.992829
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.519453, rho = 0.992829
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519467, rho = 0.992865
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -1.744435, rho = 0.991846
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.744400, rho = 0.991763
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.744400, rho = 0.991763
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744418, rho = 0.991804
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -2.002460, rho = 0.990633
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.002413, rho = 0.990538
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.002413, rho = 0.990538
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002436, rho = 0.990585
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -2.298249, rho = 0.989241
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.298188, rho = 0.989132
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.298188, rho = 0.989132
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298218, rho = 0.989185
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 207
nu = 0.880829
obj = -2.637656, rho = 0.987641
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.637575, rho = 0.987515
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 213
nu = 0.885417
obj = -2.637575, rho = 0.987515
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637614, rho = 0.987577
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.026637, rho = 0.985804
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.026525, rho = 0.985659
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.026525, rho = 0.985659
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -3.026580, rho = 0.985730
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.472532, rho = 0.983693
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.472384, rho = 0.983527
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 231
nu = 0.885417
obj = -3.472384, rho = 0.983527
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -3.472456, rho = 0.983608
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.983412, rho = 0.981268
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.983218, rho = 0.981076
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.983218, rho = 0.981076
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983313, rho = 0.981170
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -4.568508, rho = 0.978482
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -4.568252, rho = 0.978262
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -4.568252, rho = 0.978262
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568377, rho = 0.978370
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -5.238158, rho = 0.975283
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -5.237819, rho = 0.975030
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -5.237820, rho = 0.975030
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.237985, rho = 0.975153
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 271
nu = 0.880829
obj = -6.004403, rho = 0.971607
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 272
nu = 0.885417
obj = -6.003959, rho = 0.971317
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 272
nu = 0.885417
obj = -6.003959, rho = 0.971317
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004180, rho = 0.971459
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 272
nu = 0.880829
obj = -6.880523, rho = 0.967385
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 273
nu = 0.885417
obj = -6.879937, rho = 0.967051
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 273
nu = 0.885417
obj = -6.879937, rho = 0.967052
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880228, rho = 0.967214
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967628
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 272
nu = 0.880829
obj = -7.881444, rho = 0.962536
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 279
nu = 0.885417
obj = -7.880672, rho = 0.962150
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 279
nu = 0.885417
obj = -7.880673, rho = 0.962151
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881055, rho = 0.962340
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 272
nu = 0.880829
obj = -9.024192, rho = 0.956965
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 281
nu = 0.885417
obj = -9.023174, rho = 0.956520
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 281
nu = 0.885417
obj = -9.023175, rho = 0.956521
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023678, rho = 0.956740
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 272
nu = 0.880829
obj = -10.327660, rho = 0.950565
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326318, rho = 0.950055
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326319, rho = 0.950055
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.326982, rho = 0.950307
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950934
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 309
nu = 0.880829
obj = -11.812646, rho = 0.943214
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.810865, rho = 0.942627
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.810865, rho = 0.942628
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.811741, rho = 0.942917
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674953, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 311
nu = 0.880829
obj = -13.502050, rho = 0.934771
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -13.499700, rho = 0.934097
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -13.499701, rho = 0.934097
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -13.500858, rho = 0.934430
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344891, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 312
nu = 0.880829
obj = -15.421358, rho = 0.925071
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -15.418256, rho = 0.924297
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -15.418258, rho = 0.924298
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -15.419784, rho = 0.924680
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242157, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 312
nu = 0.880829
obj = -17.598043, rho = 0.913928
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -17.593950, rho = 0.913039
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -17.593952, rho = 0.913040
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -17.595966, rho = 0.913478
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393946, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 312
nu = 0.880829
obj = -20.060678, rho = 0.901130
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -20.055277, rho = 0.900109
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -20.055280, rho = 0.900110
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -20.057938, rho = 0.900614
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828547, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -22.840928, rho = 0.886426
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -22.833800, rho = 0.885255
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -22.833804, rho = 0.885256
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -22.837309, rho = 0.885833
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577337, rho = 0.887274
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 336
nu = 0.880829
obj = -25.969042, rho = 0.869539
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -25.959636, rho = 0.868194
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -25.959641, rho = 0.868195
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 320
nu = 0.885417
obj = -25.964270, rho = 0.868858
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670286, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -29.476001, rho = 0.850145
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -29.463591, rho = 0.848600
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -29.463597, rho = 0.848601
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -29.469705, rho = 0.849362
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138147, rho = 0.851264
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -33.393389, rho = 0.827856
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -33.377015, rho = 0.826083
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -33.377024, rho = 0.826084
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -33.385081, rho = 0.826956
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012300, rho = 0.829141
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 338
nu = 0.880829
obj = -37.742735, rho = 0.802261
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -37.721131, rho = 0.800224
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -37.721143, rho = 0.800225
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -37.731773, rho = 0.801227
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314239, rho = 0.803737
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 378
nu = 0.880829
obj = -42.541865, rho = 0.772861
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -42.513353, rho = 0.770521
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -42.513368, rho = 0.770523
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 343
nu = 0.885417
obj = -42.527394, rho = 0.771673
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061859, rho = 0.774557
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -47.796588, rho = 0.739079
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -47.758962, rho = 0.736392
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -47.758983, rho = 0.736393
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 373
nu = 0.885417
obj = -47.777498, rho = 0.737715
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261307, rho = 0.741027
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -53.488751, rho = 0.700283
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -53.439104, rho = 0.697196
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -53.439131, rho = 0.697197
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.463563, rho = 0.698716
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895140, rho = 0.702520
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 387
nu = 0.880829
obj = -59.575991, rho = 0.655710
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -59.510480, rho = 0.652166
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -59.510516, rho = 0.652168
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.542753, rho = 0.653912
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922162, rho = 0.658283
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -65.970985, rho = 0.604517
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 357
nu = 0.885417
obj = -65.884548, rho = 0.600448
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 357
nu = 0.885417
obj = -65.884595, rho = 0.600450
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.927129, rho = 0.602454
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.256957, rho = 0.607474
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -72.530493, rho = 0.545709
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 357
nu = 0.885417
obj = -72.416437, rho = 0.541035
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 357
nu = 0.885417
obj = -72.416500, rho = 0.541037
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.472624, rho = 0.543339
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759138, rho = 0.549106
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -79.026459, rho = 0.478161
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 357
nu = 0.885417
obj = -78.875964, rho = 0.472791
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 357
nu = 0.885417
obj = -78.876046, rho = 0.472794
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -78.950101, rho = 0.475438
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204861, rho = 0.482062
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -85.118807, rho = 0.400559
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 359
nu = 0.885417
obj = -84.920224, rho = 0.394391
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.885417
obj = -84.920334, rho = 0.394397
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -85.018051, rho = 0.397431
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260083, rho = 0.405041
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -90.308390, rho = 0.311425
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 361
nu = 0.885417
obj = -90.046361, rho = 0.304342
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 361
nu = 0.885417
obj = -90.046505, rho = 0.304346
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.885417
obj = -90.175444, rho = 0.307832
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434196, rho = 0.316573
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -93.883943, rho = 0.209035
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 363
nu = 0.885417
obj = -93.538193, rho = 0.200899
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 363
nu = 0.885417
obj = -93.538383, rho = 0.200903
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 381
nu = 0.885417
obj = -93.708518, rho = 0.204907
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.879581
obj = -93.027834, rho = 0.214949
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 523
nu = 0.856303
obj = -94.920830, rho = 0.116716
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 508
nu = 0.856867
obj = -94.491623, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 498
nu = 0.856860
obj = -94.491858, rho = 0.111669
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 508
nu = 0.858801
obj = -94.702575, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 451
nu = 0.857930
obj = -94.114931, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.745447
obj = -94.920829, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 511
nu = 0.745971
obj = -94.491621, rho = 0.111665
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 509
nu = 0.745950
obj = -94.491856, rho = 0.111669
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 478
nu = 0.747647
obj = -94.702575, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.746870
obj = -94.114925, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.648970
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.649353
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.649390
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.650852
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650165
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.564955
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.565289
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.565321
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.566593
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.565996
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.491822
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.492112
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.492140
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.493248
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492728
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.428155
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.428408
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.428432
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.429397
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428944
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.372733
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.372953
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.372975
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.373814
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373420
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.324485
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.324676
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.324695
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.325426
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325083
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.282478
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.282644
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.282660
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.283297
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.282998
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.245911
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.246056
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.246070
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.246624
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246364
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.214078
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.214204
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.214216
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.214698
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214472
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.186367
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.186477
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.186487
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.186907
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186710
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.162240
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.162336
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.162345
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.162710
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162539
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.141239
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.141322
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.141330
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.141648
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141499
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.122955
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.123028
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.123035
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.123312
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123182
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.107039
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.107102
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.107108
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.107349
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107236
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.093182
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.093237
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.093243
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.093453
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093354
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.081121
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.081168
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.081173
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.081356
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081270
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.070619
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.070661
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.070665
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.070824
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070749
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.061478
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.061514
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.061518
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.061656
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061591
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.053519
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.053551
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.053554
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.053675
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053618
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.046591
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.046619
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.046622
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.046727
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046677
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.040560
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.040584
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.040586
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.040678
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040635
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.035310
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.035331
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.035333
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.035412
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035375
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.030739
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.030757
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.030759
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.030828
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030795
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.026760
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.026776
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.026777
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.026837
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026809
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.023296
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.023309
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.023311
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.023363
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023339
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.020280
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.020292
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.020293
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.020339
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020317
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.017655
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.017665
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.017666
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.017706
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017687
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.015369
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.015379
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.015379
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.015414
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015398
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.013380
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.013388
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.013389
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.013419
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013405
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.011648
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.011655
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.011655
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.011682
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011669
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.010140
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.010146
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.010147
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.010169
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010159
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.008827
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.008833
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.008833
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.008853
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008844
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.007685
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.007689
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.007690
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.007707
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007699
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.006690
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.006694
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.006694
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.006709
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006702
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.005824
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.005827
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.005828
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.005841
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005835
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.005070
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.005073
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.005073
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.005085
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005079
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.004414
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.004416
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.004417
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.004427
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.003842
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.003845
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.003845
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.003853
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003849
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.003345
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.003347
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.003347
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.003355
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.002912
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.002914
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.002914
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.002920
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002917
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.002535
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.002537
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.002537
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.002542
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.002207
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.002208
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.002208
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.002213
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.001921
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.001922
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.001922
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.001927
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.001672
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.001673
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.001674
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.001677
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.001456
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.001457
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.001457
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.001460
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.001268
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.001268
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.001268
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.001271
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.001103
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.001104
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.001104
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.001107
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001105
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 503
nu = 0.000961
obj = -94.920824, rho = 0.116715
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 560
nu = 0.000961
obj = -94.491616, rho = 0.111666
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 562
nu = 0.000961
obj = -94.491851, rho = 0.111670
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 622
nu = 0.000963
obj = -94.702579, rho = 0.114148
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.114915, rho = 0.120416
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999250
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999248
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999248
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999259
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.288822, rho = 0.999120
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.288821, rho = 0.999117
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.288821, rho = 0.999117
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331725, rho = 0.998989
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998986
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998986
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.999000
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 152
nu = 0.880829
obj = -0.381026, rho = 0.998322
nSV = 193, nBSV = 103
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.381024, rho = 0.998321
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.381024, rho = 0.998321
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998316
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.437616, rho = 0.998063
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998061
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998061
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998066
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502597, rho = 0.997767
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502594, rho = 0.997773
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.502594, rho = 0.997773
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997778
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577217, rho = 0.997435
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997432
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997432
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997448
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662903, rho = 0.997053
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662897, rho = 0.997050
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662897, rho = 0.997050
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997068
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761271, rho = 0.996452
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761264, rho = 0.996417
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761264, rho = 0.996417
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996434
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874205, rho = 0.995924
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874195, rho = 0.995884
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874195, rho = 0.995884
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874199, rho = 0.995903
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003862, rho = 0.995318
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003850, rho = 0.995272
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003850, rho = 0.995272
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003855, rho = 0.995294
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152676, rho = 0.994622
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152660, rho = 0.994569
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152660, rho = 0.994569
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994594
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323470, rho = 0.993823
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323448, rho = 0.993761
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323448, rho = 0.993761
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323458, rho = 0.993790
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -1.519481, rho = 0.992906
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.519455, rho = 0.992835
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.519455, rho = 0.992835
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519467, rho = 0.992867
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -1.744437, rho = 0.991850
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.744403, rho = 0.991770
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.744403, rho = 0.991770
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744419, rho = 0.991806
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -2.002462, rho = 0.990639
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.002417, rho = 0.990546
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.002417, rho = 0.990546
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002437, rho = 0.990588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -2.298252, rho = 0.989247
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.298193, rho = 0.989141
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.298193, rho = 0.989141
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298219, rho = 0.989189
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -2.637660, rho = 0.987648
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.637582, rho = 0.987526
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.637582, rho = 0.987526
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637617, rho = 0.987581
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.026643, rho = 0.985812
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -3.026534, rho = 0.985671
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 230
nu = 0.885417
obj = -3.026534, rho = 0.985671
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -3.026583, rho = 0.985734
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.472539, rho = 0.983700
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.472396, rho = 0.983540
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.472396, rho = 0.983540
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.472461, rho = 0.983613
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.983422, rho = 0.981276
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.983233, rho = 0.981090
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.983233, rho = 0.981090
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983318, rho = 0.981176
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -4.568521, rho = 0.978492
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -4.568272, rho = 0.978280
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -4.568272, rho = 0.978280
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568384, rho = 0.978376
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -5.238175, rho = 0.975294
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -5.237847, rho = 0.975050
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -5.237847, rho = 0.975050
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.237995, rho = 0.975161
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 271
nu = 0.880829
obj = -6.004426, rho = 0.971620
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 274
nu = 0.885417
obj = -6.003996, rho = 0.971340
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 274
nu = 0.885417
obj = -6.003996, rho = 0.971340
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004193, rho = 0.971468
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 271
nu = 0.880829
obj = -6.880553, rho = 0.967400
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 279
nu = 0.885417
obj = -6.879987, rho = 0.967077
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 279
nu = 0.885417
obj = -6.879987, rho = 0.967078
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880245, rho = 0.967225
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 273
nu = 0.880829
obj = -7.881484, rho = 0.962554
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.880738, rho = 0.962182
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.880738, rho = 0.962182
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881078, rho = 0.962351
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 274
nu = 0.880829
obj = -9.024245, rho = 0.956987
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023260, rho = 0.956559
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023261, rho = 0.956559
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023709, rho = 0.956753
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 274
nu = 0.880829
obj = -10.327730, rho = 0.950591
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -10.326432, rho = 0.950098
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -10.326432, rho = 0.950098
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327023, rho = 0.950322
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950934
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 313
nu = 0.880829
obj = -11.812739, rho = 0.943244
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.811014, rho = 0.942677
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.811014, rho = 0.942677
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.811794, rho = 0.942935
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 313
nu = 0.880829
obj = -13.502173, rho = 0.934805
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -13.499896, rho = 0.934154
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -13.499897, rho = 0.934154
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -13.500928, rho = 0.934450
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 313
nu = 0.880829
obj = -15.421519, rho = 0.925110
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -15.418516, rho = 0.924362
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -15.418516, rho = 0.924362
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -15.419877, rho = 0.924703
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242158, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 314
nu = 0.880829
obj = -17.598256, rho = 0.913973
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -17.594292, rho = 0.913114
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -17.594293, rho = 0.913114
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -17.596090, rho = 0.913505
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393947, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 314
nu = 0.880829
obj = -20.060959, rho = 0.901182
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -20.055729, rho = 0.900195
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -20.055730, rho = 0.900195
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058101, rho = 0.900644
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828549, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -22.841298, rho = 0.886486
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -22.834394, rho = 0.885354
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -22.834395, rho = 0.885354
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -22.837524, rho = 0.885868
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577340, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -25.969529, rho = 0.869608
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -25.960419, rho = 0.868307
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -25.960421, rho = 0.868308
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -25.964554, rho = 0.868898
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670290, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -29.476644, rho = 0.850224
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -29.464623, rho = 0.848730
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -29.464626, rho = 0.848730
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 323
nu = 0.885417
obj = -29.470079, rho = 0.849409
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138152, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -33.394238, rho = 0.827946
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -33.378376, rho = 0.826230
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 302
nu = 0.885417
obj = -33.378379, rho = 0.826230
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -33.385577, rho = 0.827010
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012307, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -37.743854, rho = 0.802365
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -37.722928, rho = 0.800393
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -37.722932, rho = 0.800393
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.732428, rho = 0.801288
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314247, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 370
nu = 0.880829
obj = -42.543340, rho = 0.772980
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 333
nu = 0.885417
obj = -42.515724, rho = 0.770717
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 333
nu = 0.885417
obj = -42.515728, rho = 0.770717
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -42.528259, rho = 0.771744
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061871, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 371
nu = 0.880829
obj = -47.798533, rho = 0.739216
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -47.762092, rho = 0.736617
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 338
nu = 0.885417
obj = -47.762098, rho = 0.736617
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.778638, rho = 0.737796
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261323, rho = 0.741028
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 373
nu = 0.880829
obj = -53.491318, rho = 0.700440
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 342
nu = 0.885417
obj = -53.443235, rho = 0.697454
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.885417
obj = -53.443243, rho = 0.697455
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.465066, rho = 0.698809
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895160, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 373
nu = 0.880829
obj = -59.579378, rho = 0.655893
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 346
nu = 0.885417
obj = -59.515931, rho = 0.652463
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 346
nu = 0.885417
obj = -59.515942, rho = 0.652464
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.544737, rho = 0.654019
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922188, rho = 0.658284
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 373
nu = 0.880829
obj = -65.975455, rho = 0.604729
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 352
nu = 0.885417
obj = -65.891740, rho = 0.600789
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 352
nu = 0.885417
obj = -65.891754, rho = 0.600790
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.929746, rho = 0.602576
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.256992, rho = 0.607476
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 392
nu = 0.880829
obj = -72.536396, rho = 0.545952
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -72.425927, rho = 0.541425
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -72.425946, rho = 0.541426
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.476077, rho = 0.543480
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759184, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 397
nu = 0.880829
obj = -79.034249, rho = 0.478438
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -78.888485, rho = 0.473239
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -78.888510, rho = 0.473240
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.885417
obj = -78.954659, rho = 0.475600
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204922, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 397
nu = 0.880829
obj = -85.129086, rho = 0.400878
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -84.936747, rho = 0.394906
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -84.936779, rho = 0.394907
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.885417
obj = -85.024065, rho = 0.397617
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260164, rho = 0.405043
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 397
nu = 0.880829
obj = -90.321953, rho = 0.311792
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -90.068162, rho = 0.304932
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 353
nu = 0.885417
obj = -90.068205, rho = 0.304933
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.885417
obj = -90.183378, rho = 0.308046
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434303, rho = 0.316576
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 397
nu = 0.880829
obj = -93.901840, rho = 0.209456
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -93.566962, rho = 0.201575
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -93.567019, rho = 0.201577
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 381
nu = 0.885417
obj = -93.718988, rho = 0.205153
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.879581
obj = -93.027974, rho = 0.214952
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 514
nu = 0.856510
obj = -94.943167, rho = 0.116978
nSV = 193, nBSV = 0
Total nSV = 193
.*.*
optimization finished, #iter = 469
nu = 0.857188
obj = -94.527186, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 489
nu = 0.857214
obj = -94.527256, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 493
nu = 0.858904
obj = -94.715572, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 467
nu = 0.857944
obj = -94.115108, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 495
nu = 0.745622
obj = -94.943166, rho = 0.116979
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 516
nu = 0.746254
obj = -94.527182, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.746264
obj = -94.527255, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 479
nu = 0.747723
obj = -94.715579, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 421
nu = 0.746843
obj = -94.115100, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.649149
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.649645
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.649630
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.650950
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650160
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.565111
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.565543
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.565530
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.566679
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.565992
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.491958
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.492333
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.492322
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.493323
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492724
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.428273
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.428601
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.428590
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.429462
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428940
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.372836
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.373121
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.373112
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.373871
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373417
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.324574
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.324822
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.324815
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.325475
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325080
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.282556
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.282771
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.282765
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.283340
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.282996
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.245979
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.246167
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.246161
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.246661
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246362
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.214137
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.214300
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.214295
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.214731
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214470
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.186418
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.186561
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.186556
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.186935
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186709
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.162285
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.162409
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.162405
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.162735
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162537
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.141278
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.141386
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.141382
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.141670
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141498
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.122989
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.123083
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.123080
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.123331
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123181
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.107068
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.107150
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.107148
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.107365
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107235
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.093208
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.093279
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.093277
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.093467
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093353
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.081143
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.081205
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.081203
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.081368
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081269
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.070639
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.070693
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.070691
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.070835
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070749
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.061495
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.061542
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.061540
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.061665
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061590
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.053534
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.053575
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.053574
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.053683
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053618
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.046604
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.046640
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.046639
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.046734
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046677
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.040571
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.040602
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.040601
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.040684
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040635
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.035319
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.035346
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.035346
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.035417
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035374
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.030747
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.030771
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.030770
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.030833
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030795
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.026767
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.026788
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.026787
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.026841
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026809
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.023302
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.023320
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.023319
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.023367
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023338
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.020286
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.020301
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.020301
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.020342
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020317
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.017660
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.017673
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.017673
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.017709
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017687
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.015374
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.015385
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.015385
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.015416
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015398
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.013384
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.013394
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.013393
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.013421
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013404
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.011651
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.011660
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.011660
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.011683
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011669
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.010143
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.010151
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.010150
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.010171
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010159
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.008830
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.008837
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.008836
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.008854
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008844
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.007687
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.007693
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.007693
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.007708
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007699
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.006692
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.006697
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.006697
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.006710
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006702
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.005826
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.005830
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.005830
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.005842
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005835
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.005071
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.005075
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.005075
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.005085
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005079
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.004415
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.004418
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.004418
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.004427
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.003843
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.003846
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.003846
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.003854
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003849
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.003346
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.003348
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.003348
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.003355
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.002913
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.002915
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.002915
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.002921
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002917
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.002536
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.002538
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.002538
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.002543
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.002207
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.002209
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.002209
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.002214
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.001922
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.001923
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.001923
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.001927
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.001673
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.001674
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.001674
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.001678
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.001456
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.001457
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.001457
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.001460
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.001268
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.001269
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.001269
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.001271
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.001104
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.001105
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.001105
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.001107
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001105
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 465
nu = 0.000961
obj = -94.943167, rho = 0.116977
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 576
nu = 0.000962
obj = -94.527184, rho = 0.112084
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 576
nu = 0.000962
obj = -94.527254, rho = 0.112085
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 613
nu = 0.000964
obj = -94.715580, rho = 0.114301
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.115091, rho = 0.120418
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999251
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999250
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999250
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999259
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.288822, rho = 0.999122
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.288821, rho = 0.999119
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.288821, rho = 0.999119
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331725, rho = 0.998991
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998988
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998988
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.381027, rho = 0.998315
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.381025, rho = 0.998322
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 149
nu = 0.885417
obj = -0.381025, rho = 0.998322
nSV = 192, nBSV = 106
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.437616, rho = 0.998064
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998064
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998064
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998066
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502598, rho = 0.997769
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502594, rho = 0.997767
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502594, rho = 0.997767
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997779
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577217, rho = 0.997437
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997435
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997435
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997448
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662904, rho = 0.997056
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662898, rho = 0.997054
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662898, rho = 0.997054
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997069
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761272, rho = 0.996454
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761265, rho = 0.996420
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761265, rho = 0.996420
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996434
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874205, rho = 0.995927
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874196, rho = 0.995888
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874196, rho = 0.995888
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995904
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003863, rho = 0.995321
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003851, rho = 0.995276
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003851, rho = 0.995276
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995295
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152677, rho = 0.994626
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152661, rho = 0.994574
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152661, rho = 0.994574
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994595
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323471, rho = 0.993826
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323450, rho = 0.993767
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323450, rho = 0.993767
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323458, rho = 0.993792
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519483, rho = 0.992909
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519457, rho = 0.992840
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519457, rho = 0.992840
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519468, rho = 0.992869
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -1.744440, rho = 0.991855
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.744406, rho = 0.991776
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -1.744406, rho = 0.991776
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744420, rho = 0.991808
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -2.002465, rho = 0.990644
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.002420, rho = 0.990553
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.002420, rho = 0.990553
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002438, rho = 0.990590
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -2.298255, rho = 0.989253
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.298197, rho = 0.989149
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.298197, rho = 0.989149
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298221, rho = 0.989191
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 205
nu = 0.880829
obj = -2.637665, rho = 0.987655
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.637588, rho = 0.987535
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 211
nu = 0.885417
obj = -2.637588, rho = 0.987535
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637618, rho = 0.987584
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.026649, rho = 0.985820
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026543, rho = 0.985682
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026543, rho = 0.985682
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.026586, rho = 0.985737
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.472547, rho = 0.983710
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.472407, rho = 0.983553
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.472407, rho = 0.983553
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472464, rho = 0.983616
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.983432, rho = 0.981287
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.983248, rho = 0.981106
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.983248, rho = 0.981106
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983323, rho = 0.981180
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -4.568535, rho = 0.978504
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -4.568292, rho = 0.978296
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -4.568292, rho = 0.978296
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568390, rho = 0.978381
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -5.238194, rho = 0.975308
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -5.237873, rho = 0.975069
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -5.237873, rho = 0.975069
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238002, rho = 0.975167
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 270
nu = 0.880829
obj = -6.004450, rho = 0.971638
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 279
nu = 0.885417
obj = -6.004031, rho = 0.971361
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 279
nu = 0.885417
obj = -6.004032, rho = 0.971361
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004203, rho = 0.971474
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 270
nu = 0.880829
obj = -6.880585, rho = 0.967420
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 283
nu = 0.885417
obj = -6.880033, rho = 0.967103
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 283
nu = 0.885417
obj = -6.880033, rho = 0.967103
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880258, rho = 0.967232
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 271
nu = 0.880829
obj = -7.881526, rho = 0.962576
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -7.880799, rho = 0.962210
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -7.880799, rho = 0.962211
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881095, rho = 0.962360
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 271
nu = 0.880829
obj = -9.024300, rho = 0.957011
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -9.023340, rho = 0.956591
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -9.023340, rho = 0.956591
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023731, rho = 0.956763
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 272
nu = 0.880829
obj = -10.327803, rho = 0.950619
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 287
nu = 0.885417
obj = -10.326537, rho = 0.950137
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 287
nu = 0.885417
obj = -10.326537, rho = 0.950138
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327052, rho = 0.950334
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 312
nu = 0.880829
obj = -11.812835, rho = 0.943275
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 288
nu = 0.885417
obj = -11.811152, rho = 0.942722
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 288
nu = 0.885417
obj = -11.811152, rho = 0.942722
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 293
nu = 0.885417
obj = -11.811834, rho = 0.942948
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -13.502301, rho = 0.934840
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -13.500079, rho = 0.934206
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -13.500079, rho = 0.934206
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -13.500980, rho = 0.934465
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -15.421689, rho = 0.925150
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -15.418757, rho = 0.924422
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -15.418757, rho = 0.924423
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.419946, rho = 0.924720
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 318
nu = 0.880829
obj = -17.598480, rho = 0.914021
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -17.594611, rho = 0.913182
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -17.594611, rho = 0.913183
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596180, rho = 0.913524
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 319
nu = 0.880829
obj = -20.061255, rho = 0.901235
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -20.056149, rho = 0.900274
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -20.056149, rho = 0.900275
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058220, rho = 0.900667
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 327
nu = 0.880829
obj = -22.841685, rho = 0.886547
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -22.834947, rho = 0.885444
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -22.834947, rho = 0.885444
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 318
nu = 0.885417
obj = -22.837682, rho = 0.885894
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 328
nu = 0.880829
obj = -25.970040, rho = 0.869678
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -25.961150, rho = 0.868411
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -25.961150, rho = 0.868411
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -25.964763, rho = 0.868928
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 330
nu = 0.880829
obj = -29.477317, rho = 0.850305
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -29.465587, rho = 0.848849
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -29.465587, rho = 0.848849
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 334
nu = 0.885417
obj = -29.470355, rho = 0.849442
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138153, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 330
nu = 0.880829
obj = -33.395127, rho = 0.828039
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -33.379647, rho = 0.826367
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -33.379648, rho = 0.826367
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.385939, rho = 0.827049
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 331
nu = 0.880829
obj = -37.745028, rho = 0.802472
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -37.724603, rho = 0.800550
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 297
nu = 0.885417
obj = -37.724604, rho = 0.800550
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.732905, rho = 0.801333
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314250, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 351
nu = 0.880829
obj = -42.544884, rho = 0.773104
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -42.517932, rho = 0.770896
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -42.517933, rho = 0.770896
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 369
nu = 0.885417
obj = -42.528891, rho = 0.771795
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061874, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 354
nu = 0.880829
obj = -47.800571, rho = 0.739360
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -47.765005, rho = 0.736822
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -47.765006, rho = 0.736822
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.779469, rho = 0.737855
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261327, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 358
nu = 0.880829
obj = -53.494007, rho = 0.700605
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -53.447077, rho = 0.697690
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -53.447079, rho = 0.697690
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.466161, rho = 0.698877
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895166, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 358
nu = 0.880829
obj = -59.582926, rho = 0.656082
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 315
nu = 0.885417
obj = -59.521001, rho = 0.652734
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 315
nu = 0.885417
obj = -59.521004, rho = 0.652734
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.546183, rho = 0.654097
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922197, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 359
nu = 0.880829
obj = -65.980136, rho = 0.604947
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 322
nu = 0.885417
obj = -65.898430, rho = 0.601102
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 324
nu = 0.885417
obj = -65.898434, rho = 0.601102
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.931655, rho = 0.602666
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257003, rho = 0.607476
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 399
nu = 0.880829
obj = -72.542579, rho = 0.546204
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -72.434764, rho = 0.541787
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -72.434769, rho = 0.541787
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.478596, rho = 0.543583
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759198, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 399
nu = 0.880829
obj = -79.042406, rho = 0.478729
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -78.900145, rho = 0.473655
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -78.900152, rho = 0.473655
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 379
nu = 0.885417
obj = -78.957982, rho = 0.475718
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204941, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 399
nu = 0.880829
obj = -85.139850, rho = 0.401212
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -84.952133, rho = 0.395384
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -84.952141, rho = 0.395384
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -85.028452, rho = 0.397753
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260189, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 399
nu = 0.880829
obj = -90.336156, rho = 0.312175
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 360
nu = 0.885417
obj = -90.088465, rho = 0.305481
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 360
nu = 0.885417
obj = -90.088475, rho = 0.305481
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -90.189166, rho = 0.308202
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434336, rho = 0.316577
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 399
nu = 0.880829
obj = -93.920580, rho = 0.209896
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 362
nu = 0.885417
obj = -93.593749, rho = 0.202206
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 362
nu = 0.885417
obj = -93.593763, rho = 0.202207
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 397
nu = 0.885417
obj = -93.726626, rho = 0.205333
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.879581
obj = -93.028018, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 498
nu = 0.856707
obj = -94.966550, rho = 0.117253
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 459
nu = 0.857500
obj = -94.560325, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 468
nu = 0.857501
obj = -94.560342, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 507
nu = 0.858999
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 441
nu = 0.857940
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 536
nu = 0.745805
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 508
nu = 0.746468
obj = -94.560320, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 508
nu = 0.746493
obj = -94.560338, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 476
nu = 0.747798
obj = -94.725066, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 434
nu = 0.746895
obj = -94.115156, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.649271
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.649862
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.649871
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.651033
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650167
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.565218
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.565732
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.565740
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.566751
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.565998
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.492050
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.492498
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.492505
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.493385
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492729
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.428354
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.428744
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.428750
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.429516
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428945
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.372907
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.373246
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.373251
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.373918
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373421
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.324636
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.324931
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.324935
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.325516
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325084
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.282609
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.282866
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.282870
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.283376
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.282999
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.246025
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.246249
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.246252
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.246693
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246365
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.214177
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.214372
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.214375
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.214758
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214473
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.186453
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.186623
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.186625
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.186959
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186711
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.162315
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.162463
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.162465
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.162755
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162539
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.141304
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.141433
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.141435
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.141688
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141499
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.123013
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.123125
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.123126
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.123346
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123182
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.107089
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.107186
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.107187
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.107379
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107236
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.093226
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.093311
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.093312
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.093479
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093354
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.081158
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.081232
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.081233
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.081378
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081270
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.070652
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.070717
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.070717
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.070844
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070750
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.061506
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.061562
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.061563
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.061673
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061591
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.053544
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.053593
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.053594
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.053690
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053618
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.046613
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.046656
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.046656
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.046740
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046677
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.040579
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.040616
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.040616
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.040689
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040635
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.035326
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.035358
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.035359
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.035422
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035375
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.030753
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.030781
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.030782
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.030837
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030796
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.026772
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.026797
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.026797
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.026845
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026809
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.023307
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.023328
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.023328
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.023370
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023339
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.020290
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.020308
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.020308
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.020345
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020318
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.017663
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.017679
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.017679
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.017711
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017687
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.015377
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.015391
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.015391
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.015418
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015398
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.013386
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.013398
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.013398
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.013422
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013405
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.011653
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.011664
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.011664
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.011685
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011669
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.010145
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.010154
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.010154
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.010172
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010159
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.008832
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.008840
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.008840
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.008855
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008844
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.007688
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.007695
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.007695
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.007709
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007699
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.006693
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.006699
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.006699
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.006711
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006702
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.005827
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.005832
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.005832
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.005842
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005835
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.005072
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.005077
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.005077
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.005086
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005079
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.004416
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.004420
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.004420
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.004428
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.003844
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.003848
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.003848
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.003855
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003849
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.003347
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.003350
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.003350
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.003356
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.002913
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.002916
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.002916
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.002921
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002917
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.002536
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.002538
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.002539
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.002543
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.002208
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.002210
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.002210
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.002214
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.001922
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.001924
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.001924
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.001927
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.001673
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.001675
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.001675
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.001678
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.001457
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.001458
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.001458
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.001461
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.001268
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.001269
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.001269
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.001272
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.001104
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.001105
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.001105
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.001107
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001105
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 436
nu = 0.000961
obj = -94.966550, rho = 0.117254
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 573
nu = 0.000962
obj = -94.560323, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 573
nu = 0.000962
obj = -94.560341, rho = 0.112475
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 609
nu = 0.000964
obj = -94.725060, rho = 0.114413
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.115146, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999350
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999349
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999349
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999253
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999252
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999252
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999142
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999141
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999141
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331725, rho = 0.998993
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998991
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998991
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.381027, rho = 0.998316
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.381025, rho = 0.998316
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.381025, rho = 0.998316
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437616, rho = 0.998059
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998066
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.437613, rho = 0.998066
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502598, rho = 0.997770
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502594, rho = 0.997769
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502594, rho = 0.997769
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997779
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577218, rho = 0.997439
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997438
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997438
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662904, rho = 0.997058
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662898, rho = 0.997057
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662898, rho = 0.997057
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761272, rho = 0.996456
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761265, rho = 0.996423
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761265, rho = 0.996423
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874206, rho = 0.995930
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874197, rho = 0.995891
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874197, rho = 0.995891
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003864, rho = 0.995324
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003852, rho = 0.995280
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003852, rho = 0.995280
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152678, rho = 0.994629
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152662, rho = 0.994578
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152662, rho = 0.994578
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994596
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323472, rho = 0.993830
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323452, rho = 0.993772
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323452, rho = 0.993772
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323458, rho = 0.993793
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519484, rho = 0.992913
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519459, rho = 0.992845
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519459, rho = 0.992845
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519468, rho = 0.992870
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744441, rho = 0.991859
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744408, rho = 0.991781
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744408, rho = 0.991781
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744420, rho = 0.991809
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -2.002467, rho = 0.990649
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.002424, rho = 0.990560
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.002424, rho = 0.990560
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990591
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -2.298259, rho = 0.989260
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.298202, rho = 0.989157
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.298202, rho = 0.989157
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298221, rho = 0.989193
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -2.637669, rho = 0.987662
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.637593, rho = 0.987545
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.637593, rho = 0.987545
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637619, rho = 0.987585
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.026655, rho = 0.985828
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026551, rho = 0.985693
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026551, rho = 0.985693
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026588, rho = 0.985740
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.472556, rho = 0.983719
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.472418, rho = 0.983564
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.472418, rho = 0.983564
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472466, rho = 0.983619
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.983443, rho = 0.981298
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.983262, rho = 0.981120
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.983262, rho = 0.981120
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983325, rho = 0.981183
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -4.568550, rho = 0.978517
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -4.568310, rho = 0.978312
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -4.568310, rho = 0.978312
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568394, rho = 0.978384
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -5.238213, rho = 0.975323
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -5.237897, rho = 0.975087
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -5.237897, rho = 0.975087
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238007, rho = 0.975171
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -6.004475, rho = 0.971653
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 283
nu = 0.885417
obj = -6.004065, rho = 0.971383
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 283
nu = 0.885417
obj = -6.004065, rho = 0.971383
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004209, rho = 0.971478
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -6.880617, rho = 0.967438
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -6.880076, rho = 0.967126
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -6.880076, rho = 0.967126
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880267, rho = 0.967237
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 269
nu = 0.880829
obj = -7.881569, rho = 0.962597
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -7.880855, rho = 0.962239
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -7.880855, rho = 0.962239
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881106, rho = 0.962366
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 270
nu = 0.880829
obj = -9.024357, rho = 0.957036
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -9.023415, rho = 0.956624
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -9.023415, rho = 0.956624
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023746, rho = 0.956770
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 270
nu = 0.880829
obj = -10.327878, rho = 0.950647
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326634, rho = 0.950173
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326634, rho = 0.950173
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327071, rho = 0.950341
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 316
nu = 0.880829
obj = -11.812936, rho = 0.943308
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -11.811281, rho = 0.942764
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -11.811281, rho = 0.942764
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 299
nu = 0.885417
obj = -11.811861, rho = 0.942956
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 316
nu = 0.880829
obj = -13.502433, rho = 0.934879
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -13.500249, rho = 0.934253
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -13.500249, rho = 0.934253
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501015, rho = 0.934475
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -15.421863, rho = 0.925194
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -15.418981, rho = 0.924478
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -15.418981, rho = 0.924478
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.419992, rho = 0.924731
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 318
nu = 0.880829
obj = -17.598710, rho = 0.914069
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -17.594906, rho = 0.913247
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -17.594907, rho = 0.913247
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596240, rho = 0.913538
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 318
nu = 0.880829
obj = -20.061558, rho = 0.901293
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -20.056540, rho = 0.900348
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -20.056540, rho = 0.900348
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058299, rho = 0.900682
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -22.842083, rho = 0.886613
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -22.835460, rho = 0.885528
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -22.835460, rho = 0.885528
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -22.837791, rho = 0.885911
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -25.970565, rho = 0.869754
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -25.961827, rho = 0.868507
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -25.961827, rho = 0.868507
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.964903, rho = 0.868948
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -29.478010, rho = 0.850391
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -29.466480, rho = 0.848959
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -29.466480, rho = 0.848959
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470540, rho = 0.849465
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -33.396041, rho = 0.828139
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -33.380826, rho = 0.826494
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -33.380826, rho = 0.826494
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386183, rho = 0.827075
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -37.746234, rho = 0.802585
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -37.726158, rho = 0.800696
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -37.726159, rho = 0.800696
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733227, rho = 0.801364
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 333
nu = 0.880829
obj = -42.546472, rho = 0.773235
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -42.519980, rho = 0.771064
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -42.519980, rho = 0.771064
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529317, rho = 0.771830
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061875, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 337
nu = 0.880829
obj = -47.802667, rho = 0.739509
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -47.767709, rho = 0.737014
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -47.767709, rho = 0.737014
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780029, rho = 0.737895
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261328, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 337
nu = 0.880829
obj = -53.496772, rho = 0.700776
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -53.450645, rho = 0.697911
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -53.450645, rho = 0.697911
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.466901, rho = 0.698923
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 337
nu = 0.880829
obj = -59.586574, rho = 0.656279
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -59.525708, rho = 0.652988
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -59.525708, rho = 0.652988
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.547159, rho = 0.654150
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 339
nu = 0.880829
obj = -65.984950, rho = 0.605173
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -65.904638, rho = 0.601393
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -65.904639, rho = 0.601393
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.932942, rho = 0.602727
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257006, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 363
nu = 0.880829
obj = -72.548926, rho = 0.546463
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -72.442947, rho = 0.542120
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 296
nu = 0.885417
obj = -72.442948, rho = 0.542120
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 388
nu = 0.885417
obj = -72.480297, rho = 0.543653
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759202, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 371
nu = 0.880829
obj = -79.050783, rho = 0.479027
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -78.910946, rho = 0.474038
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -78.910948, rho = 0.474039
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -78.960228, rho = 0.475798
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204946, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 372
nu = 0.880829
obj = -85.150903, rho = 0.401555
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -84.966385, rho = 0.395825
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -84.966387, rho = 0.395825
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 401
nu = 0.885417
obj = -85.031415, rho = 0.397845
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260195, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 372
nu = 0.880829
obj = -90.350741, rho = 0.312569
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -90.107270, rho = 0.305987
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -90.107272, rho = 0.305987
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.193077, rho = 0.308308
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434345, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 376
nu = 0.880829
obj = -93.939827, rho = 0.210349
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 315
nu = 0.885417
obj = -93.618563, rho = 0.202788
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 315
nu = 0.885417
obj = -93.618566, rho = 0.202788
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 404
nu = 0.885417
obj = -93.731786, rho = 0.205454
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.879581
obj = -93.028029, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 482
nu = 0.856949
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 490
nu = 0.857783
obj = -94.591047, rho = 0.112837
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 484
nu = 0.857767
obj = -94.591051, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 517
nu = 0.859023
obj = -94.731475, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 419
nu = 0.857951
obj = -94.115177, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 537
nu = 0.745981
obj = -94.990581, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 525
nu = 0.746751
obj = -94.591051, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 525
nu = 0.746725
obj = -94.591054, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 479
nu = 0.747863
obj = -94.731475, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 477
nu = 0.746874
obj = -94.115172, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.649435
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.650059
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.650035
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.651066
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650168
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.565360
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.565903
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.565883
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566780
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.565998
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.492174
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.492647
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.492629
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493411
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492729
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.428462
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.428874
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.428858
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429538
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428945
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.373000
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.373359
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.373345
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373937
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373421
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.324717
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.325029
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.325018
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325533
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325084
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.282680
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.282952
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.282941
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283390
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.282999
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.246087
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.246324
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.246315
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246705
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246365
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.214231
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.214437
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.214429
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214769
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214473
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.186500
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.186679
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.186673
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186969
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186711
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.162356
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.162512
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.162506
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162764
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162539
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.141340
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.141476
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.141471
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141695
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141499
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.123044
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.123162
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.123157
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123353
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123182
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.107115
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.107218
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.107214
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107385
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107236
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.093249
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.093339
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.093335
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093483
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093354
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.081179
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.081257
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.081254
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081383
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081270
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.070670
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.070738
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.070735
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070848
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070750
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.061522
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.061581
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.061579
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061676
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061591
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.053558
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.053609
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.053607
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053692
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053618
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.046625
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.046670
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.046668
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046742
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046677
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.040589
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.040628
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.040627
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040691
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040635
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.035335
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.035369
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.035368
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035424
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035375
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.030761
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.030790
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.030789
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030838
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030796
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.026779
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.026805
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.026804
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026846
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026809
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.023312
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.023335
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.023334
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023371
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023339
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.020295
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.020314
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.020313
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020346
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020318
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.017667
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.017684
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.017684
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017712
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017687
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.015380
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.015395
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.015395
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015419
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015398
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.013389
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.013402
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.013402
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013423
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013405
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.011656
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.011667
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.011667
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011685
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011669
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.010147
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.010157
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.010157
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010173
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010159
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.008834
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.008842
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.008842
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008856
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008844
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.007690
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.007698
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.007697
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007710
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007699
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.006695
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.006701
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.006701
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006712
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006702
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.005828
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.005834
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.005833
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005843
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005835
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.005074
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.005079
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.005078
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005079
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.004417
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.004421
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.004421
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004428
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.003845
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.003849
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.003849
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003855
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003849
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.003347
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.003351
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.003350
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003356
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.002914
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.002917
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.002917
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002917
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.002537
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.002539
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.002539
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.002208
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.002211
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.002210
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.001923
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.001924
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.001924
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.001674
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.001675
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.001675
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.001457
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.001458
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.001458
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001461
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.001268
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.001270
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.001270
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001272
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.001104
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.001105
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.001105
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001105
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 484
nu = 0.000961
obj = -94.990583, rho = 0.117537
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 556
nu = 0.000962
obj = -94.591043, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 556
nu = 0.000962
obj = -94.591047, rho = 0.112836
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.731466, rho = 0.114488
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.115160, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999351
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999350
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999350
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999254
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999254
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999254
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999143
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999143
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999143
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331725, rho = 0.998995
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998993
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998993
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.381027, rho = 0.998318
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.381025, rho = 0.998317
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.381025, rho = 0.998317
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437616, rho = 0.998060
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998060
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998060
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502598, rho = 0.997772
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997772
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997772
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997779
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577218, rho = 0.997441
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997440
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577213, rho = 0.997440
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662904, rho = 0.997060
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662898, rho = 0.997059
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662898, rho = 0.997059
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761273, rho = 0.996459
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761266, rho = 0.996425
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761266, rho = 0.996425
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874206, rho = 0.995932
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874197, rho = 0.995894
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874197, rho = 0.995894
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003864, rho = 0.995327
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003853, rho = 0.995283
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003853, rho = 0.995283
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152679, rho = 0.994632
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152663, rho = 0.994582
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152663, rho = 0.994582
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323473, rho = 0.993834
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323453, rho = 0.993776
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323453, rho = 0.993776
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323458, rho = 0.993793
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519486, rho = 0.992917
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519461, rho = 0.992850
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519461, rho = 0.992850
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519468, rho = 0.992870
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744444, rho = 0.991864
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744411, rho = 0.991787
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744411, rho = 0.991787
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744420, rho = 0.991810
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002470, rho = 0.990654
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002427, rho = 0.990566
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002427, rho = 0.990566
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990592
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -2.298263, rho = 0.989266
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.298206, rho = 0.989165
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.298206, rho = 0.989165
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989194
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 203
nu = 0.880829
obj = -2.637674, rho = 0.987669
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.637599, rho = 0.987553
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 209
nu = 0.885417
obj = -2.637599, rho = 0.987553
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637620, rho = 0.987586
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.026662, rho = 0.985836
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026558, rho = 0.985702
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026558, rho = 0.985702
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026589, rho = 0.985741
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 241
nu = 0.880829
obj = -3.472564, rho = 0.983729
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.472428, rho = 0.983575
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 234
nu = 0.885417
obj = -3.472428, rho = 0.983575
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472467, rho = 0.983620
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -3.983455, rho = 0.981309
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.983275, rho = 0.981133
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.983275, rho = 0.981133
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983327, rho = 0.981185
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -4.568564, rho = 0.978530
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -4.568327, rho = 0.978327
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -4.568327, rho = 0.978327
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568396, rho = 0.978386
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -5.238232, rho = 0.975338
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -5.237919, rho = 0.975105
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -5.237919, rho = 0.975105
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238010, rho = 0.975173
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -6.004500, rho = 0.971670
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 283
nu = 0.885417
obj = -6.004094, rho = 0.971403
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 283
nu = 0.885417
obj = -6.004094, rho = 0.971403
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004213, rho = 0.971481
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -6.880651, rho = 0.967457
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -6.880115, rho = 0.967150
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -6.880115, rho = 0.967150
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880272, rho = 0.967240
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -7.881612, rho = 0.962619
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -7.880906, rho = 0.962266
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -7.880906, rho = 0.962266
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881113, rho = 0.962369
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -9.024414, rho = 0.957060
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -9.023482, rho = 0.956655
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -9.023482, rho = 0.956655
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023755, rho = 0.956774
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -10.327953, rho = 0.950675
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326724, rho = 0.950209
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326724, rho = 0.950209
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327083, rho = 0.950346
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 316
nu = 0.880829
obj = -11.813036, rho = 0.943340
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -11.811398, rho = 0.942805
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -11.811398, rho = 0.942805
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811878, rho = 0.942962
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 316
nu = 0.880829
obj = -13.502565, rho = 0.934916
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -13.500404, rho = 0.934300
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 286
nu = 0.885417
obj = -13.500404, rho = 0.934300
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501037, rho = 0.934481
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -15.422037, rho = 0.925238
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -15.419186, rho = 0.924530
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -15.419186, rho = 0.924530
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420020, rho = 0.924738
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -17.598939, rho = 0.914119
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -17.595177, rho = 0.913307
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 287
nu = 0.885417
obj = -17.595177, rho = 0.913307
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596278, rho = 0.913546
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -20.061860, rho = 0.901350
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -20.056897, rho = 0.900417
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -20.056897, rho = 0.900417
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058349, rho = 0.900691
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -22.842481, rho = 0.886679
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -22.835931, rho = 0.885607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -22.835931, rho = 0.885607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837858, rho = 0.885922
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 319
nu = 0.880829
obj = -25.971091, rho = 0.869829
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -25.962448, rho = 0.868598
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -25.962448, rho = 0.868598
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.964990, rho = 0.868960
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 319
nu = 0.880829
obj = -29.478704, rho = 0.850477
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -29.467301, rho = 0.849064
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -29.467301, rho = 0.849064
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470654, rho = 0.849480
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 320
nu = 0.880829
obj = -33.396957, rho = 0.828238
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -33.381909, rho = 0.826614
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -33.381909, rho = 0.826614
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386334, rho = 0.827091
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 320
nu = 0.880829
obj = -37.747443, rho = 0.802700
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -37.727587, rho = 0.800834
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -37.727587, rho = 0.800834
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733426, rho = 0.801382
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 320
nu = 0.880829
obj = -42.548064, rho = 0.773365
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -42.521864, rho = 0.771221
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 290
nu = 0.885417
obj = -42.521864, rho = 0.771221
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529581, rho = 0.771852
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 320
nu = 0.880829
obj = -47.804766, rho = 0.739659
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -47.770195, rho = 0.737195
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -47.770195, rho = 0.737195
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780376, rho = 0.737920
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 320
nu = 0.880829
obj = -53.499541, rho = 0.700948
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -53.453925, rho = 0.698118
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -53.453925, rho = 0.698118
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467359, rho = 0.698951
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -59.590229, rho = 0.656477
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -59.530037, rho = 0.653226
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 295
nu = 0.885417
obj = -59.530037, rho = 0.653226
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.547763, rho = 0.654183
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -65.989772, rho = 0.605400
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -65.910352, rho = 0.601665
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -65.910352, rho = 0.601665
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.933740, rho = 0.602765
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -72.555282, rho = 0.546723
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -72.450486, rho = 0.542433
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -72.450486, rho = 0.542433
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 380
nu = 0.885417
obj = -72.481349, rho = 0.543696
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -79.059168, rho = 0.479325
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -78.920891, rho = 0.474397
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -78.920891, rho = 0.474397
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.961621, rho = 0.475848
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 326
nu = 0.880829
obj = -85.161969, rho = 0.401897
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -84.979508, rho = 0.396235
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 305
nu = 0.885417
obj = -84.979508, rho = 0.396235
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.033251, rho = 0.397902
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 333
nu = 0.880829
obj = -90.365344, rho = 0.312963
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -90.124586, rho = 0.306458
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -90.124586, rho = 0.306458
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.195498, rho = 0.308373
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434346, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 333
nu = 0.880829
obj = -93.959093, rho = 0.210801
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 312
nu = 0.885417
obj = -93.641411, rho = 0.203328
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -93.641412, rho = 0.203329
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 404
nu = 0.885417
obj = -93.734981, rho = 0.205529
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 347
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.857033
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 525
nu = 0.858016
obj = -94.619353, rho = 0.113169
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 535
nu = 0.858023
obj = -94.619354, rho = 0.113169
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 541
nu = 0.859109
obj = -94.735445, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 443
nu = 0.857938
obj = -94.115178, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.746096
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 519
nu = 0.746966
obj = -94.619348, rho = 0.113169
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 527
nu = 0.746970
obj = -94.619353, rho = 0.113169
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.747887
obj = -94.735442, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 505
nu = 0.746846
obj = -94.115176, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.649518
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.650271
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.650272
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.651092
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650195
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.565432
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.566088
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.566089
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566803
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566021
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.492237
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.492808
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.492809
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493430
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492750
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.428517
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.429013
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.429014
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429555
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428963
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.373048
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.373481
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.373481
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373952
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373437
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.324759
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.325135
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.325136
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325546
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325097
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.282716
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.283044
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.283045
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283401
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283011
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.246118
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.246404
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.246404
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246715
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246375
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.214258
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.214507
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.214507
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214778
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214482
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.186524
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.186740
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.186741
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186976
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186718
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.162377
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.162565
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.162565
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162770
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162546
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.141358
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.141522
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.141522
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141701
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141505
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.123059
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.123202
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.123202
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123357
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123187
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.107129
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.107253
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.107254
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107389
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107241
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.093261
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.093369
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.093369
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093487
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093358
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.081189
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.081283
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.081283
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081386
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081274
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.070679
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.070761
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.070761
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070850
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070753
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.061530
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.061601
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.061601
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061679
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061594
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.053565
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.053627
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.053627
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053694
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053620
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.046631
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.046685
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.046685
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046744
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046679
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.040594
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.040641
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.040642
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040693
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040637
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.035340
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.035380
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.035381
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035425
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035376
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.030765
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.030800
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.030801
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030839
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030797
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.026782
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.026813
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.026813
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026847
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026810
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.023315
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.023342
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.023342
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023372
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023340
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.020297
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.020321
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.020321
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020346
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020318
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.017670
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.017690
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.017690
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017713
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017688
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.015382
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.015400
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.015400
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015420
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015398
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.013391
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.013407
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.013407
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013424
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013405
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.011658
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.011671
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.011671
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011686
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011670
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.010149
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.010160
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.010160
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010173
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010159
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.008835
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.008845
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.008845
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008856
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008844
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.007691
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.007700
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.007700
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007710
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007699
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.006696
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.006703
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.006703
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006712
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006703
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.005829
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.005836
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.005836
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005843
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005835
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.005074
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.005080
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.005080
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005087
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005080
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.004417
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.004423
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.004423
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004428
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.003846
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.003850
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.003850
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003855
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003850
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.003348
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.003352
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.003352
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003356
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.002914
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.002918
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.002918
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002917
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.002537
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.002540
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.002540
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.002209
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.002211
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.002211
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.001923
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.001925
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.001925
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.001674
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.001676
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.001676
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.001457
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.001459
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.001459
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001461
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.001269
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.001270
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.001270
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001272
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.001104
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.001106
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.001106
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 534
nu = 0.000961
obj = -95.014645, rho = 0.117819
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 499
nu = 0.000963
obj = -94.619352, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.000963
obj = -94.619353, rho = 0.113168
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.735435, rho = 0.114535
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.115163, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 107
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 106
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 191, nBSV = 149
Total nSV = 191
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999352
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999352
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999352
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999256
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999255
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999255
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999145
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999145
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999145
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331725, rho = 0.998996
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998995
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998995
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 153
nu = 0.880829
obj = -0.381027, rho = 0.998319
nSV = 193, nBSV = 102
Total nSV = 193
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.381025, rho = 0.998319
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 150
nu = 0.885417
obj = -0.381025, rho = 0.998319
nSV = 192, nBSV = 105
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437616, rho = 0.998062
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998062
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998062
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502598, rho = 0.997774
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997773
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997773
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577218, rho = 0.997443
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997442
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997442
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662905, rho = 0.997062
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997062
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997062
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761273, rho = 0.996461
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761266, rho = 0.996428
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761266, rho = 0.996428
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874207, rho = 0.995935
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874198, rho = 0.995896
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874198, rho = 0.995896
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003865, rho = 0.995330
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003853, rho = 0.995286
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003853, rho = 0.995286
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152680, rho = 0.994636
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152664, rho = 0.994585
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152664, rho = 0.994585
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323474, rho = 0.993838
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323454, rho = 0.993780
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323454, rho = 0.993780
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519488, rho = 0.992922
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519463, rho = 0.992855
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519463, rho = 0.992855
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744446, rho = 0.991869
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744413, rho = 0.991792
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744413, rho = 0.991792
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991810
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002473, rho = 0.990660
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002430, rho = 0.990572
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002430, rho = 0.990572
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990592
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298266, rho = 0.989271
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298209, rho = 0.989171
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298209, rho = 0.989171
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989194
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637678, rho = 0.987676
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637604, rho = 0.987560
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637604, rho = 0.987560
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987587
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.026668, rho = 0.985843
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026565, rho = 0.985710
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026565, rho = 0.985710
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026589, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.472571, rho = 0.983738
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.472436, rho = 0.983585
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.472436, rho = 0.983585
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472468, rho = 0.983621
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -3.983465, rho = 0.981319
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.983286, rho = 0.981144
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.983286, rho = 0.981144
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983328, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -4.568578, rho = 0.978541
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -4.568342, rho = 0.978340
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -4.568342, rho = 0.978340
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568397, rho = 0.978388
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 243
nu = 0.880829
obj = -5.238251, rho = 0.975351
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -5.237939, rho = 0.975120
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 236
nu = 0.885417
obj = -5.237939, rho = 0.975120
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238012, rho = 0.975174
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -6.004524, rho = 0.971686
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -6.004121, rho = 0.971420
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -6.004121, rho = 0.971420
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004215, rho = 0.971482
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -6.880682, rho = 0.967475
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -6.880150, rho = 0.967170
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -6.880150, rho = 0.967170
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880275, rho = 0.967242
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -7.881654, rho = 0.962639
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -7.880952, rho = 0.962288
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -7.880952, rho = 0.962288
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881117, rho = 0.962371
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -9.024469, rho = 0.957084
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -9.023543, rho = 0.956681
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -9.023543, rho = 0.956681
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023760, rho = 0.956776
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -10.328026, rho = 0.950702
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326804, rho = 0.950239
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326804, rho = 0.950239
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327090, rho = 0.950348
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 317
nu = 0.880829
obj = -11.813132, rho = 0.943372
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -11.811504, rho = 0.942840
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 286
nu = 0.885417
obj = -11.811504, rho = 0.942840
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811887, rho = 0.942965
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -13.502691, rho = 0.934952
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -13.500544, rho = 0.934340
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -13.500544, rho = 0.934340
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501049, rho = 0.934484
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -15.422204, rho = 0.925280
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -15.419371, rho = 0.924576
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -15.419371, rho = 0.924576
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420036, rho = 0.924742
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -17.599159, rho = 0.914168
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -17.595421, rho = 0.913360
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -17.595421, rho = 0.913360
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596299, rho = 0.913550
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -20.062150, rho = 0.901406
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -20.057219, rho = 0.900478
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -20.057219, rho = 0.900478
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058377, rho = 0.900696
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 319
nu = 0.880829
obj = -22.842864, rho = 0.886743
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -22.836357, rho = 0.885677
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 294
nu = 0.885417
obj = -22.836357, rho = 0.885677
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837895, rho = 0.885928
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 319
nu = 0.880829
obj = -25.971596, rho = 0.869903
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -25.963011, rho = 0.868679
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -25.963011, rho = 0.868678
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965039, rho = 0.868967
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -29.479371, rho = 0.850562
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -29.468043, rho = 0.849156
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -29.468044, rho = 0.849156
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470718, rho = 0.849488
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -33.397837, rho = 0.828335
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -33.382889, rho = 0.826720
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -33.382889, rho = 0.826720
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386419, rho = 0.827101
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -37.748604, rho = 0.802811
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 306
nu = 0.885417
obj = -37.728882, rho = 0.800955
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 306
nu = 0.885417
obj = -37.728882, rho = 0.800955
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733538, rho = 0.801393
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 326
nu = 0.880829
obj = -42.549597, rho = 0.773492
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -42.523574, rho = 0.771361
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -42.523574, rho = 0.771361
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529728, rho = 0.771864
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 326
nu = 0.880829
obj = -47.806789, rho = 0.739804
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -47.772452, rho = 0.737356
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 318
nu = 0.885417
obj = -47.772453, rho = 0.737356
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780571, rho = 0.737934
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 330
nu = 0.880829
obj = -53.502213, rho = 0.701116
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -53.456905, rho = 0.698303
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -53.456905, rho = 0.698303
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467617, rho = 0.698967
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 330
nu = 0.880829
obj = -59.593753, rho = 0.656669
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 322
nu = 0.885417
obj = -59.533969, rho = 0.653438
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 321
nu = 0.885417
obj = -59.533969, rho = 0.653438
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548103, rho = 0.654201
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 330
nu = 0.880829
obj = -65.994422, rho = 0.605621
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 322
nu = 0.885417
obj = -65.915538, rho = 0.601909
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 334
nu = 0.885417
obj = -65.915541, rho = 0.601909
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934188, rho = 0.602786
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 340
nu = 0.880829
obj = -72.561421, rho = 0.546977
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 342
nu = 0.885417
obj = -72.457335, rho = 0.542713
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 342
nu = 0.885417
obj = -72.457335, rho = 0.542712
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.481946, rho = 0.543720
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 340
nu = 0.880829
obj = -79.067268, rho = 0.479617
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 356
nu = 0.885417
obj = -78.929932, rho = 0.474719
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 356
nu = 0.885417
obj = -78.929932, rho = 0.474719
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.962402, rho = 0.475876
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 348
nu = 0.880829
obj = -85.172658, rho = 0.402232
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 362
nu = 0.885417
obj = -84.991439, rho = 0.396604
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 359
nu = 0.885417
obj = -84.991438, rho = 0.396605
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.034282, rho = 0.397934
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 348
nu = 0.880829
obj = -90.379447, rho = 0.313346
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -90.140328, rho = 0.306883
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -90.140329, rho = 0.306883
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.196859, rho = 0.308410
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 349
nu = 0.880829
obj = -93.977703, rho = 0.211241
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 367
nu = 0.885417
obj = -93.662184, rho = 0.203816
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 367
nu = 0.885417
obj = -93.662184, rho = 0.203816
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 404
nu = 0.885417
obj = -93.736776, rho = 0.205571
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 346
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.857340
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 525
nu = 0.858321
obj = -94.645099, rho = 0.113472
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 535
nu = 0.858319
obj = -94.645099, rho = 0.113472
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 541
nu = 0.859094
obj = -94.737676, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 443
nu = 0.857925
obj = -94.115178, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.746364
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 485
nu = 0.747199
obj = -94.645098, rho = 0.113472
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 483
nu = 0.747196
obj = -94.645097, rho = 0.113472
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 499
nu = 0.747981
obj = -94.737673, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 505
nu = 0.746933
obj = -94.115176, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.649751
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.650466
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.650455
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.651017
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650154
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.565635
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.566258
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.566248
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566738
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.565986
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.492413
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.492956
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.492948
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493373
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492719
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.428670
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.429142
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.429135
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429506
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428936
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.373182
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.373593
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.373587
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373909
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373414
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.324875
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.325233
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.325228
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325509
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325077
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.282817
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.283129
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.283124
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283369
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.282993
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.246207
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.246478
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.246474
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246687
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246360
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.214335
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.214571
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.214568
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214753
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214468
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.186591
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.186796
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.186793
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186955
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186707
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.162435
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.162614
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.162611
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162752
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162536
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.141409
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.141565
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.141562
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141684
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141497
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.123103
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.123239
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.123237
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123343
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123180
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.107168
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.107286
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.107284
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107376
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107234
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.093295
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.093397
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.093396
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093476
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093353
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.081218
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.081308
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.081306
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081376
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081269
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.070704
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.070782
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.070781
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070842
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070748
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.061552
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.061619
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.061618
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061672
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061590
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.053584
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.053643
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.053642
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053688
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053617
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.046648
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.046699
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.046698
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046738
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.040609
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.040654
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.040653
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040688
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040634
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.035352
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.035391
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.035391
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035421
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035374
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.030776
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.030810
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.030809
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030836
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030795
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.026792
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.026821
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.026821
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026844
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026809
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.023324
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.023349
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.023349
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023369
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023338
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.020304
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.020327
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.020327
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020344
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020317
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.017676
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.017696
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.017695
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017711
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017687
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.015388
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.015405
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.015405
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015418
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015397
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.013396
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.013411
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.013410
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013422
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013404
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.011662
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.011675
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.011675
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011685
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011669
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.010152
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.010163
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.010163
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010172
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010159
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.008838
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.008848
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.008848
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008855
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008844
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.007694
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.007702
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.007702
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007709
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007699
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.006698
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.006705
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.006705
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006702
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.005831
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.005837
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.005837
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005835
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.005076
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.005082
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.005082
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005079
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.004419
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.004424
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.004424
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004428
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.003847
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.003851
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.003851
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003849
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.003349
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.003353
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.003353
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003356
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.002915
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.002919
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.002919
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002917
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.002538
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.002541
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.002541
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.002210
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.002212
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.002212
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.001923
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.001926
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.001926
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.001674
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.001676
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.001676
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.001458
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.001459
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.001459
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001461
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.001269
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.001270
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.001270
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001272
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.001105
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.001106
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.001106
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001105
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 559
nu = 0.000962
obj = -95.037917, rho = 0.118093
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 533
nu = 0.000963
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 533
nu = 0.000963
obj = -94.645096, rho = 0.113473
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.737664, rho = 0.114561
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.190606, rho = 0.999437
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999437
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999437
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999353
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999353
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999353
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999257
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999257
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999257
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999146
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999146
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999146
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331725, rho = 0.998998
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998997
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998997
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.381027, rho = 0.998314
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381025, rho = 0.998314
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381025, rho = 0.998314
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437616, rho = 0.998063
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998063
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998063
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502598, rho = 0.997775
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997775
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997775
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577218, rho = 0.997444
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997444
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997444
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662905, rho = 0.997064
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997064
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997064
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761273, rho = 0.996463
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996430
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996430
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874207, rho = 0.995937
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874198, rho = 0.995899
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874198, rho = 0.995899
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003866, rho = 0.995332
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003854, rho = 0.995289
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003854, rho = 0.995289
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152680, rho = 0.994638
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152665, rho = 0.994588
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152665, rho = 0.994588
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323475, rho = 0.993841
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323455, rho = 0.993783
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323455, rho = 0.993783
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519489, rho = 0.992925
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519464, rho = 0.992859
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519464, rho = 0.992859
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744447, rho = 0.991873
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744415, rho = 0.991797
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744415, rho = 0.991797
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991810
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002475, rho = 0.990665
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002432, rho = 0.990577
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002432, rho = 0.990577
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298269, rho = 0.989277
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298213, rho = 0.989177
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298213, rho = 0.989177
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989194
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637682, rho = 0.987682
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637608, rho = 0.987567
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637608, rho = 0.987567
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987587
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.026673, rho = 0.985851
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026571, rho = 0.985718
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026571, rho = 0.985718
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026589, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -3.472579, rho = 0.983746
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.472444, rho = 0.983594
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.472444, rho = 0.983594
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472468, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -3.983475, rho = 0.981329
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.983296, rho = 0.981154
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.983296, rho = 0.981154
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 245
nu = 0.880829
obj = -4.568592, rho = 0.978553
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -4.568356, rho = 0.978352
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -4.568356, rho = 0.978352
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978388
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 245
nu = 0.880829
obj = -5.238268, rho = 0.975364
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -5.237958, rho = 0.975133
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -5.237958, rho = 0.975133
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.004546, rho = 0.971700
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004144, rho = 0.971435
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004144, rho = 0.971435
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971483
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.880712, rho = 0.967492
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880181, rho = 0.967188
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880181, rho = 0.967188
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880276, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -7.881693, rho = 0.962658
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.880993, rho = 0.962309
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.880993, rho = 0.962309
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881119, rho = 0.962372
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -9.024520, rho = 0.957106
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023597, rho = 0.956704
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023597, rho = 0.956704
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023763, rho = 0.956777
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 267
nu = 0.880829
obj = -10.328094, rho = 0.950728
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326875, rho = 0.950267
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 285
nu = 0.885417
obj = -10.326875, rho = 0.950267
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327094, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 309
nu = 0.880829
obj = -11.813219, rho = 0.943401
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 288
nu = 0.885417
obj = -11.811599, rho = 0.942871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 288
nu = 0.885417
obj = -11.811599, rho = 0.942871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811892, rho = 0.942966
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 313
nu = 0.880829
obj = -13.502808, rho = 0.934985
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -13.500669, rho = 0.934376
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -13.500669, rho = 0.934376
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501055, rho = 0.934486
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 315
nu = 0.880829
obj = -15.422358, rho = 0.925318
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -15.419536, rho = 0.924618
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 289
nu = 0.885417
obj = -15.419536, rho = 0.924618
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420044, rho = 0.924744
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 315
nu = 0.880829
obj = -17.599362, rho = 0.914211
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -17.595639, rho = 0.913407
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -17.595639, rho = 0.913407
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596309, rho = 0.913553
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 317
nu = 0.880829
obj = -20.062419, rho = 0.901456
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -20.057506, rho = 0.900532
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -20.057506, rho = 0.900532
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058390, rho = 0.900699
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -22.843220, rho = 0.886801
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -22.836737, rho = 0.885740
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 298
nu = 0.885417
obj = -22.836737, rho = 0.885740
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837913, rho = 0.885931
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -25.972065, rho = 0.869970
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -25.963512, rho = 0.868750
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 300
nu = 0.885417
obj = -25.963512, rho = 0.868750
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965063, rho = 0.868970
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -29.479989, rho = 0.850639
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -29.468705, rho = 0.849238
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -29.468705, rho = 0.849238
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470751, rho = 0.849492
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -33.398652, rho = 0.828424
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -33.383763, rho = 0.826814
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 308
nu = 0.885417
obj = -33.383763, rho = 0.826814
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386461, rho = 0.827105
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -37.749680, rho = 0.802913
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -37.730035, rho = 0.801063
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 310
nu = 0.885417
obj = -37.730035, rho = 0.801063
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733594, rho = 0.801398
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 333
nu = 0.880829
obj = -42.551019, rho = 0.773609
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 322
nu = 0.885417
obj = -42.525098, rho = 0.771486
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 322
nu = 0.885417
obj = -42.525098, rho = 0.771486
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529803, rho = 0.771870
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -47.808665, rho = 0.739938
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -47.774463, rho = 0.737499
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -47.774463, rho = 0.737499
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780669, rho = 0.737941
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -53.504687, rho = 0.701270
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -53.459558, rho = 0.698467
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 332
nu = 0.885417
obj = -53.459558, rho = 0.698467
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467746, rho = 0.698975
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -59.597018, rho = 0.656846
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 346
nu = 0.885417
obj = -59.537473, rho = 0.653627
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 346
nu = 0.885417
obj = -59.537473, rho = 0.653627
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548274, rho = 0.654210
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 341
nu = 0.880829
obj = -65.998732, rho = 0.605824
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 350
nu = 0.885417
obj = -65.920163, rho = 0.602126
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 350
nu = 0.885417
obj = -65.920163, rho = 0.602126
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934413, rho = 0.602796
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 364
nu = 0.880829
obj = -72.567112, rho = 0.547210
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.463439, rho = 0.542962
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.463439, rho = 0.542962
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482244, rho = 0.543732
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 374
nu = 0.880829
obj = -79.074780, rho = 0.479884
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -78.937982, rho = 0.475005
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -78.937983, rho = 0.475005
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.962795, rho = 0.475890
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 375
nu = 0.880829
obj = -85.182568, rho = 0.402538
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -85.002060, rho = 0.396934
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -85.002060, rho = 0.396934
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.034800, rho = 0.397951
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 375
nu = 0.880829
obj = -90.392523, rho = 0.313699
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -90.154342, rho = 0.307261
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 377
nu = 0.885417
obj = -90.154342, rho = 0.307261
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.197543, rho = 0.308429
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 389
nu = 0.880829
obj = -93.994961, rho = 0.211646
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 378
nu = 0.885417
obj = -93.680675, rho = 0.204251
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 378
nu = 0.885417
obj = -93.680675, rho = 0.204251
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 404
nu = 0.885417
obj = -93.737679, rho = 0.205593
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 346
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.857485
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 558
nu = 0.858539
obj = -94.668022, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 558
nu = 0.858535
obj = -94.668022, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 563
nu = 0.859067
obj = -94.738795, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 511
nu = 0.857905
obj = -94.115182, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.746490
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 489
nu = 0.747398
obj = -94.668021, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 489
nu = 0.747401
obj = -94.668021, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 535
nu = 0.747963
obj = -94.738796, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 505
nu = 0.746967
obj = -94.115174, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.649860
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.650580
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.650532
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.650999
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650262
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.565731
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.566357
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.566315
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566722
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566080
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.492497
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.493042
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.493006
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493359
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492801
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.428743
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.429218
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.429186
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429494
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.429008
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.373245
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.373658
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.373631
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373899
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373476
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.324930
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.325290
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.325266
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325499
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325131
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.282865
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.283179
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.283158
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283361
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283040
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.246248
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.246521
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.246503
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246680
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246401
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.214371
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.214609
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.214593
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214747
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214504
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.186622
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.186829
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.186815
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186949
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186738
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.162462
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.162642
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.162630
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162747
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162563
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.141433
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.141589
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.141579
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141680
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141520
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.123124
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.123261
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.123251
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123340
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123200
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.107186
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.107304
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.107296
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107373
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107252
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.093310
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.093414
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.093407
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093474
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093368
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.081232
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.081322
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.081316
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081374
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081282
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.070716
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.070795
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.070789
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070840
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070760
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.061562
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.061630
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.061626
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061670
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061600
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.053593
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.053652
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.053648
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053687
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053626
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.046655
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.046707
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.046704
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046737
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046684
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.040616
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.040661
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.040658
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040687
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040641
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.035358
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.035397
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.035395
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035420
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035380
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.030781
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.030815
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.030813
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030835
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030800
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.026796
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.026826
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.026824
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026843
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026813
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.023328
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.023353
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.023352
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023369
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023342
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.020308
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.020330
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.020329
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020344
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020320
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.017679
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.017699
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.017697
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017710
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017690
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.015391
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.015408
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.015406
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015417
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015400
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.013398
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.013413
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.013412
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013422
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013407
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.011664
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.011677
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.011676
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011684
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011671
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.010154
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.010165
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.010164
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010172
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010160
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.008840
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.008849
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.008849
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008855
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008845
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.007695
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.007704
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.007703
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007709
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007700
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.006699
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.006707
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.006706
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006703
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.005832
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.005838
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.005838
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005836
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.005077
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.005083
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.005082
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005080
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.004420
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.004425
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.004424
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004428
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.003848
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.003852
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.003852
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003850
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.003350
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.003353
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.003353
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.002916
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.002919
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.002919
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.002538
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.002541
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.002541
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.002210
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.002212
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.002212
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.001924
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.001926
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.001926
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.001675
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.001677
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.001677
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.001458
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.001460
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.001459
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001461
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.001269
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.001271
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.001271
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.001105
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.001106
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.001106
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 545
nu = 0.000962
obj = -95.059481, rho = 0.118347
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 554
nu = 0.000963
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 554
nu = 0.000963
obj = -94.668012, rho = 0.113742
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.738786, rho = 0.114574
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.190606, rho = 0.999437
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999437
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999437
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999354
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999354
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999354
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999258
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999258
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999258
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999147
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999147
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999147
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331725, rho = 0.998999
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998998
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998998
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.381027, rho = 0.998315
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381025, rho = 0.998315
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381025, rho = 0.998315
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437616, rho = 0.998064
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998064
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998064
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502598, rho = 0.997776
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997776
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997776
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577218, rho = 0.997446
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997446
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997446
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662905, rho = 0.997066
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997066
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997066
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761274, rho = 0.996464
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996431
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996431
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874208, rho = 0.995939
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874199, rho = 0.995901
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874199, rho = 0.995901
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003866, rho = 0.995335
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003855, rho = 0.995291
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003855, rho = 0.995291
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152681, rho = 0.994641
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152666, rho = 0.994591
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152666, rho = 0.994591
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323476, rho = 0.993844
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323456, rho = 0.993786
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323456, rho = 0.993786
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519490, rho = 0.992929
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519466, rho = 0.992862
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519466, rho = 0.992862
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744449, rho = 0.991877
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744417, rho = 0.991801
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744417, rho = 0.991801
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002477, rho = 0.990669
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002434, rho = 0.990582
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002434, rho = 0.990582
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298272, rho = 0.989282
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298215, rho = 0.989182
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298215, rho = 0.989182
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637686, rho = 0.987688
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637612, rho = 0.987573
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637612, rho = 0.987573
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 240
nu = 0.880829
obj = -3.026678, rho = 0.985857
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026575, rho = 0.985725
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 233
nu = 0.885417
obj = -3.026575, rho = 0.985725
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -3.472586, rho = 0.983754
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.472451, rho = 0.983602
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.472451, rho = 0.983602
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 245
nu = 0.880829
obj = -3.983484, rho = 0.981338
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.983306, rho = 0.981163
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.983306, rho = 0.981163
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 245
nu = 0.880829
obj = -4.568603, rho = 0.978563
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -4.568368, rho = 0.978362
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -4.568368, rho = 0.978362
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978388
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 245
nu = 0.880829
obj = -5.238283, rho = 0.975375
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -5.237973, rho = 0.975145
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -5.237973, rho = 0.975145
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.004566, rho = 0.971713
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004165, rho = 0.971449
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004165, rho = 0.971449
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.880738, rho = 0.967507
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880208, rho = 0.967203
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880208, rho = 0.967203
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -7.881727, rho = 0.962676
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881029, rho = 0.962327
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881029, rho = 0.962327
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -9.024566, rho = 0.957126
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023644, rho = 0.956725
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023644, rho = 0.956725
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -10.328153, rho = 0.950750
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.326937, rho = 0.950290
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.326937, rho = 0.950290
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327095, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 308
nu = 0.880829
obj = -11.813298, rho = 0.943427
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 288
nu = 0.885417
obj = -11.811680, rho = 0.942898
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 288
nu = 0.885417
obj = -11.811680, rho = 0.942898
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811894, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -13.502910, rho = 0.935015
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -13.500776, rho = 0.934407
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 288
nu = 0.885417
obj = -13.500776, rho = 0.934407
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501058, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -15.422493, rho = 0.925352
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -15.419678, rho = 0.924653
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -15.419678, rho = 0.924653
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420048, rho = 0.924745
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -17.599540, rho = 0.914251
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -17.595826, rho = 0.913448
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -17.595826, rho = 0.913448
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596314, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 314
nu = 0.880829
obj = -20.062655, rho = 0.901501
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -20.057753, rho = 0.900579
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -20.057753, rho = 0.900579
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058397, rho = 0.900700
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -22.843532, rho = 0.886852
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -22.837064, rho = 0.885793
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 303
nu = 0.885417
obj = -22.837064, rho = 0.885793
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837921, rho = 0.885932
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -25.972478, rho = 0.870029
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -25.963944, rho = 0.868812
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 307
nu = 0.885417
obj = -25.963944, rho = 0.868812
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965074, rho = 0.868972
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -29.480533, rho = 0.850707
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 316
nu = 0.885417
obj = -29.469276, rho = 0.849309
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 316
nu = 0.885417
obj = -29.469276, rho = 0.849309
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470765, rho = 0.849493
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -33.399371, rho = 0.828501
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -33.384516, rho = 0.826895
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -33.384516, rho = 0.826895
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386480, rho = 0.827107
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 321
nu = 0.880829
obj = -37.750627, rho = 0.803002
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -37.731027, rho = 0.801157
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -37.731027, rho = 0.801157
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733619, rho = 0.801401
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 344
nu = 0.880829
obj = -42.552272, rho = 0.773712
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -42.526410, rho = 0.771593
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 337
nu = 0.885417
obj = -42.526410, rho = 0.771593
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529836, rho = 0.771873
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 352
nu = 0.880829
obj = -47.810322, rho = 0.740056
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -47.776195, rho = 0.737622
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.885417
obj = -47.776195, rho = 0.737622
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780713, rho = 0.737944
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 352
nu = 0.880829
obj = -53.506873, rho = 0.701405
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 362
nu = 0.885417
obj = -53.461847, rho = 0.698609
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 362
nu = 0.885417
obj = -53.461847, rho = 0.698609
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467804, rho = 0.698979
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 352
nu = 0.880829
obj = -59.599903, rho = 0.657002
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -59.540491, rho = 0.653789
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -59.540491, rho = 0.653789
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548350, rho = 0.654215
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 352
nu = 0.880829
obj = -66.002536, rho = 0.606003
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -65.924144, rho = 0.602313
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 365
nu = 0.885417
obj = -65.924144, rho = 0.602313
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934513, rho = 0.602801
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 397
nu = 0.880829
obj = -72.572138, rho = 0.547415
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -72.468688, rho = 0.543177
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -72.468688, rho = 0.543177
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482377, rho = 0.543738
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 398
nu = 0.880829
obj = -79.081409, rho = 0.480120
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -78.944908, rho = 0.475252
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -78.944908, rho = 0.475252
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.962970, rho = 0.475896
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 398
nu = 0.880829
obj = -85.191316, rho = 0.402810
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -85.011199, rho = 0.397217
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -85.011199, rho = 0.397217
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035031, rho = 0.397958
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 398
nu = 0.880829
obj = -90.404065, rho = 0.314010
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -90.166401, rho = 0.307587
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -90.166401, rho = 0.307587
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.197848, rho = 0.308437
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 398
nu = 0.880829
obj = -94.010187, rho = 0.212004
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -93.696586, rho = 0.204625
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 376
nu = 0.885417
obj = -93.696586, rho = 0.204625
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738081, rho = 0.205602
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.857592
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 586
nu = 0.858626
obj = -94.687767, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 586
nu = 0.858516
obj = -94.687767, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 585
nu = 0.859019
obj = -94.739289, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 522
nu = 0.857911
obj = -94.115174, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.746583
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 565
nu = 0.747512
obj = -94.687769, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 565
nu = 0.747435
obj = -94.687769, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 571
nu = 0.747867
obj = -94.739290, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 519
nu = 0.746914
obj = -94.115180, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.649941
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.650777
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.650574
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.650969
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650228
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.565801
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.566529
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.566352
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566695
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566051
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.492558
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.493191
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.493038
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493337
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492775
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.428796
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.429347
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.429214
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429474
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428985
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.373291
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.373771
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.373655
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373881
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373456
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.324971
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.325389
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.325287
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325484
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325114
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.282900
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.283264
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.283176
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283348
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283025
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.246279
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.246596
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.246519
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246668
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246388
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.214398
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.214674
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.214607
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214737
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214493
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.186646
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.186886
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.186828
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186941
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186728
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.162483
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.162692
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.162641
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162739
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162554
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.141450
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.141632
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.141588
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141674
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141513
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.123139
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.123298
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.123259
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123334
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123194
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.107199
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.107337
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.107303
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107368
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107246
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.093322
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.093442
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.093413
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093469
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093363
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.081242
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.081346
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.081321
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081370
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081278
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.070725
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.070816
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.070794
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070837
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070756
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.061570
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.061649
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.061630
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061667
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061597
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.053599
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.053668
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.053652
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053684
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053623
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.046661
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.046721
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.046707
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046735
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046682
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.040621
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.040673
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.040660
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040685
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040639
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.035363
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.035408
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.035397
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035378
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.030785
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.030824
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.030815
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030834
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030798
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.026800
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.026834
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.026826
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026812
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.023331
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.023361
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.023353
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023341
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.020310
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.020337
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.020330
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020343
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020319
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.017681
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.017704
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.017699
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017689
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.015392
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.015412
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.015407
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015417
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015399
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.013400
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.013417
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.013413
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013406
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.011665
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.011680
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.011677
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011684
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011670
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.010155
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.010168
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.010165
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010160
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.008841
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.008852
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.008849
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008855
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008845
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.007696
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.007706
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.007704
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007700
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.006700
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.006709
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.006706
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006703
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.005833
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.005840
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.005838
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005835
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.005078
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.005084
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.005083
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005080
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.004420
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.004426
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.004425
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.003848
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.003853
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.003852
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003850
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.003350
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.003354
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.003353
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.002916
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.002920
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.002919
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.002539
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.002542
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.002541
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.002210
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.002213
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.002212
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.001924
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.001927
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.001926
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.001675
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.001677
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.001677
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.001458
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.001460
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.001460
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.001269
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.001271
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.001271
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.001105
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.001107
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.001106
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
..*
optimization finished, #iter = 538
nu = 0.000962
obj = -95.078520, rho = 0.118571
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 584
nu = 0.000963
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 584
nu = 0.000963
obj = -94.687761, rho = 0.113974
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739285, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.190606, rho = 0.999438
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999354
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999354
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999354
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999258
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999258
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999258
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999148
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999148
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999148
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331725, rho = 0.999000
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998999
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.998999
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.381027, rho = 0.998316
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998316
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998316
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437617, rho = 0.998065
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998065
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998065
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502598, rho = 0.997777
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997777
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997777
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577218, rho = 0.997447
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997447
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997447
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662905, rho = 0.997067
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662899, rho = 0.997067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761274, rho = 0.996466
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996433
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996433
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874208, rho = 0.995940
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874199, rho = 0.995902
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874199, rho = 0.995902
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003866, rho = 0.995336
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003855, rho = 0.995293
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003855, rho = 0.995293
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152682, rho = 0.994643
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152666, rho = 0.994593
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152666, rho = 0.994593
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323477, rho = 0.993846
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323457, rho = 0.993789
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323457, rho = 0.993789
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519491, rho = 0.992931
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519467, rho = 0.992865
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519467, rho = 0.992865
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744450, rho = 0.991880
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744418, rho = 0.991804
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744418, rho = 0.991804
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002479, rho = 0.990672
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002436, rho = 0.990585
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002436, rho = 0.990585
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298274, rho = 0.989286
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298218, rho = 0.989186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298218, rho = 0.989186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298223, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637689, rho = 0.987693
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637615, rho = 0.987577
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637615, rho = 0.987577
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -3.026682, rho = 0.985863
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.026580, rho = 0.985730
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.026580, rho = 0.985730
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 245
nu = 0.880829
obj = -3.472592, rho = 0.983760
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.472457, rho = 0.983608
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.472457, rho = 0.983608
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 245
nu = 0.880829
obj = -3.983491, rho = 0.981345
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.983313, rho = 0.981171
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.983313, rho = 0.981171
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -4.568613, rho = 0.978571
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568378, rho = 0.978370
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568378, rho = 0.978370
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978389
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -5.238296, rho = 0.975384
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.237986, rho = 0.975154
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.237986, rho = 0.975154
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.004583, rho = 0.971724
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004181, rho = 0.971460
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004181, rho = 0.971460
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.880759, rho = 0.967519
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880230, rho = 0.967216
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880230, rho = 0.967216
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -7.881756, rho = 0.962690
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881057, rho = 0.962341
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881057, rho = 0.962341
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -9.024603, rho = 0.957142
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023682, rho = 0.956742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023682, rho = 0.956742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -10.328203, rho = 0.950769
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.326987, rho = 0.950309
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.326987, rho = 0.950309
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327096, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 306
nu = 0.880829
obj = -11.813363, rho = 0.943448
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.811747, rho = 0.942919
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.811747, rho = 0.942919
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811894, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -13.502996, rho = 0.935039
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -13.500865, rho = 0.934432
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 292
nu = 0.885417
obj = -13.500865, rho = 0.934432
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501059, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -15.422606, rho = 0.925380
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -15.419794, rho = 0.924682
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -15.419794, rho = 0.924682
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420049, rho = 0.924745
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -17.599690, rho = 0.914283
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -17.595981, rho = 0.913481
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -17.595981, rho = 0.913481
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596316, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 308
nu = 0.880829
obj = -20.062852, rho = 0.901538
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -20.057957, rho = 0.900617
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -20.057957, rho = 0.900617
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058399, rho = 0.900701
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -22.843794, rho = 0.886895
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -22.837334, rho = 0.885837
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 309
nu = 0.885417
obj = -22.837334, rho = 0.885837
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837925, rho = 0.885933
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -25.972822, rho = 0.870078
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 315
nu = 0.885417
obj = -25.964300, rho = 0.868862
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 315
nu = 0.885417
obj = -25.964300, rho = 0.868862
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965078, rho = 0.868973
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -29.480988, rho = 0.850763
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -29.469745, rho = 0.849367
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 317
nu = 0.885417
obj = -29.469745, rho = 0.849367
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470771, rho = 0.849494
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 325
nu = 0.880829
obj = -33.399972, rho = 0.828566
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -33.385137, rho = 0.826962
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -33.385137, rho = 0.826962
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386488, rho = 0.827108
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 326
nu = 0.880829
obj = -37.751421, rho = 0.803076
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -37.731847, rho = 0.801234
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 329
nu = 0.885417
obj = -37.731847, rho = 0.801234
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733629, rho = 0.801401
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 354
nu = 0.880829
obj = -42.553321, rho = 0.773797
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 350
nu = 0.885417
obj = -42.527491, rho = 0.771681
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 350
nu = 0.885417
obj = -42.527491, rho = 0.771681
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529849, rho = 0.771874
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 354
nu = 0.880829
obj = -47.811704, rho = 0.740155
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 363
nu = 0.885417
obj = -47.777623, rho = 0.737724
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 363
nu = 0.885417
obj = -47.777623, rho = 0.737724
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780730, rho = 0.737945
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 354
nu = 0.880829
obj = -53.508696, rho = 0.701518
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 367
nu = 0.885417
obj = -53.463728, rho = 0.698725
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 367
nu = 0.885417
obj = -53.463728, rho = 0.698725
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467826, rho = 0.698980
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 360
nu = 0.880829
obj = -59.602310, rho = 0.657132
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.542973, rho = 0.653923
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.542973, rho = 0.653923
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548379, rho = 0.654216
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 364
nu = 0.880829
obj = -66.005714, rho = 0.606152
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.927419, rho = 0.602467
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.927419, rho = 0.602467
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934552, rho = 0.602803
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -72.576325, rho = 0.547586
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.473007, rho = 0.543354
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.473007, rho = 0.543354
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482428, rho = 0.543740
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -79.086933, rho = 0.480317
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -78.950606, rho = 0.475455
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -78.950606, rho = 0.475455
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.963037, rho = 0.475898
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -85.198604, rho = 0.403036
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -85.018717, rho = 0.397451
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -85.018717, rho = 0.397451
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035120, rho = 0.397960
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -90.413683, rho = 0.314271
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.885417
obj = -90.176325, rho = 0.307855
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 388
nu = 0.885417
obj = -90.176325, rho = 0.307855
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.197966, rho = 0.308440
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -94.022877, rho = 0.212303
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.885417
obj = -93.709682, rho = 0.204933
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 388
nu = 0.885417
obj = -93.709682, rho = 0.204933
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738236, rho = 0.205606
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.857823
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 595
nu = 0.858779
obj = -94.704023, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 595
nu = 0.858756
obj = -94.704023, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 585
nu = 0.859020
obj = -94.739482, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 522
nu = 0.857886
obj = -94.115174, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.746784
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*
optimization finished, #iter = 567
nu = 0.747609
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 567
nu = 0.747600
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 571
nu = 0.747868
obj = -94.739483, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 519
nu = 0.746893
obj = -94.115180, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.650116
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.650827
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.650825
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.650969
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650174
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.565953
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.566572
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.566570
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566696
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566004
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.492691
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.493229
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.493228
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493337
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492735
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.428911
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.429380
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.429379
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429474
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.428950
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.373392
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.373800
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.373799
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373882
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373425
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.325058
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.325413
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.325412
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325485
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325087
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.282977
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.283286
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.283285
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283348
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283002
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.246345
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.246615
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.246614
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246668
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246367
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.214456
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.214690
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.214689
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214737
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214475
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.186696
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.186900
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.186899
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186941
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186713
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.162526
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.162704
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.162704
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162740
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162541
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.141488
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.141643
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.141643
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141674
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141501
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.123173
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.123307
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.123307
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123334
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123184
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.107228
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.107345
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.107345
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107369
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107237
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.093347
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.093449
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.093449
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093470
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093355
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.081264
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.081353
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.081352
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081370
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081271
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.070744
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.070821
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.070821
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070837
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070750
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.061586
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.061654
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.061653
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061667
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061592
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.053614
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.053673
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.053672
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053684
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053619
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.046674
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.046725
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.046725
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046735
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046678
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.040632
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.040676
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.040676
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040685
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040635
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.035372
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.035411
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.035411
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035375
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.030793
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.030827
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.030827
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030834
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030796
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.026807
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.026836
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.026836
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026809
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.023337
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.023362
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.023362
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023339
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.020316
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.020338
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.020338
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020343
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020318
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.017686
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.017705
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.017705
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017688
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.015397
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.015413
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.015413
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015417
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015398
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.013404
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.013418
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.013418
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013405
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.011668
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.011681
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.011681
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011684
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011669
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.010158
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.010169
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.010169
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010159
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.008843
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.008853
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.008853
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008855
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008844
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.007698
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.007707
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.007707
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007699
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.006702
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.006709
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.006709
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006702
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.005834
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.005841
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.005841
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005835
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.005079
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.005085
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.005085
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005079
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.004422
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.004426
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.004426
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004422
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.003849
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.003853
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.003853
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003849
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.003351
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.003355
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.003355
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003351
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.002917
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.002920
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.002920
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002917
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.002539
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.002542
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.002542
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.002211
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.002213
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.002213
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.001925
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.001927
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.001927
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.001675
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.001677
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.001677
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.001459
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.001460
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.001460
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.001270
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.001271
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.001271
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.001105
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.001107
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.001107
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001105
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 532
nu = 0.000962
obj = -95.094408, rho = 0.118758
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.000963
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.000963
obj = -94.704021, rho = 0.114165
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739478, rho = 0.114582
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000962
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.190606, rho = 0.999438
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999438
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999355
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999259
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999259
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999259
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999149
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 109
nu = 0.880829
obj = -0.331725, rho = 0.999001
nSV = 193, nBSV = 146
Total nSV = 193
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.999000
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 108
nu = 0.885417
obj = -0.331724, rho = 0.999000
nSV = 192, nBSV = 147
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.381027, rho = 0.998316
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998316
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998316
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437617, rho = 0.998066
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998066
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998066
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502599, rho = 0.997778
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997778
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997778
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577219, rho = 0.997448
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997448
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997448
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662905, rho = 0.997068
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997068
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997068
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761274, rho = 0.996467
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996434
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996434
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874208, rho = 0.995941
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874199, rho = 0.995903
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874199, rho = 0.995903
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003867, rho = 0.995338
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003855, rho = 0.995294
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003855, rho = 0.995294
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152682, rho = 0.994644
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994594
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994594
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323478, rho = 0.993848
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323458, rho = 0.993791
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323458, rho = 0.993791
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519492, rho = 0.992933
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519467, rho = 0.992867
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519467, rho = 0.992867
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744451, rho = 0.991882
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744419, rho = 0.991806
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744419, rho = 0.991806
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002480, rho = 0.990675
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002437, rho = 0.990588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002437, rho = 0.990588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298276, rho = 0.989289
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298219, rho = 0.989189
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298219, rho = 0.989189
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298223, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637691, rho = 0.987696
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637617, rho = 0.987581
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637617, rho = 0.987581
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 242
nu = 0.880829
obj = -3.026685, rho = 0.985867
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.026583, rho = 0.985735
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 235
nu = 0.885417
obj = -3.026583, rho = 0.985735
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 245
nu = 0.880829
obj = -3.472596, rho = 0.983765
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.472461, rho = 0.983613
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.472461, rho = 0.983613
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.983497, rho = 0.981351
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983319, rho = 0.981176
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983319, rho = 0.981176
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -4.568620, rho = 0.978577
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568385, rho = 0.978377
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568385, rho = 0.978377
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978389
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -5.238306, rho = 0.975392
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.237996, rho = 0.975162
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.237996, rho = 0.975162
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.004595, rho = 0.971732
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004194, rho = 0.971468
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004194, rho = 0.971468
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.880776, rho = 0.967529
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880247, rho = 0.967225
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880247, rho = 0.967225
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -7.881778, rho = 0.962701
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881080, rho = 0.962352
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881080, rho = 0.962352
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -9.024633, rho = 0.957155
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023711, rho = 0.956755
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023711, rho = 0.956755
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -10.328242, rho = 0.950784
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327026, rho = 0.950324
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327026, rho = 0.950324
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327096, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 306
nu = 0.880829
obj = -11.813414, rho = 0.943465
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.811798, rho = 0.942937
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 289
nu = 0.885417
obj = -11.811798, rho = 0.942937
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811895, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -13.503064, rho = 0.935059
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -13.500933, rho = 0.934452
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 293
nu = 0.885417
obj = -13.500933, rho = 0.934452
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501059, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -15.422695, rho = 0.925402
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -15.419886, rho = 0.924705
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -15.419886, rho = 0.924705
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420050, rho = 0.924746
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -17.599807, rho = 0.914308
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -17.596100, rho = 0.913507
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -17.596100, rho = 0.913507
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596316, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -20.063005, rho = 0.901567
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -20.058114, rho = 0.900647
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -20.058114, rho = 0.900647
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058400, rho = 0.900701
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -22.843997, rho = 0.886928
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -22.837542, rho = 0.885871
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 311
nu = 0.885417
obj = -22.837542, rho = 0.885871
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837926, rho = 0.885933
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -25.973091, rho = 0.870116
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -25.964576, rho = 0.868901
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 319
nu = 0.885417
obj = -25.964576, rho = 0.868901
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965080, rho = 0.868973
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 326
nu = 0.880829
obj = -29.481344, rho = 0.850807
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -29.470111, rho = 0.849412
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -29.470111, rho = 0.849412
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470773, rho = 0.849494
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 326
nu = 0.880829
obj = -33.400441, rho = 0.828616
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -33.385618, rho = 0.827014
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -33.385618, rho = 0.827014
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386490, rho = 0.827108
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -37.752041, rho = 0.803134
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -37.732481, rho = 0.801293
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -37.732481, rho = 0.801293
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733632, rho = 0.801402
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 364
nu = 0.880829
obj = -42.554140, rho = 0.773864
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -42.528329, rho = 0.771750
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 355
nu = 0.885417
obj = -42.528329, rho = 0.771750
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529853, rho = 0.771874
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 364
nu = 0.880829
obj = -47.812785, rho = 0.740232
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 371
nu = 0.885417
obj = -47.778730, rho = 0.737802
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 371
nu = 0.885417
obj = -47.778730, rho = 0.737802
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780735, rho = 0.737946
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 372
nu = 0.880829
obj = -53.510125, rho = 0.701607
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.465188, rho = 0.698816
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.465188, rho = 0.698816
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467833, rho = 0.698981
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 372
nu = 0.880829
obj = -59.604193, rho = 0.657233
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.544899, rho = 0.654028
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.544899, rho = 0.654028
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548389, rho = 0.654217
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 384
nu = 0.880829
obj = -66.008201, rho = 0.606268
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.929960, rho = 0.602586
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.929960, rho = 0.602586
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934565, rho = 0.602804
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -72.579600, rho = 0.547720
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.476359, rho = 0.543491
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.476359, rho = 0.543491
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482445, rho = 0.543740
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -79.091255, rho = 0.480471
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -78.955029, rho = 0.475613
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -78.955029, rho = 0.475613
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.963060, rho = 0.475899
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -85.204308, rho = 0.403213
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.885417
obj = -85.024558, rho = 0.397632
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 388
nu = 0.885417
obj = -85.024558, rho = 0.397632
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035150, rho = 0.397961
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -90.421208, rho = 0.314474
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -90.184030, rho = 0.308063
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -90.184030, rho = 0.308063
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.198004, rho = 0.308441
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 388
nu = 0.880829
obj = -94.032807, rho = 0.212537
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -93.719848, rho = 0.205173
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -93.719848, rho = 0.205173
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738287, rho = 0.205607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.857914
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 591
nu = 0.858919
obj = -94.716644, rho = 0.114313
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 591
nu = 0.858906
obj = -94.716644, rho = 0.114313
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 585
nu = 0.859020
obj = -94.739546, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 522
nu = 0.857930
obj = -94.115174, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.746863
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 578
nu = 0.747750
obj = -94.716646, rho = 0.114313
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 578
nu = 0.747737
obj = -94.716646, rho = 0.114313
nSV = 192, nBSV = 0
Total nSV = 192
..*
optimization finished, #iter = 571
nu = 0.747869
obj = -94.739546, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 519
nu = 0.746935
obj = -94.115180, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.650185
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.650919
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.650919
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.650969
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650282
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.566013
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.566652
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.566652
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566696
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566098
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.492743
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.493299
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.493299
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493337
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492816
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.428957
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.429441
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.429441
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429474
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.429021
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.373432
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.373853
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.373853
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373882
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373487
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.325093
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.325459
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.325459
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325485
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325141
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.283007
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.283326
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.283326
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283348
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283049
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.246371
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.246649
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.246649
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246668
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246408
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.214479
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.214720
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.214720
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214737
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214510
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.186716
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.186926
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.186926
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186941
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186744
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.162544
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.162727
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.162727
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162740
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162568
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.141503
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.141663
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.141663
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141674
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141524
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.123186
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.123325
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.123325
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123334
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123204
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.107239
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.107360
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.107360
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107369
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107255
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.093357
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.093462
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.093462
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093470
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093371
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.081272
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.081364
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.081364
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081370
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081285
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.070752
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.070831
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.070831
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070837
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070762
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.061593
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.061662
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.061662
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061667
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061602
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.053620
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.053680
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.053680
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053684
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053628
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.046679
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.046731
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.046731
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046735
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046686
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.040636
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.040682
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.040682
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040685
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040642
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.035376
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.035416
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.035416
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035381
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.030796
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.030831
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.030831
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030834
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030801
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.026810
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.026840
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.026840
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026814
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.023339
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.023366
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.023366
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023343
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.020318
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.020341
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.020341
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020343
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020321
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.017688
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.017708
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.017708
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017691
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.015398
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.015416
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.015416
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015417
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015401
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.013405
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.013420
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.013420
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013407
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.011670
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.011683
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.011683
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011684
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011671
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.010159
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.010170
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.010170
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010161
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.008844
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.008854
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.008854
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008855
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008845
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.007699
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.007708
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.007708
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007700
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.006702
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.006710
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.006710
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006703
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.005835
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.005841
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.005841
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005836
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.005080
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.005085
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.005085
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005080
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.004422
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.004427
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.004427
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004423
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.003850
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.003854
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.003854
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003850
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.003351
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.003355
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.003355
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.002917
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.002921
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.002921
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.002540
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.002543
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.002543
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.002211
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.002213
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.002213
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.001925
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.001927
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.001927
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.001676
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.001678
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.001678
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.001459
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.001460
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.001460
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.001270
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.001271
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.001271
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.001105
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.001107
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.001107
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.000962
obj = -95.106843, rho = 0.118904
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 611
nu = 0.000963
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 611
nu = 0.000963
obj = -94.716645, rho = 0.114314
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739541, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999355
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999259
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999259
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999259
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999149
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331725, rho = 0.999023
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.381027, rho = 0.998317
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437617, rho = 0.998066
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998066
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998066
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502599, rho = 0.997779
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997779
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997779
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577219, rho = 0.997449
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662905, rho = 0.997069
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997069
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997069
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761274, rho = 0.996467
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996434
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761267, rho = 0.996434
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874208, rho = 0.995942
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995904
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995904
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003867, rho = 0.995339
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995295
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995295
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152682, rho = 0.994646
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994595
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994595
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323478, rho = 0.993849
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323458, rho = 0.993792
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323458, rho = 0.993792
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519492, rho = 0.992935
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519468, rho = 0.992869
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519468, rho = 0.992869
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744452, rho = 0.991884
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744420, rho = 0.991808
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744420, rho = 0.991808
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002481, rho = 0.990677
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002438, rho = 0.990590
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002438, rho = 0.990590
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298277, rho = 0.989291
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298221, rho = 0.989191
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298221, rho = 0.989191
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298223, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637693, rho = 0.987699
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637618, rho = 0.987584
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637618, rho = 0.987584
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 245
nu = 0.880829
obj = -3.026688, rho = 0.985870
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.026586, rho = 0.985738
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 238
nu = 0.885417
obj = -3.026586, rho = 0.985738
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.472599, rho = 0.983768
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472464, rho = 0.983617
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472464, rho = 0.983617
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.983501, rho = 0.981355
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983323, rho = 0.981180
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983323, rho = 0.981180
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -4.568625, rho = 0.978582
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568390, rho = 0.978382
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568390, rho = 0.978382
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978389
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -5.238313, rho = 0.975397
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238003, rho = 0.975167
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238003, rho = 0.975167
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.004605, rho = 0.971739
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004203, rho = 0.971474
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004203, rho = 0.971474
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.880788, rho = 0.967536
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880259, rho = 0.967233
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880259, rho = 0.967233
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -7.881794, rho = 0.962709
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881096, rho = 0.962361
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881096, rho = 0.962361
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -9.024654, rho = 0.957164
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023733, rho = 0.956764
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023733, rho = 0.956764
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -10.328270, rho = 0.950794
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327054, rho = 0.950334
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327054, rho = 0.950334
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327096, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 306
nu = 0.880829
obj = -11.813451, rho = 0.943477
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 293
nu = 0.885417
obj = -11.811837, rho = 0.942949
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 293
nu = 0.885417
obj = -11.811837, rho = 0.942949
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811895, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -13.503113, rho = 0.935073
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -13.500984, rho = 0.934466
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 299
nu = 0.885417
obj = -13.500984, rho = 0.934466
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501059, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -15.422759, rho = 0.925418
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.419951, rho = 0.924721
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.419951, rho = 0.924721
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420050, rho = 0.924746
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -17.599892, rho = 0.914327
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596187, rho = 0.913526
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596187, rho = 0.913526
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596317, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -20.063118, rho = 0.901588
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058229, rho = 0.900668
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058229, rho = 0.900668
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058400, rho = 0.900701
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 322
nu = 0.880829
obj = -22.844145, rho = 0.886953
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 318
nu = 0.885417
obj = -22.837694, rho = 0.885896
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 318
nu = 0.885417
obj = -22.837694, rho = 0.885896
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837926, rho = 0.885933
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 326
nu = 0.880829
obj = -25.973288, rho = 0.870144
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -25.964779, rho = 0.868930
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -25.964779, rho = 0.868930
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965080, rho = 0.868973
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -29.481604, rho = 0.850840
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470376, rho = 0.849445
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470376, rho = 0.849445
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470773, rho = 0.849494
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -33.400784, rho = 0.828654
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.385967, rho = 0.827052
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.385967, rho = 0.827052
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386491, rho = 0.827108
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -37.752492, rho = 0.803177
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.732942, rho = 0.801337
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.732942, rho = 0.801337
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733633, rho = 0.801402
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 364
nu = 0.880829
obj = -42.554736, rho = 0.773913
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 369
nu = 0.885417
obj = -42.528940, rho = 0.771799
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 369
nu = 0.885417
obj = -42.528940, rho = 0.771799
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529854, rho = 0.771874
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 374
nu = 0.880829
obj = -47.813573, rho = 0.740288
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.779533, rho = 0.737860
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.779533, rho = 0.737860
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780737, rho = 0.737946
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -53.511165, rho = 0.701671
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.466246, rho = 0.698882
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.466246, rho = 0.698882
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467835, rho = 0.698981
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -59.605567, rho = 0.657307
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.546295, rho = 0.654103
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.546295, rho = 0.654103
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548392, rho = 0.654217
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -66.010010, rho = 0.606353
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.931802, rho = 0.602673
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.931802, rho = 0.602673
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934568, rho = 0.602804
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -72.581986, rho = 0.547818
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.478790, rho = 0.543591
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -72.478790, rho = 0.543591
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482449, rho = 0.543741
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -79.094403, rho = 0.480583
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -78.958243, rho = 0.475727
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -78.958243, rho = 0.475727
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.963066, rho = 0.475899
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -85.208462, rho = 0.403342
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -85.028793, rho = 0.397764
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -85.028793, rho = 0.397764
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035158, rho = 0.397962
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -90.426690, rho = 0.314622
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -90.189617, rho = 0.308215
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -90.189617, rho = 0.308215
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.198015, rho = 0.308442
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -94.040040, rho = 0.212707
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -93.727221, rho = 0.205347
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -93.727221, rho = 0.205347
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738301, rho = 0.205607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.858022
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.858904
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.858912
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.859028
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.858060
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.746957
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.747725
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747732
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747833
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.746990
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.650267
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.650936
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.650942
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.651030
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650296
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.566085
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.566667
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566672
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566748
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566109
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.492805
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.493312
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493316
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493383
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492827
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.429011
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.429452
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429456
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429514
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.429030
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.373479
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.373863
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373866
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373916
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373495
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.325134
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.325468
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325471
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325515
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325148
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.283042
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.283333
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283336
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283374
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283055
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.246403
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.246656
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246658
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246691
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246413
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.214506
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.214726
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214728
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214757
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214515
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.186739
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.186931
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186933
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186958
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186747
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.162564
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.162731
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162733
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162755
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162571
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.141521
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.141667
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141668
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141687
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141527
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.123201
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.123328
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123329
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123346
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123207
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.107253
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.107363
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107364
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107379
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107257
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.093369
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.093465
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093466
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093478
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093373
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.081283
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.081366
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081367
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081378
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081286
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.070761
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.070833
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070834
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070844
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070764
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.061601
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.061664
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061665
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061673
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061603
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.053626
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.053682
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053682
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053689
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053629
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.046685
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.046733
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046733
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046739
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046687
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.040641
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.040683
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040683
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040689
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040643
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.035380
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.035417
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035417
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035422
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035382
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.030800
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.030832
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030832
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030836
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030802
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.026813
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.026841
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026841
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026845
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026814
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.023342
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.023366
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023366
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023370
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023343
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.020321
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.020342
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020342
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020344
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020322
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.017690
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.017708
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017708
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017711
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017691
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.015400
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.015416
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015416
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015418
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015401
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.013407
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.013420
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013422
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013407
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.011671
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.011683
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011683
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011685
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011672
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.010160
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010172
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010161
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.008845
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.008854
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008854
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008855
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008845
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.007700
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007709
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007700
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.006703
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.006710
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006710
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006704
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.005836
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005836
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.005080
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005085
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005085
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005080
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.004423
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004428
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004423
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.003850
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003855
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003850
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.003352
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003356
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.002918
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.002540
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.002211
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002211
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.001925
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.001676
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.001459
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001461
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.001270
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001272
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.001106
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 525
nu = 0.000963
obj = -95.115898, rho = 0.119011
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.000963
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.725799, rho = 0.114421
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739558, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999355
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999355
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999260
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999149
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999149
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331725, rho = 0.999023
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.381028, rho = 0.998317
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437617, rho = 0.998067
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502599, rho = 0.997779
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997779
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997779
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577219, rho = 0.997449
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662905, rho = 0.997070
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761274, rho = 0.996468
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874208, rho = 0.995943
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003867, rho = 0.995339
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152682, rho = 0.994646
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994596
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994596
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323478, rho = 0.993850
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323458, rho = 0.993793
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323458, rho = 0.993793
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519493, rho = 0.992936
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519468, rho = 0.992870
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519468, rho = 0.992870
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744452, rho = 0.991885
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744420, rho = 0.991809
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744420, rho = 0.991809
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002482, rho = 0.990678
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990591
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990591
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298278, rho = 0.989293
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989193
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989193
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298223, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637694, rho = 0.987700
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637620, rho = 0.987585
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637620, rho = 0.987585
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.026690, rho = 0.985872
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026588, rho = 0.985740
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026588, rho = 0.985740
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.472601, rho = 0.983771
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472466, rho = 0.983619
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472466, rho = 0.983619
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.983504, rho = 0.981357
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983326, rho = 0.981183
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983326, rho = 0.981183
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -4.568629, rho = 0.978585
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568394, rho = 0.978385
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568394, rho = 0.978385
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978389
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -5.238317, rho = 0.975401
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238007, rho = 0.975171
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238007, rho = 0.975171
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.004611, rho = 0.971743
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004210, rho = 0.971479
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004210, rho = 0.971479
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.880797, rho = 0.967541
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880267, rho = 0.967237
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880267, rho = 0.967237
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -7.881805, rho = 0.962715
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881107, rho = 0.962366
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881107, rho = 0.962366
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -9.024668, rho = 0.957170
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023747, rho = 0.956770
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023747, rho = 0.956770
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -10.328289, rho = 0.950801
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327073, rho = 0.950342
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327073, rho = 0.950342
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327096, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 306
nu = 0.880829
obj = -11.813476, rho = 0.943485
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 299
nu = 0.885417
obj = -11.811863, rho = 0.942957
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 299
nu = 0.885417
obj = -11.811863, rho = 0.942957
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811895, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -13.503145, rho = 0.935082
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501018, rho = 0.934475
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501018, rho = 0.934475
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501059, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -15.422802, rho = 0.925429
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.419995, rho = 0.924732
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.419995, rho = 0.924732
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420050, rho = 0.924746
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -17.599949, rho = 0.914339
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596245, rho = 0.913539
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596245, rho = 0.913539
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596317, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -20.063193, rho = 0.901603
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058305, rho = 0.900683
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058305, rho = 0.900683
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058400, rho = 0.900701
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 325
nu = 0.880829
obj = -22.844245, rho = 0.886969
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -22.837799, rho = 0.885912
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 331
nu = 0.885417
obj = -22.837799, rho = 0.885912
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837926, rho = 0.885933
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -25.973421, rho = 0.870163
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.964914, rho = 0.868949
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.964914, rho = 0.868949
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965080, rho = 0.868973
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -29.481778, rho = 0.850861
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470553, rho = 0.849467
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470553, rho = 0.849467
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470773, rho = 0.849494
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -33.401013, rho = 0.828678
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386201, rho = 0.827077
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386201, rho = 0.827077
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386491, rho = 0.827108
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -37.752795, rho = 0.803205
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733250, rho = 0.801366
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733250, rho = 0.801366
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733633, rho = 0.801402
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 372
nu = 0.880829
obj = -42.555137, rho = 0.773946
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529349, rho = 0.771833
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529349, rho = 0.771833
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529854, rho = 0.771874
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -47.814104, rho = 0.740325
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780070, rho = 0.737898
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780070, rho = 0.737898
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780737, rho = 0.737946
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -53.511863, rho = 0.701714
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.466956, rho = 0.698926
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.466956, rho = 0.698926
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467836, rho = 0.698981
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -59.606487, rho = 0.657357
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.547231, rho = 0.654154
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.547231, rho = 0.654154
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548392, rho = 0.654217
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -66.011224, rho = 0.606411
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.933037, rho = 0.602731
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.933037, rho = 0.602731
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934569, rho = 0.602804
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -72.583588, rho = 0.547884
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 388
nu = 0.885417
obj = -72.480423, rho = 0.543658
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 388
nu = 0.885417
obj = -72.480423, rho = 0.543658
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482450, rho = 0.543741
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -79.096517, rho = 0.480659
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -78.960394, rho = 0.475804
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -78.960394, rho = 0.475804
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.963067, rho = 0.475900
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -85.211250, rho = 0.403429
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.031635, rho = 0.397852
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.031635, rho = 0.397852
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035159, rho = 0.397962
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -90.430369, rho = 0.314721
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.193366, rho = 0.308316
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.193366, rho = 0.308316
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.198017, rho = 0.308442
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -94.044895, rho = 0.212821
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.732167, rho = 0.205463
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.732167, rho = 0.205463
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738304, rho = 0.205607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.858099
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.858922
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.858922
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.859187
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.858202
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.747024
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.747740
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747740
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747972
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.747114
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.650325
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.650949
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.650949
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.651150
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650404
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.566135
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.566678
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566678
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566854
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566203
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.492849
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.493322
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493322
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493474
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492908
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.429050
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.429461
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429461
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429594
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.429101
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.373512
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.373870
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373870
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373986
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373557
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.325163
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.325474
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325474
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325575
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325202
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.283068
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.283339
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283339
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283427
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283102
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.246425
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.246661
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246661
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246737
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246454
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.214525
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.214730
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214730
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214797
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214551
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.186756
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.186935
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186935
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186993
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186778
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.162579
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.162735
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162735
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162785
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162598
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.141534
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.141670
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141670
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141713
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141551
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.123212
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.123330
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123330
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123369
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123227
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.107262
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.107365
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107365
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107398
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107275
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.093377
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.093467
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093467
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093496
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093388
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.081290
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.081368
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081368
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081393
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081300
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.070767
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.070835
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070835
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070857
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070775
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.061606
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.061665
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061665
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061684
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061614
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.053631
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.053683
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053683
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053699
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053638
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.046689
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.046734
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046734
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046748
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046694
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.040645
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.040684
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040684
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040696
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040650
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.035383
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.035417
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035417
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035428
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035388
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.030803
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.030833
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030833
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030842
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030807
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.026816
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.026841
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026841
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026850
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026819
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.023344
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023374
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023347
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.020322
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.020342
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020342
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020348
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020325
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.017692
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017714
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017694
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.015402
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.015416
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015416
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015421
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015403
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.013408
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013425
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013409
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.011672
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.011683
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011683
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011687
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011674
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.010161
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010174
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010162
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.008846
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.008854
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008854
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008857
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008847
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.007701
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007711
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007702
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.006704
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.006710
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006710
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006712
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006705
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.005836
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005843
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005837
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.005081
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005085
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005085
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005087
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005081
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.004423
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004429
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004423
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.003850
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003855
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003851
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.003352
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003356
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.002918
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002922
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.002540
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002544
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002541
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.002211
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002212
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.001925
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001928
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.001676
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.001459
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001461
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.001270
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001272
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.001106
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 527
nu = 0.000963
obj = -95.121981, rho = 0.119082
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.731940, rho = 0.114494
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739562, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999356
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999260
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999150
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331725, rho = 0.999023
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.381028, rho = 0.998317
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437617, rho = 0.998067
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502599, rho = 0.997779
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997779
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997779
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577219, rho = 0.997449
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662906, rho = 0.997070
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761274, rho = 0.996468
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874209, rho = 0.995943
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003867, rho = 0.995340
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152683, rho = 0.994647
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152667, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323479, rho = 0.993851
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993793
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993793
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519493, rho = 0.992936
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519468, rho = 0.992870
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519468, rho = 0.992870
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744453, rho = 0.991886
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744420, rho = 0.991810
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744420, rho = 0.991810
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002482, rho = 0.990679
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990592
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990592
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298278, rho = 0.989294
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989194
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989194
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298223, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637695, rho = 0.987701
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637620, rho = 0.987587
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637620, rho = 0.987587
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.026691, rho = 0.985873
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026589, rho = 0.985741
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026589, rho = 0.985741
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.472602, rho = 0.983772
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472467, rho = 0.983621
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472467, rho = 0.983621
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.983505, rho = 0.981359
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983327, rho = 0.981185
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983327, rho = 0.981185
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -4.568631, rho = 0.978587
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568396, rho = 0.978387
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568396, rho = 0.978387
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978389
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -5.238320, rho = 0.975403
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238010, rho = 0.975173
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238010, rho = 0.975173
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.004615, rho = 0.971745
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004213, rho = 0.971481
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004213, rho = 0.971481
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.880802, rho = 0.967544
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880272, rho = 0.967240
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880272, rho = 0.967240
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -7.881812, rho = 0.962718
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881113, rho = 0.962369
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881113, rho = 0.962369
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -9.024677, rho = 0.957174
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023755, rho = 0.956774
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023755, rho = 0.956774
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -10.328300, rho = 0.950806
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327084, rho = 0.950346
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327084, rho = 0.950346
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327096, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 306
nu = 0.880829
obj = -11.813491, rho = 0.943490
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811879, rho = 0.942962
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811879, rho = 0.942962
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811895, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -13.503165, rho = 0.935088
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501038, rho = 0.934481
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501038, rho = 0.934481
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501059, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -15.422829, rho = 0.925436
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420022, rho = 0.924739
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420022, rho = 0.924739
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420050, rho = 0.924746
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -17.599984, rho = 0.914347
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596280, rho = 0.913546
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596280, rho = 0.913546
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596317, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -20.063239, rho = 0.901611
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058352, rho = 0.900692
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058352, rho = 0.900692
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058400, rho = 0.900701
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 332
nu = 0.880829
obj = -22.844308, rho = 0.886979
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837862, rho = 0.885923
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837862, rho = 0.885923
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837926, rho = 0.885933
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -25.973502, rho = 0.870174
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.964996, rho = 0.868961
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.964996, rho = 0.868961
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965080, rho = 0.868973
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -29.481885, rho = 0.850874
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470662, rho = 0.849481
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470662, rho = 0.849481
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470773, rho = 0.849494
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -33.401154, rho = 0.828694
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386344, rho = 0.827093
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386344, rho = 0.827093
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386491, rho = 0.827108
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -37.752980, rho = 0.803223
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733440, rho = 0.801384
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733440, rho = 0.801384
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733633, rho = 0.801402
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -42.555386, rho = 0.773966
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529599, rho = 0.771853
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529599, rho = 0.771853
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529854, rho = 0.771874
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -47.814428, rho = 0.740349
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780400, rho = 0.737922
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780400, rho = 0.737922
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780737, rho = 0.737946
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -53.512291, rho = 0.701741
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467391, rho = 0.698953
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467391, rho = 0.698953
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467836, rho = 0.698981
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -59.607051, rho = 0.657387
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.547805, rho = 0.654185
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.547805, rho = 0.654185
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548392, rho = 0.654217
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -66.011969, rho = 0.606446
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.933795, rho = 0.602767
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.933795, rho = 0.602767
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934569, rho = 0.602804
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -72.584571, rho = 0.547924
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -72.481426, rho = 0.543699
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 395
nu = 0.885417
obj = -72.481426, rho = 0.543699
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482450, rho = 0.543741
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -79.097814, rho = 0.480705
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.961718, rho = 0.475851
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.961718, rho = 0.475851
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.963067, rho = 0.475900
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -85.212963, rho = 0.403482
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.033379, rho = 0.397906
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.033379, rho = 0.397906
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035160, rho = 0.397962
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -90.432630, rho = 0.314783
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.195668, rho = 0.308378
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.195668, rho = 0.308378
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.198018, rho = 0.308442
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -94.047878, rho = 0.212891
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.735204, rho = 0.205534
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.735204, rho = 0.205534
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738305, rho = 0.205607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.858139
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.858930
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.858930
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.859063
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.858220
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.747059
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.747748
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747748
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747864
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.747129
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.650356
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.650956
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.650956
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.651056
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650417
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.566162
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.566684
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566684
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566772
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566215
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.492872
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.493327
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493327
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493403
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492919
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.429070
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.429465
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429465
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429532
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.429110
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.373530
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.373874
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373874
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373932
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373565
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.325178
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.325478
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325478
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325528
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325209
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.283081
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.283342
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283342
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283386
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283108
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.246436
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.246663
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246663
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246702
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.214535
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.214733
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214733
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214766
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214555
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.186765
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.186937
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186937
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186966
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186782
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.162586
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.162736
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162736
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162761
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162602
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.141540
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.141671
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141671
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141693
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141554
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.123218
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.123332
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123332
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123351
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123230
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.107267
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.107366
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107366
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107383
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107277
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.093382
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.093468
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093468
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093482
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093390
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.081294
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.081369
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081369
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081381
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081301
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.070770
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.070835
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070835
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070846
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070777
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.061609
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.061666
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061666
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061675
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061615
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.053634
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.053683
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053683
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053691
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053639
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.046691
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.046734
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046734
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046741
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046695
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.040647
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.040684
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040684
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040691
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040651
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.035385
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035423
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035388
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.030805
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.030833
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030833
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030838
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030807
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.026817
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026846
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026819
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.023345
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023371
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023348
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.020323
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.020342
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020342
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020345
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020325
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.017693
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017712
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017694
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.015402
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.015416
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015416
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015419
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015404
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.013408
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013423
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013410
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.011673
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.011683
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011683
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011685
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011674
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.010162
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010173
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010163
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.008846
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.008854
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008854
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008856
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008847
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.007701
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007709
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007702
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.006704
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.006710
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006710
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006705
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.005836
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005843
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005837
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.005081
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005081
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.004423
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004428
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004424
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.003851
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003855
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003851
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003356
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002540
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002541
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002212
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002212
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001461
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001272
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -95.125717, rho = 0.119126
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.735712, rho = 0.114538
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999356
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999260
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999150
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331725, rho = 0.999023
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.381028, rho = 0.998317
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437617, rho = 0.998067
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502599, rho = 0.997780
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577219, rho = 0.997449
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662906, rho = 0.997070
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761274, rho = 0.996468
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874209, rho = 0.995943
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003867, rho = 0.995340
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152683, rho = 0.994647
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323479, rho = 0.993851
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519493, rho = 0.992937
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744453, rho = 0.991886
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991810
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991810
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002482, rho = 0.990680
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990592
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990592
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298279, rho = 0.989294
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989194
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989194
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298223, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637695, rho = 0.987702
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987587
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987587
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.026691, rho = 0.985874
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026589, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026589, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.472603, rho = 0.983773
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472468, rho = 0.983621
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472468, rho = 0.983621
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.983506, rho = 0.981360
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983328, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983328, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -4.568632, rho = 0.978588
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568397, rho = 0.978388
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568397, rho = 0.978388
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978389
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -5.238322, rho = 0.975404
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238012, rho = 0.975174
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238012, rho = 0.975174
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.004617, rho = 0.971747
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004216, rho = 0.971483
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004216, rho = 0.971483
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.880804, rho = 0.967545
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880275, rho = 0.967242
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880275, rho = 0.967242
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -7.881815, rho = 0.962720
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881117, rho = 0.962371
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881117, rho = 0.962371
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -9.024682, rho = 0.957176
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023760, rho = 0.956776
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023760, rho = 0.956776
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -10.328307, rho = 0.950808
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327091, rho = 0.950348
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327091, rho = 0.950348
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327096, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 306
nu = 0.880829
obj = -11.813499, rho = 0.943493
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811888, rho = 0.942965
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811888, rho = 0.942965
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811895, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -13.503176, rho = 0.935091
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501050, rho = 0.934485
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501050, rho = 0.934485
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501059, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -15.422844, rho = 0.925439
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420037, rho = 0.924742
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420037, rho = 0.924742
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420050, rho = 0.924746
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -17.600003, rho = 0.914351
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596300, rho = 0.913551
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596300, rho = 0.913551
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596317, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -20.063264, rho = 0.901616
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058378, rho = 0.900697
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058378, rho = 0.900697
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058400, rho = 0.900701
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -22.844343, rho = 0.886985
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837897, rho = 0.885928
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837897, rho = 0.885928
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837926, rho = 0.885933
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -25.973547, rho = 0.870181
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965042, rho = 0.868967
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965042, rho = 0.868967
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965080, rho = 0.868973
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -29.481944, rho = 0.850882
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470723, rho = 0.849488
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470723, rho = 0.849488
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470773, rho = 0.849494
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -33.401232, rho = 0.828702
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386424, rho = 0.827101
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386424, rho = 0.827101
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386491, rho = 0.827108
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -37.753084, rho = 0.803233
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733545, rho = 0.801394
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733545, rho = 0.801394
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733633, rho = 0.801402
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -42.555523, rho = 0.773977
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529738, rho = 0.771865
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529738, rho = 0.771865
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529854, rho = 0.771874
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -47.814608, rho = 0.740361
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780584, rho = 0.737935
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780584, rho = 0.737935
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780737, rho = 0.737946
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -53.512529, rho = 0.701756
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467634, rho = 0.698968
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467634, rho = 0.698968
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467836, rho = 0.698981
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -59.607366, rho = 0.657404
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548125, rho = 0.654202
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548125, rho = 0.654202
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548392, rho = 0.654217
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -66.012383, rho = 0.606465
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934217, rho = 0.602787
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934217, rho = 0.602787
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934569, rho = 0.602804
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -72.585118, rho = 0.547947
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.481985, rho = 0.543722
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.481985, rho = 0.543722
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482451, rho = 0.543741
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -79.098537, rho = 0.480731
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.962453, rho = 0.475878
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.962453, rho = 0.475878
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.963067, rho = 0.475900
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -85.213916, rho = 0.403511
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.034349, rho = 0.397937
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.034349, rho = 0.397937
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035160, rho = 0.397962
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -90.433887, rho = 0.314817
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.196948, rho = 0.308413
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.196948, rho = 0.308413
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.198018, rho = 0.308442
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -94.049537, rho = 0.212930
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.736894, rho = 0.205574
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.736894, rho = 0.205574
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738305, rho = 0.205607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.858169
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.858927
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.858927
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.859063
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.858220
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.747085
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.747745
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747745
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747864
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.747129
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.650379
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.650953
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.650953
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.651056
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650417
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.566182
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.566681
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566681
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566772
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566215
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.492890
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.493324
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493324
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493403
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492919
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.429085
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.429463
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429463
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429532
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.429110
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.373543
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.373872
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373872
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373932
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373565
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.325189
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.325476
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325476
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325528
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325209
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.283091
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.283341
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283341
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283386
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283108
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.246445
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.246662
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246662
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246702
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.214542
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.214732
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214732
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214766
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214555
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.186771
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.186936
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186936
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186966
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186782
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.162592
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.162735
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162735
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162761
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162602
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.141545
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.141670
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141670
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141693
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141554
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.123222
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.123331
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123331
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123351
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123230
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.107271
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.107366
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107366
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107383
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107277
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.093385
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.093467
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093467
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093482
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093390
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.081297
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.081368
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081368
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081381
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081301
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.070773
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.070835
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070835
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070846
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070777
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.061611
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.061666
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061666
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061675
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061615
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.053636
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.053683
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053683
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053691
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053639
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.046693
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.046734
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046734
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046741
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046695
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.040648
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.040684
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040684
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040691
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040651
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.035386
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035423
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035388
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.030806
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.030833
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030833
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030838
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030807
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.026818
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026846
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026819
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.023346
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023371
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023348
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.020324
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.020342
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020342
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020345
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020325
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.017693
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017712
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017694
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.015403
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.015416
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015416
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015419
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015404
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.013409
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013423
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013410
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.011673
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.011683
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011683
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011685
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011674
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.010162
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010173
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010163
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.008847
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.008854
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008854
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008856
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008847
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.007701
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007709
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007702
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.006704
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.006710
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006710
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006705
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.005837
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005843
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005837
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.005081
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005081
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.004423
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004428
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004424
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.003851
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003855
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003851
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003356
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002541
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002541
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002212
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002212
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001461
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001272
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -95.127795, rho = 0.119151
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.737810, rho = 0.114563
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999356
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999260
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999150
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331725, rho = 0.999023
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.381028, rho = 0.998317
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437617, rho = 0.998067
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502599, rho = 0.997780
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577219, rho = 0.997449
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997449
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662906, rho = 0.997070
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761274, rho = 0.996468
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874209, rho = 0.995943
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003867, rho = 0.995340
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995296
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152683, rho = 0.994647
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323479, rho = 0.993851
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519493, rho = 0.992937
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744453, rho = 0.991886
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991810
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991810
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002482, rho = 0.990680
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002439, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298279, rho = 0.989295
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298222, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298223, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637695, rho = 0.987702
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987587
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987587
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.026692, rho = 0.985874
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026589, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026589, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.472603, rho = 0.983773
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.983507, rho = 0.981360
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -4.568633, rho = 0.978588
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978388
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978388
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978389
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -5.238323, rho = 0.975405
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.004618, rho = 0.971747
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971483
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971483
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.880806, rho = 0.967546
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880276, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880276, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -7.881817, rho = 0.962721
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881119, rho = 0.962372
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881119, rho = 0.962372
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -9.024684, rho = 0.957177
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023763, rho = 0.956777
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023763, rho = 0.956777
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -10.328310, rho = 0.950809
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327094, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327094, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327096, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 306
nu = 0.880829
obj = -11.813504, rho = 0.943495
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811892, rho = 0.942966
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811892, rho = 0.942966
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811895, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -13.503182, rho = 0.935093
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501055, rho = 0.934486
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501055, rho = 0.934486
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501059, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -15.422851, rho = 0.925441
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420045, rho = 0.924744
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420045, rho = 0.924744
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420050, rho = 0.924746
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -17.600013, rho = 0.914353
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596310, rho = 0.913553
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596310, rho = 0.913553
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596317, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -20.063277, rho = 0.901619
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058391, rho = 0.900699
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058391, rho = 0.900699
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058400, rho = 0.900701
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -22.844360, rho = 0.886987
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837914, rho = 0.885931
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837914, rho = 0.885931
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837926, rho = 0.885933
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -25.973569, rho = 0.870184
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965065, rho = 0.868971
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965065, rho = 0.868971
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965080, rho = 0.868973
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -29.481974, rho = 0.850885
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470753, rho = 0.849492
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470753, rho = 0.849492
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470773, rho = 0.849494
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -33.401271, rho = 0.828706
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386464, rho = 0.827105
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386464, rho = 0.827105
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386491, rho = 0.827108
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -37.753135, rho = 0.803237
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733597, rho = 0.801399
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733597, rho = 0.801399
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733633, rho = 0.801402
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -42.555591, rho = 0.773983
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529807, rho = 0.771870
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529807, rho = 0.771870
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529854, rho = 0.771874
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -47.814698, rho = 0.740368
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780675, rho = 0.737941
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780675, rho = 0.737941
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780737, rho = 0.737946
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -53.512647, rho = 0.701763
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467754, rho = 0.698976
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467754, rho = 0.698976
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467836, rho = 0.698981
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -59.607522, rho = 0.657413
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548284, rho = 0.654211
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548284, rho = 0.654211
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548392, rho = 0.654217
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -66.012590, rho = 0.606475
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934427, rho = 0.602797
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934427, rho = 0.602797
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934569, rho = 0.602804
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -72.585391, rho = 0.547958
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482262, rho = 0.543733
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482262, rho = 0.543733
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482451, rho = 0.543741
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -79.098896, rho = 0.480744
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.962819, rho = 0.475891
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.962819, rho = 0.475891
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.963067, rho = 0.475900
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -85.214390, rho = 0.403526
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.034832, rho = 0.397952
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.034832, rho = 0.397952
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035160, rho = 0.397962
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -90.434512, rho = 0.314833
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.197585, rho = 0.308430
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.197585, rho = 0.308430
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.198018, rho = 0.308442
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -94.050362, rho = 0.212950
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.737734, rho = 0.205594
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.737734, rho = 0.205594
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738305, rho = 0.205607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.858181
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.858947
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.858947
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.859063
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.858220
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.747096
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.747762
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747762
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747864
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.747129
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.650388
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.650968
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.650968
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.651056
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650417
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.566190
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.566695
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566695
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566772
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566215
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.492896
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.493336
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493336
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493403
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492919
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.429091
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.429473
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429473
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429532
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.429110
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.373548
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.373881
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373881
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373932
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373565
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.325194
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.325484
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325484
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325528
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325209
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.283095
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.283347
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283347
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283386
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283108
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.246448
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.246668
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246668
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246702
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.214545
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.214737
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214737
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214766
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214555
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.186774
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.186941
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186941
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186966
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186782
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.162594
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.162739
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162739
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162761
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162602
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.141547
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.141674
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141674
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141693
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141554
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.123224
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.123334
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123334
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123351
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123230
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.107273
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.107368
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107368
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107383
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107277
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.093386
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.093469
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093469
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093482
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093390
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.081298
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.081370
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081370
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081381
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081301
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.070774
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.070837
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070837
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070846
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070777
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.061612
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.061667
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061667
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061675
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061615
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.053636
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.053684
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053684
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053691
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053639
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.046693
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.046735
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046735
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046741
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046695
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.040649
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.040685
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040685
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040691
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040651
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.035387
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035423
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035388
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.030806
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.030834
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030834
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030838
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030807
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.026818
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026846
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026819
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.023347
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023371
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023348
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.020324
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.020343
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020343
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020345
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020325
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.017693
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017712
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017694
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.015403
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.015417
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015417
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015419
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015404
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.013409
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013423
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013410
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.011673
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.011684
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011684
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011685
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011674
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.010162
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010173
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010163
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.008847
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.008855
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008855
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008856
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008847
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.007702
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007709
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007702
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.006705
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006705
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.005837
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005843
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005837
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.005081
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005081
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.004423
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004428
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004424
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.003851
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003855
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003851
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003356
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002541
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002541
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002212
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002212
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001461
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001272
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -95.128829, rho = 0.119163
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.738854, rho = 0.114575
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 85
nu = 0.880829
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 85
nu = 0.885417
obj = -0.165934, rho = 0.999512
nSV = 170, nBSV = 170
Total nSV = 170
*
optimization finished, #iter = 84
nu = 0.879581
obj = -0.163982, rho = 0.999512
nSV = 168, nBSV = 168
Total nSV = 168
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.190606, rho = 0.999439
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.190606, rho = 0.999439
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.188364, rho = 0.999439
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.218930, rho = 0.999356
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.218930, rho = 0.999356
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.216355, rho = 0.999356
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.251460, rho = 0.999260
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.251460, rho = 0.999260
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.248502, rho = 0.999260
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.288822, rho = 0.999150
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.288821, rho = 0.999150
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.285424, rho = 0.999150
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 108
nu = 0.880829
obj = -0.331725, rho = 0.999023
nSV = 193, nBSV = 147
Total nSV = 193
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.885417
obj = -0.331724, rho = 0.999023
nSV = 192, nBSV = 148
Total nSV = 192
*
optimization finished, #iter = 107
nu = 0.879581
obj = -0.327822, rho = 0.999023
nSV = 191, nBSV = 145
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.381028, rho = 0.998317
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.381026, rho = 0.998317
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.376545, rho = 0.998317
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.437617, rho = 0.998067
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.437614, rho = 0.998067
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.432469, rho = 0.998067
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.502599, rho = 0.997780
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.502595, rho = 0.997780
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.496687, rho = 0.997780
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.577219, rho = 0.997450
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.577214, rho = 0.997450
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.570429, rho = 0.997450
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 154
nu = 0.880829
obj = -0.662906, rho = 0.997070
nSV = 193, nBSV = 101
Total nSV = 193
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 151
nu = 0.885417
obj = -0.662900, rho = 0.997070
nSV = 192, nBSV = 104
Total nSV = 192
*
optimization finished, #iter = 153
nu = 0.879581
obj = -0.655108, rho = 0.997070
nSV = 191, nBSV = 99
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.761274, rho = 0.996468
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.761268, rho = 0.996435
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.752320, rho = 0.996477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -0.874209, rho = 0.995943
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -0.874200, rho = 0.995905
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.863926, rho = 0.995954
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.003867, rho = 0.995340
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.003856, rho = 0.995297
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -0.992060, rho = 0.995352
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.152683, rho = 0.994647
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.152668, rho = 0.994597
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.139126, rho = 0.994661
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*
optimization finished, #iter = 170
nu = 0.880829
obj = -1.323479, rho = 0.993851
nSV = 193, nBSV = 85
Total nSV = 193
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 170
nu = 0.885417
obj = -1.323459, rho = 0.993794
nSV = 192, nBSV = 85
Total nSV = 192
*
optimization finished, #iter = 168
nu = 0.879581
obj = -1.307914, rho = 0.993867
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.519493, rho = 0.992937
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.519469, rho = 0.992871
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.501623, rho = 0.992955
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -1.744453, rho = 0.991886
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -1.744421, rho = 0.991811
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.723939, rho = 0.991907
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.002482, rho = 0.990680
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.002440, rho = 0.990593
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -1.978935, rho = 0.990703
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.298279, rho = 0.989295
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298223, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298223, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.298223, rho = 0.989195
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.271256, rho = 0.989322
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 202
nu = 0.880829
obj = -2.637695, rho = 0.987702
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 208
nu = 0.885417
obj = -2.637621, rho = 0.987588
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 198
nu = 0.879581
obj = -2.606684, rho = 0.987734
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.026692, rho = 0.985874
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.026590, rho = 0.985742
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -2.991111, rho = 0.985910
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.472604, rho = 0.983774
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.472469, rho = 0.983622
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.431786, rho = 0.983815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -3.983507, rho = 0.981360
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -3.983329, rho = 0.981186
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -3.936690, rho = 0.981408
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -4.568633, rho = 0.978589
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978388
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978388
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -4.568398, rho = 0.978389
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -4.514948, rho = 0.978643
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 246
nu = 0.880829
obj = -5.238323, rho = 0.975405
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 239
nu = 0.885417
obj = -5.238013, rho = 0.975175
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 245
nu = 0.879581
obj = -5.176780, rho = 0.975467
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.004618, rho = 0.971748
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.004217, rho = 0.971484
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -5.934084, rho = 0.971819
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -6.880806, rho = 0.967546
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -6.880277, rho = 0.967243
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -6.799999, rho = 0.967629
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -7.881818, rho = 0.962721
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -7.881120, rho = 0.962373
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -7.789280, rho = 0.962815
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -9.024685, rho = 0.957178
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -9.023764, rho = 0.956778
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -8.918762, rho = 0.957286
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 266
nu = 0.880829
obj = -10.328311, rho = 0.950810
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327095, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327095, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.885417
obj = -10.327096, rho = 0.950350
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 258
nu = 0.879581
obj = -10.207131, rho = 0.950935
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
*.*
optimization finished, #iter = 306
nu = 0.880829
obj = -11.813505, rho = 0.943495
nSV = 193, nBSV = 85
Total nSV = 193
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811894, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811894, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 301
nu = 0.885417
obj = -11.811895, rho = 0.942967
nSV = 192, nBSV = 85
Total nSV = 192
*.*
optimization finished, #iter = 284
nu = 0.879581
obj = -11.674954, rho = 0.943638
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -13.503184, rho = 0.935093
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501058, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501058, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -13.501059, rho = 0.934487
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -13.344892, rho = 0.935258
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -15.422854, rho = 0.925442
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420048, rho = 0.924745
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420048, rho = 0.924745
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -15.420050, rho = 0.924746
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -15.242159, rho = 0.925631
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -17.600017, rho = 0.914354
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596314, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596314, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -17.596317, rho = 0.913554
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -17.393948, rho = 0.914571
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 306
nu = 0.880829
obj = -20.063283, rho = 0.901620
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058397, rho = 0.900700
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058397, rho = 0.900700
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 301
nu = 0.885417
obj = -20.058400, rho = 0.900701
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 284
nu = 0.879581
obj = -19.828550, rho = 0.901869
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -22.844367, rho = 0.886989
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837922, rho = 0.885932
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837922, rho = 0.885932
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -22.837926, rho = 0.885933
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -22.577341, rho = 0.887275
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -25.973579, rho = 0.870185
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965075, rho = 0.868972
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965075, rho = 0.868972
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -25.965080, rho = 0.868973
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -25.670292, rho = 0.870514
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -29.481987, rho = 0.850887
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470766, rho = 0.849493
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470766, rho = 0.849493
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -29.470773, rho = 0.849494
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -29.138154, rho = 0.851265
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -33.401288, rho = 0.828708
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386481, rho = 0.827107
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386481, rho = 0.827107
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -33.386491, rho = 0.827108
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -33.012309, rho = 0.829142
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*
optimization finished, #iter = 334
nu = 0.880829
obj = -37.753158, rho = 0.803240
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733620, rho = 0.801401
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733620, rho = 0.801401
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 335
nu = 0.885417
obj = -37.733633, rho = 0.801402
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 336
nu = 0.879581
obj = -37.314251, rho = 0.803738
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -42.555621, rho = 0.773985
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529838, rho = 0.771873
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529838, rho = 0.771873
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -42.529854, rho = 0.771874
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -42.061876, rho = 0.774558
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -47.814738, rho = 0.740371
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780715, rho = 0.737944
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780715, rho = 0.737944
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -47.780737, rho = 0.737946
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -47.261329, rho = 0.741029
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -53.512699, rho = 0.701766
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467807, rho = 0.698979
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467807, rho = 0.698979
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -53.467836, rho = 0.698981
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -52.895168, rho = 0.702522
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -59.607590, rho = 0.657416
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548354, rho = 0.654215
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548354, rho = 0.654215
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -59.548392, rho = 0.654217
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -58.922199, rho = 0.658285
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 386
nu = 0.880829
obj = -66.012680, rho = 0.606479
nSV = 193, nBSV = 85
Total nSV = 193
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934519, rho = 0.602801
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934519, rho = 0.602801
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 374
nu = 0.885417
obj = -65.934569, rho = 0.602804
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 339
nu = 0.879581
obj = -65.257007, rho = 0.607477
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -72.585511, rho = 0.547963
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482384, rho = 0.543738
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482384, rho = 0.543738
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -72.482451, rho = 0.543741
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -71.759203, rho = 0.549108
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -79.099054, rho = 0.480749
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.962980, rho = 0.475896
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.962980, rho = 0.475896
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -78.963067, rho = 0.475900
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -78.204947, rho = 0.482065
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -85.214599, rho = 0.403533
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035044, rho = 0.397958
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035044, rho = 0.397958
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -85.035160, rho = 0.397962
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -84.260197, rho = 0.405044
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -90.434787, rho = 0.314841
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.197865, rho = 0.308437
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.197865, rho = 0.308437
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -90.198018, rho = 0.308442
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -89.434347, rho = 0.316578
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 390
nu = 0.880829
obj = -94.050725, rho = 0.212958
nSV = 193, nBSV = 85
Total nSV = 193
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738104, rho = 0.205603
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738104, rho = 0.205603
nSV = 192, nBSV = 85
Total nSV = 192
.*.*
optimization finished, #iter = 403
nu = 0.885417
obj = -93.738305, rho = 0.205607
nSV = 192, nBSV = 85
Total nSV = 192
.*
optimization finished, #iter = 345
nu = 0.879581
obj = -93.028032, rho = 0.214953
nSV = 191, nBSV = 84
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.858178
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.858948
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.858948
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.859063
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.858220
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.747093
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.747763
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747763
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.747864
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.747129
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.650385
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.650969
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.650969
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.651056
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.650417
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.566187
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.566695
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566695
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.566772
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.566215
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.492894
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.493337
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493337
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.493403
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.492919
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.429089
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.429474
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429474
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.429532
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.429110
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.373546
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.373882
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373882
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.373932
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.373565
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.325193
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.325484
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325484
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.325528
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.325209
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.283094
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.283348
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283348
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.283386
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.283108
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.246447
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.246668
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246668
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.246702
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.246459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.214544
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.214737
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214737
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.214766
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.214555
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.186773
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.186941
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186941
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.186966
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.186782
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.162594
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.162740
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162740
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.162761
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.162602
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.141547
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.141674
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141674
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.141693
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.141554
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.123224
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.123334
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123334
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.123351
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.123230
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.107272
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.107368
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107368
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.107383
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.107277
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.093386
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.093469
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093469
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.093482
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.093390
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.081297
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.081370
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081370
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.081381
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.081301
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.070773
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.070837
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070837
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.070846
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.070777
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.061612
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.061667
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061667
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.061675
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.061615
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.053636
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.053684
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053684
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.053691
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.053639
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.046693
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.046735
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046735
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.046741
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.046695
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.040649
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.040685
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040685
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.040691
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.040651
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.035387
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035418
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.035423
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.035388
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.030806
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.030834
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030834
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.030838
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.030807
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.026818
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026842
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.026846
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.026819
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.023346
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023367
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.023371
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.023348
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.020324
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.020343
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020343
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.020345
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.020325
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.017693
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017709
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.017712
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.017694
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.015403
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.015417
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015417
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.015419
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.015404
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.013409
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013421
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.013423
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.013410
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.011673
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.011684
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011684
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.011685
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.011674
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.010162
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010171
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.010173
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.010163
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.008847
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.008855
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008855
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.008856
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.008847
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.007701
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007708
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.007709
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.007702
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.006705
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.006711
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.006705
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.005837
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005842
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005843
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005837
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.005081
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.005086
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.005081
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.004423
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004427
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.004428
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.004424
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.003851
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003854
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003855
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003851
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003355
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.003356
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.003352
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002921
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002918
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002541
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002543
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002541
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.002212
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.002214
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.002212
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001927
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001925
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001678
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001676
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001460
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001461
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001459
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001271
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001272
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001270
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.001107
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.001106
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -95.129283, rho = 0.119168
nSV = 193, nBSV = 0
Total nSV = 193
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739313, rho = 0.114580
nSV = 192, nBSV = 0
Total nSV = 192
..*.*
optimization finished, #iter = 607
nu = 0.000964
obj = -94.739563, rho = 0.114583
nSV = 192, nBSV = 0
Total nSV = 192
.*.*
optimization finished, #iter = 528
nu = 0.000963
obj = -94.115164, rho = 0.120419
nSV = 191, nBSV = 0
Total nSV = 191
Cross Validation Accuracy = 55.8333%

创建/训练SVM模型

model = svmtrain(train_label,Train_matrix,cmd);

..*..*
optimization finished, #iter = 1125
nu = 0.349646
obj = -4247.204405, rho = 2.168022
nSV = 102, nBSV = 70
Total nSV = 102

SVM仿真测试

[predict_label_1,accuracy_1,decision_values1] = svmpredict(train_label,Train_matrix,model);
[predict_label_2,accuracy_2,decision_values2] = svmpredict(test_label,Test_matrix,model)

result_1 = [train_label predict_label_1];
result_2 = [test_label predict_label_2];

Accuracy = 87.9167% (211/240) (classification)
Accuracy = 93.3333% (28/30) (classification)

predict_label_2 =

    -1
    -1
    -1
     1
    -1
     1
     1
    -1
    -1
     1
    -1
     1
    -1
     1
     1
    -1
    -1
     1
    -1
     1
     1
    -1
    -1
     1
     1
     1
     1
    -1
     1
     1


accuracy_2 =

   93.3333
    0.2667
    0.7656


decision_values2 =

   -2.3513
   -2.8633
   -0.8930
    1.3744
   -1.6449
    1.0756
    0.1654
   -2.2018
   -2.4570
    3.1851
   -1.2088
    0.5119
   -1.2157
    0.3695
    1.8986
   -0.6837
   -2.1615
    1.1797
   -0.5990
    0.3041
    3.0028
   -0.9842
   -1.9603
    1.8243
    2.5489
    2.2739
    0.4069
   -1.8841
    0.6033
    2.5329

绘图

figure
plot(1:length(test_label),test_label,'r-*')
hold on
plot(1:length(test_label),predict_label_2,'b:o')
grid on
legend('真实类别','预测类别')
xlabel('测试集样本编号')
ylabel('测试集样本类别')
string = {'测试集SVM预测结果对比(RBF核函数)';
          ['accuracy = ' num2str(accuracy_2(1)) '%']};
title(string)

Contents

clear

导入数据

随机产生训练集和测试集

训练集――240个样本

测试集――30个样本

数据归一化

SVM创建/训练(RBF核函数)

寻找最佳c/g参数――交叉验证方法

创建/训练SVM模型

SVM仿真测试

绘图